Every Feature in Deep Seer

The open-source intelligence platform that fuses 90+ real-time data sources onto a 3D globe. Below is a complete, categorized breakdown of every capability — explained for everyone, with technical details for power users.

200+
Features
96
Data Adapters
46
Live Feeds
49
Correlation Rules
26
Equity Layers
Data Sources Intelligence Accountability Equity & Advocacy Visualization Research Workflow Enterprise Scientific Analysis UX & Design Platform API Costs Non-Commercial Planned Hardware Deprecated
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Real-Time Data Sources 46 feeds

Live data feeds from government, scientific, and open data APIs — all rendered on a 3D globe in real time.

Satellites Free

Track 8,000+ active satellites and debris objects in real-time. Each satellite is color-coded by type: military, weather, communications, navigation, science, space stations, and debris. Positions are computed using precise orbital mechanics so what you see on the globe is where the satellite actually is right now.

Technical Details
CelesTrak GP API with TLE fallback via tle.ivanstanojevic.me. Client-side SGP4 orbital propagation from NORAD two-line element sets. Name-based classification into 7 categories.
Commercial Flights Free

See thousands of commercial and general aviation aircraft worldwide, updated every few seconds. You can toggle position trails (showing where the plane has been over the last 5, 10, or 15 minutes) and see the planned route from departure to destination drawn as a curved line on the globe.

Technical Details
OpenSky Network REST API with 10-second polling. ADS-B transponder data. OurAirports for departure/destination route lookup. Great-circle route rendering.
Military Aircraft Free

Track military aircraft globally including tankers, transports, fighters, and surveillance platforms. Each aircraft is identified by type (C-17, F-16, KC-135, etc.) with red silhouette icons facing the direction of travel. Position trails are available via layer settings.

Technical Details
adsb.lol /v2/mil endpoint (ODbL licensed). 15-second polling interval. Aircraft type classification from hex/callsign lookup.
Maritime Vessels (AIS) Free

Real-time ship tracking via the Automatic Identification System that all large vessels are required to carry. See cargo ships, tankers, fishing vessels, and naval ships with their heading, speed, and destination port.

Technical Details
AISStream.io WebSocket with real-time push delivery. Requires AISSTREAM_API_KEY (free with GitHub sign-in).
Earthquakes Free

Live seismic events from the USGS Earthquake Hazards Program. See where earthquakes are happening right now, with magnitude, depth, and felt reports. Only shows events magnitude 2.5 and above to filter out microseisms.

Technical Details
USGS Earthquake API. 60-second polling. M2.5+ threshold. Depth and magnitude visualization.
Weather & Radar Free

NEXRAD weather radar composites showing precipitation, storm cells, and severe weather overlaid on the globe. See rain, snow, and thunderstorms in near real-time.

Technical Details
NWS / Iowa Mesonet WMS tile service. 5-minute refresh cycle.
Street Traffic Free

Real-time traffic flow visualization with color-coded congestion levels. At street level, individual vehicles detected from OpenStreetMap data appear with traffic particle animations showing flow direction.

Technical Details
TomTom traffic flow tiles (requires VITE_TOMTOM_API_KEY) plus OSM Overpass API for vehicle nodes. On-demand loading.
CCTV Cameras Free

Live traffic camera feeds from 17 sources spanning government DOT agencies and traffic platforms. Supports HLS video streams, auto-refreshing JPEG snapshots, and MJPEG feeds. Covers New York, Los Angeles, Washington DC, Austin, Michigan, Wisconsin, Arizona, Idaho, Utah, Connecticut, Pennsylvania, Georgia, Oregon, Washington State, and more.

Technical Details
15,000+ cameras from 17 sources. 6 direct DOT APIs plus 9 ibi511 platform states (NY, LA, WI, AZ, ID, UT, CT, PA, GA), WSDOT, ODOT. HLS.js for video streaming. Free API keys only.
Camera Watch Grid Free

Watch up to 9 live camera feeds simultaneously in a configurable grid layout (1x1, 2x2, or 3x3). Each feed shows real-time HLS video or auto-refreshing JPEG snapshots with status indicators showing whether the feed is live.

Technical Details
HLS.js streaming. Zustand store for grid state. Resizable grid layout.
Air Quality Free

Ambient air quality monitoring stations worldwide showing PM2.5, PM10, ozone, nitrogen dioxide, sulfur dioxide, and carbon monoxide measurements. Each station is color-coded by Air Quality Index so you can see at a glance where air is healthy (green) or hazardous (purple).

Technical Details
Three sources: OpenAQ (global, 5-min), AirNow (US metros, 60-min), PurpleAir (on-demand bounding box). API keys required for each.
Pollution Facilities Free

EPA Toxics Release Inventory and ECHO enforcement data showing every factory and facility that releases pollutants into the environment. Includes violation history, penalty amounts, and whether the facility is currently in compliance with environmental laws.

Technical Details
EPA TRI/ECHO APIs. R-tree spatial index (RBush) for efficient spatial queries. ~30K facilities indexed. Daily updates.
Water Quality Free

Water quality monitoring stations across US waterways showing contaminant levels, turbidity, dissolved oxygen, and compliance status. See which rivers and streams have clean water and which ones are polluted.

Technical Details
Water Quality Portal (USGS/EPA joint service). 1-hour refresh. GeoJSON output with bounding-box queries.
Buildings Free

Click any building on the map to identify it by address and type. When you zoom in below 2km altitude, 3D building footprints from OpenStreetMap appear as extruded shapes showing the actual outlines of buildings.

Technical Details
OSM Nominatim reverse geocoding for identification. Overpass API for building footprint polygons. On-demand loading at altitude threshold.
Wildfires Free

Active fire detections from NASA satellites. Thermal hotspots are plotted on the globe showing where fires are burning right now, updated every few hours with confidence levels indicating how certain the detection is.

Technical Details
NASA FIRMS (Fire Information for Resource Management System). VIIRS satellite sensor. 5-minute polling. Fire Radiative Power (FRP) values.
Severe Weather Alerts Free

Active National Weather Service warnings, watches, and advisories. Tornado warnings, flash flood alerts, hurricane tracks, and winter storm advisories all appear on the globe in real time.

Technical Details
NOAA NWS Alerts API. 60-second polling. Polygon geometry for warning areas.
Global Disasters (GDACS) Free

Major disasters worldwide — earthquakes, floods, tropical cyclones, volcanic eruptions — from the Global Disaster Alert and Coordination System. These are the big events that affect entire regions.

Technical Details
GDACS JSON feed with RSS fallback. 5-minute refresh. Alert level color coding (green/orange/red).
River Gauges Free

USGS streamflow gauges across the US showing water level, discharge rate, and whether a river is at normal, action, or flood stage. Essential for monitoring flood risk in real time.

Technical Details
USGS National Water Information System (NWIS). 2-minute refresh. Instantaneous values.
Regulatory Violations Free

EPA environmental enforcement actions and OSHA workplace safety violations. See which companies are breaking environmental and worker safety laws, how much they were fined, and whether they are currently in compliance.

Technical Details
EPA ECHO enforcement API + OSHA enforcement data. Daily updates. Penalty amounts and violation types.
Government Contracts Free

Federal contract awards from USASpending.gov. See who is getting government money, how much, from which agency, and where the work is being performed. Essential for tracking public spending.

Technical Details
USASpending.gov API. Daily updates. Recipient name, award amount, awarding agency, geographic coordinates.
Campaign Finance Free

Federal Election Commission campaign contribution data. See who is donating to which political campaigns, how much they gave, and where the money is going. Covers individual donors and PACs.

Technical Details
FEC API. Daily updates. Donor name, employer, amount, recipient committee, and geography.
Lobbying Disclosures (Senate LDA) Free

Official U.S. Senate Lobbying Disclosure Act filings — over 108,000 lobbying filings showing who is trying to influence government policy, which companies and organizations are paying them, and on what issues. Search by registrant, client, issue area, and year.

Technical Details
lda.senate.gov API. Free API key. 120 requests/minute. LD-1/LD-2 filings and LD-203 contribution reports. Replaces discontinued OpenSecrets data.
Congressional Stock Trades Free

Stock trades disclosed by members of Congress under the STOCK Act. See which stocks lawmakers are buying and selling, when they made the trade versus when they disclosed it, the ticker symbols, and estimated dollar amounts.

Technical Details
Senate/House Electronic Financial Disclosure System via S3. 1-hour cache. Trade date vs. disclosure date analysis.
Offshore Entities (ICIJ) Free

Shell companies, intermediaries, and officers from the Panama Papers, Paradise Papers, and Pandora Papers leaked by the International Consortium of Investigative Journalists. Search for any person or company to see their offshore connections.

Technical Details
ICIJ Offshore Leaks Database API. On-demand queries. Entity, intermediary, and officer node types.
Nuclear Facilities Free

Every NRC-regulated nuclear power plant and research reactor in the United States. Shows operating status, license expiration dates, and exact geographic coordinates.

Technical Details
NRC TSV dataset. Static data with geographic coordinates. Operating status and license data.
Arms Transfers (SIPRI) Free

International weapons flows between countries from the Stockholm International Peace Research Institute. See which countries are selling weapons to whom — supplier, recipient, weapon type, and delivery year.

Technical Details
SIPRI Arms Transfers Database. Static dataset. Country-to-country weapon system transfers.
FBI Crime Data Free

Crime statistics by state from the FBI Uniform Crime Report and NIBRS data. See violent crime rates, property crime rates, and specific offense types across the United States.

Technical Details
FBI UCR/NIBRS API. On-demand queries. State-level crime rate breakdowns.
Sentinel-2 Satellite Imagery Free

Copernicus Sentinel-2 multispectral satellite imagery for land cover analysis, vegetation health monitoring, and detecting changes over time. See the actual surface of the Earth from space.

Technical Details
Copernicus WMS tile service. True color and false color composites.
Night Lights (NASA VIIRS) Free

NASA imagery showing artificial light emissions from space at night. Useful for tracking urbanization, detecting power outages, monitoring conflict zones, and seeing the actual footprint of human civilization after dark.

Technical Details
NASA GIBS VIIRS Day/Night Band WMS. Global coverage.
Deforestation Alerts Free

Near-real-time deforestation alerts from Global Forest Watch showing where trees are being cut down worldwide. Includes confidence levels and annual tree cover loss statistics.

Technical Details
Global Forest Watch GLAD Alerts API. Free access. Confidence-rated alerts.
GPS Jamming Zones Free

Two detection modes. "Curated" mode shows known GPS jamming hotspots around the world. "ADS-B Confidence" mode analyzes real-time navigation integrity values from commercial aircraft to crowdsource detection of electronic warfare activity — when multiple aircraft in an area report degraded GPS, it appears on the map.

Technical Details
GPSJam.org (curated mode) + ADS-B NIC/NACp navigation integrity aggregation (real-time mode). Toggleable between modes in layer settings.
No-Fly Zones (NOTAMs) Free

Temporary Flight Restrictions from the FAA shown as translucent red circles on the globe. Time-aware — only shows restrictions that are currently active based on the timeline position. Auto-refreshes every 15 minutes.

Technical Details
FAA NOTAM + ADDS API. 15-minute refresh. Time-aware filtering based on effective/expiration dates.
Traffic Absence Alerts Free

"The hole in the map IS the signal." Detects when expected traffic disappears from an area by comparing current counts against historical baselines. When aircraft or vessels suddenly vanish from a region, it highlights the gap as a red zone — this often precedes military operations, airspace closures, or GPS jamming.

Technical Details
AbsenceDetector service. Rolling baseline comparison. 30% drop threshold triggers alert. Grid-zone visualization.
Country Instability (FSI) Free

Fragile States Index scores for approximately 180 countries. Measures political, economic, social, and cohesion fragility on a 0-120 scale. Higher scores indicate greater instability and risk of state failure.

Technical Details
Fund for Peace Fragile States Index. Static dataset. Country-level scoring across 12 indicators.
Economic Centers Free

World economic data mapped to country capitals — GDP, population, and GDP per capita from the World Bank. See the economic weight of every country at a glance.

Technical Details
World Bank API. 24-hour cache. GDP, population, and per-capita metrics.
Critical Minerals Free

Global critical mineral deposits and mines: lithium, cobalt, rare earths, copper, nickel, tungsten, graphite, manganese, platinum, and uranium. See where the minerals that power modern technology come from.

Technical Details
USGS Mineral Resources Data System (MRDS). Curated subset. Static dataset with geographic coordinates.
Cyber Threats (CISA KEV) Free

CISA Known Exploited Vulnerabilities catalog mapped to the headquarters of affected software vendors. Shows which companies have active, exploited security vulnerabilities in their products.

Technical Details
CISA KEV catalog. 1-hour cache. CVE details mapped to vendor HQ coordinates.
Internet Outages Free

Real-time internet connectivity disruptions worldwide. Detects when countries or regions lose internet connectivity — useful for monitoring censorship, infrastructure failures, and conflict-related shutdowns.

Technical Details
IODA (Internet Outage Detection and Analysis) from Georgia Tech. BGP monitoring, active probing, and darknet analysis. 5-minute refresh.
Climate Anomalies Free

Temperature, precipitation, drought, sea ice, sea level, and permafrost anomalies worldwide. Each anomaly is rated by severity so you can see where the climate is deviating most from historical norms.

Technical Details
NOAA Climate Prediction Center. Curated dataset. Severity ratings across 6 categories.
Armed Conflicts (ACLED) Free

Geolocated armed conflict events worldwide: battles, violence against civilians, and explosions/remote violence. Each event includes actors involved, fatality counts, and descriptions. Updated in near-real-time.

Technical Details
ACLED (Armed Conflict Location and Event Data) API. 10-minute polling. Requires ACLED API key.
Protests & Riots (ACLED) Free

Geolocated protest and riot events worldwide. See where people are taking to the streets, what they are protesting about, who the actors are, and how events are unfolding.

Technical Details
ACLED API. 10-minute polling. Event type, actors, and narrative descriptions. Requires API key.
Undersea Cables Free

Global submarine fiber optic cable routes and landing points. These cables carry 99% of the world's intercontinental internet traffic. See the physical backbone of the global internet rendered as polylines on the globe.

Technical Details
TeleGeography submarine cable data. 24-hour cache. Polyline rendering with landing point markers.
Oil & Gas Pipelines Free

Major oil and gas pipeline routes worldwide. See the type (oil/gas), operational status, operator, and which countries each pipeline passes through.

Technical Details
Global Energy Monitor. Curated pipeline dataset. Static with route geometries.
AI Data Centers Free

Major hyperscale and AI-capable data centers worldwide — Google, AWS, Azure, Meta, Oracle, xAI, and major colocation facilities. See where the physical infrastructure powering artificial intelligence is located.

Technical Details
Curated dataset. Static with geographic coordinates and operator details.
Military Bases Free

Major military installations worldwide including air bases, naval bases, army bases, and joint facilities. Shows branch of service, country, and operational status.

Technical Details
OpenStreetMap + curated dataset. Static. Worldwide coverage.
News Aggregation Free

Real-time news monitoring from GDELT covering 100+ countries in 65+ languages, plus RSS feeds from 20+ outlets including Reuters, BBC, NPR, ProPublica, Bellingcat, OCCRP, ACLU, EFF, Amnesty International, and Human Rights Watch.

Technical Details
GDELT GKG API + RSS aggregation. Free tier for basic access; Pro for cross-referencing against all data sources.
Social Listening Pro

Monitor Reddit, Bluesky, and Mastodon for OSINT-relevant discussions. Track mentions of specific entities across platforms with geolocation mapping and engagement metrics. Useful for detecting emerging events before they hit mainstream news.

Technical Details
Reddit API, Bluesky AT Protocol, Mastodon ActivityPub. Entity tracking with fuzzy matching. Engagement metrics.
Federal Register Free

Monitor new regulations, executive orders, and agency rules from the Federal Register. Search by agency or keyword to track regulatory changes that affect your areas of interest.

Technical Details
Federal Register API. Agency and keyword search with automatic scheduling.

Intelligence & Analysis 60+ features

Cross-source correlation, anomaly detection, pattern recognition, AI-powered analysis, evidence integrity, and geolocation verification.

Entity Dossier Pro

Aggregate everything known about a person or company across all 90+ data sources into a single intelligence dossier. Cross-references corporate records, sanctions, offshore connections, regulatory violations, government contracts, political contributions, congressional trades, SEC filings, media coverage, and social mentions. Includes name matching that accounts for spelling variations and a composite risk score.

Technical Details
9-source fan-out with Jaro-Winkler fuzzy matching (0.85 threshold). Media tab integration. 1-hour cache. Composite risk scoring.
Temporal Correlation Engine Pro

Detects suspicious timing patterns between events. For example: when a member of Congress trades a stock right before an SEC filing about that company, or when a campaign donor receives a government contract shortly after making a contribution. Uses statistical analysis to distinguish genuinely suspicious timing from coincidence.

Technical Details
3 detection modes: insider timing, pay-to-play, regulatory front-running. Hourly analysis cycle. Poisson p-value scoring for statistical significance.
Influence Network Pro

Maps money and power flows between people, organizations, and government entities as an interactive network graph. See who donated to whom, who lobbied for what, who received contracts, who owns offshore companies. Identifies the most influential nodes in the network and can trace the shortest connection path between any two entities.

Technical Details
Directed graph with 8 edge types: DONATED_TO, LOBBIED_FOR, RECEIVED_CONTRACT, OFFICER_OF, OFFSHORE_LINK, SANCTIONED, TRADED_STOCK_OF, VIOLATED_AT. PageRank scoring. BFS shortest-path finder.
Accountability Scoring Pro

Composite risk scores for any entity on a 0-100 scale. Combines four dimensions: regulatory risk (violations, penalties, environmental justice proximity), financial transparency (SEC filings, offshore links, sanctions), political influence (lobbying, contributions, trade volume), and conflict of interest (donor-contractor overlap, lobbyist-regulator overlap).

Technical Details
4 risk dimensions weighted 30/25/25/20. Evidence-backed scoring. All contributing factors auditable.
Anomaly Detection Engine (9 Types) Pro

Automatically detects 9 types of anomalies: aircraft exceeding speed limits, sudden altitude changes, clusters of entities from different data sources converging on one location, signal loss (entities going dark), vessels exceeding speed limits, air quality spikes, military aircraft surges, intense wildfire hotspots, and entities appearing in unusual locations. Uses statistical analysis and machine learning to separate real anomalies from noise.

Technical Details
Welford's online Z-score + Isolation Forest ensemble. 9 anomaly types with configurable thresholds. Real-time WebSocket push. IQR + seasonal deviation + rate-of-change spike detection complement the ensemble.
Behavioral Pattern Detection (6 Patterns) Pro

Six behavioral patterns detected across entities: rendezvous (multiple entities from different sources converging), dark transit (vessels turning off tracking then reappearing somewhere else), loitering near sensitive locations, repeated visits to the same area over time, two entities traveling together, and sudden changes in direction.

Technical Details
6 pattern types: rendezvous, AIS dark transit, loitering, temporal recurrence, co-travel detection, route deviation (>45 degree heading change from circular mean).
49 Correlation Rules + Chain Correlations Pro

Automated cross-domain alert rules that detect meaningful connections between different data layers. Examples: wildfire spreading toward a pipeline, earthquake near a data center, vessel loitering near an undersea cable, GPS jamming affecting aircraft, protests near gunshot detections, deforestation near mineral deposits, offshore entities linked to lobbying activity. Plus 3 multi-step chains: Pollution-to-Health, Regulatory Capture, and Disaster Cascade.

Technical Details
49 rules + 3 chain correlations + 11 equity rules. R-tree spatial evaluation. WebSocket push notifications. 24-hour automated cycle.
Gap Detection Free

Monitors reporting patterns of tracked entities and flags when something goes unexpectedly silent. If an aircraft, vessel, or ground station suddenly stops transmitting, the system generates an alert showing the pattern of silence across data sources.

Technical Details
Rolling frequency tracking. Source-aware gap detection. Anomaly constellation visualization.
Route Reconstruction Free

Reconstructs the historical path of any tracked entity from discrete position reports. Displays the route as a trail on the globe with automatic detection of stops (where the entity paused) and heading-based path interpolation between reports.

Technical Details
Trail rendering with heading-based interpolation. Stop detection via speed drops and position clustering.
AI Spatial Queries Pro

Ask questions in plain English like "show military aircraft near DC in the last hour" and the system translates your query into a structured spatial-temporal search. Supports filtering by entity type, radius, bounding box, and time window.

Technical Details
NLQ (natural language query) to structured query translation. Claude Haiku for cost-efficient structured output extraction.
Satellite Pass Lookup Free

Enter any location and date/time to find which satellites were overhead at that exact moment. Answers the question: "Was a reconnaissance satellite over this location at 2:00 AM?" Shows satellite name, NORAD ID, altitude, distance, and type (military, communications, weather, etc.).

Technical Details
SGP4 back-propagation on cached TLE data from CelesTrak. 8,000+ TLEs. Configurable search radius.
Record Everything (Burst Mode) Free

A panic button that cranks all data polling to maximum speed — flights and military every 10 seconds, earthquakes and weather every 30 seconds — and records everything to the database. Shows your current view and confirms the monitoring area before starting. All captured data is available for timeline replay later.

Technical Details
Dynamic interval override. 5-second position recording throttle (down from 60s). Viewport-scoped capture. PostgreSQL persistence.
Filtered Recording Free

Selective burst recording — choose which specific data sources to record at maximum speed. Same viewport confirmation as Record Everything, but only captures the feeds you select (for example, flights + military + GPS jamming during a crisis).

Technical Details
Per-source burst toggle. Source picker UI. Viewport-scoped. Shares burst infrastructure with Record Everything.
4D Timeline Replay Free

All position-based layers buffer 20-30 minutes of historical data. Drag the timeline slider to replay entity movements minute-by-minute on the 3D globe. Satellites use orbital mechanics for any historical time. Burst recording extends the replay window with server-stored positions.

Technical Details
historyStore ring buffers. SGP4 time-travel for satellites. viewStore.currentTime drives all temporal layers.
Voice Commands Free

Always-visible voice command panel. Say "Fly to Los Angeles," "show military," "switch to night vision," or ask any question for an AI-powered answer. Uses your browser's built-in speech recognition (Chrome and Edge). A collapsible hint card shows available commands.

Technical Details
Web Speech API (Chrome/Edge). Layer toggle commands, geocoding, shader switching, AI fallback for complex queries.
NLP Entity Extraction Pro

Automatically extracts people, organizations, places, dates, and monetary amounts from unstructured text. Enriches news articles and social media posts for better cross-referencing across data sources. Works with a lightweight local library or an optional local AI model for higher accuracy.

Technical Details
compromise.js for fast extraction + optional Ollama local LLM for higher quality. 6 entity types. Auto-enriches GDELT/RSS/social media pipeline.
Document Intelligence Pro

Upload PDFs, text documents, court filings, and memos for automated analysis. The system extracts entities, maps relationships between them, and detects events mentioned in the text. Combines pattern matching with AI analysis for comprehensive results.

Technical Details
PDF/text upload. Hybrid regex + AI extraction pipeline. Entity, relationship, and event detection.
AI-Powered Analysis (6 Types) Pro

Claude-powered analysis capabilities: contradiction detection (comparing official statements vs. documented facts), hypothesis generation, narrative pattern analysis, credibility assessment, evidence triage (classifying urgency and relevance), and translation with entity extraction. Uses cost-efficient AI models for simple tasks and more capable models for complex reasoning.

Technical Details
Tiered model routing: Claude Haiku for extraction/classification, Sonnet for reasoning/reports. Prompt caching for cost reduction. Client-side command parser intercepts simple commands at zero API cost.
Report Generation (6 Templates) Pro

Generate comprehensive reports in HTML, Markdown, and printable formats. Six templates: Entity Profile, Incident Timeline, Accountability Audit, Influence Map, Investigation Summary, and Document Analysis. Each report is publication-ready.

Technical Details
HTML/Markdown/Print output. 6 report templates. Structured data injection with formatting.
Evidence Integrity Pipeline Pro

Every piece of evidence is cryptographically signed to prevent tampering. Each item gets a unique fingerprint (hash), a server signature proving it was not altered, and an optional trusted timestamp proving when it was captured. Verification checks the math to confirm the evidence has not been changed.

Technical Details
SHA-256 hashing. HMAC-SHA256 with server-side key. RFC 3161 timestamping via FreeTSA with DER-encoded TSP token crypto verification. Chronolocation results exportable to evidence.
Geolocation Verification Pro

Verify where a photo or video was actually taken using three methods: landmark matching (comparing reference points in the image to known landmarks), shadow analysis (calculating when a shadow could have been cast based on sun position), and building footprint comparison. Results can be saved directly to the evidence archive.

Technical Details
DLT homography with 4+ reference points for geometric consistency (0-100%). Shadow/chronolocation sun position sweep. Overpass API building footprints. Nominatim reverse geocoding. Sun angle globe overlay. Evidence export.
Pattern Analysis Engine Pro

Finds geographic clusters of incidents, detects whether incident rates are escalating over time, tests whether attacks disproportionately occur near protected sites (hospitals, schools, places of worship), and links military unit positions to nearby incident locations.

Technical Details
DBSCAN spatial clustering (eps=5km, minPoints=2). Linear regression on weekly counts with p-value screening. Chi-squared analysis for IHL protected site proximity. Command linkage within 50km/72h windows. Overpass API for protected sites.
Entity Watchlist Pro

Set up alerts for specific entities — people, vessels, aircraft, or patterns — and get notified the moment they appear in any data source. Supports exact names, vessel IMO numbers, aircraft tail numbers, radio hex codes, and even regex patterns. Fuzzy matching catches spelling variations.

Technical Details
5 pattern types. Jaro-Winkler (>= 0.85) + Soundex phonetic matching + exact match. WebSocket push alerts. Change detection flags >10km movement.
Source Integrity Engine Free

Real-time plausibility checks on all incoming data. Detects AIS spoofing (ships moving impossibly fast), fake flight data (aircraft climbing faster than physics allows), duplicate entities, and disagreements between data sources. Monitors the health of every data source with error rates, latency, and degradation detection.

Technical Details
AIS spoofing detection (>50 knot implied speed). ADS-B physics validation (>10,000 ft/min climb, >700 knot ground speed). Per-source health monitoring with 2-sigma degradation detection. FIFO 1000 alert buffer. Globe layer with pulsing markers.
Network Resilience & Cascade Simulation Pro

Analyze how resilient infrastructure networks are to disruption. Pick a network (submarine cables, pipelines, flight routes, supply chains) and see which nodes are most critical. Simulate what happens when key nodes fail — watch the cascade of failures propagate through the network in stages.

Technical Details
BFS centrality (betweenness, degree, eigenvector). Power iteration. Cascade simulation with 1.5x capacity threshold overload modeling. Globe layer renders topology with vulnerability-colored nodes and redundancy-colored edges.
Coverage & Confidence Analysis Free

See where your data coverage is strong and where the blind spots are. The globe is divided into hexagonal zones, each scored by how many different data sources are reporting from that area. Red zones have poor coverage; green zones have good multi-source verification.

Technical Details
H3 hexagonal spatial index across 11 OSINT sources. Composite scoring: 70% source diversity + 30% data volume. Bayesian-inspired confidence with temporal and spatial density adjustments.
Media Cross-Referencing Pro

Automatically checks news articles and social media posts against all 90+ data sources. When a tracked entity appears in media coverage, the system flags it. Detects surges in media attention and correlates coverage spikes with other events.

Technical Details
90-source cross-reference. Entity dictionary with fuzzy matching. Coverage spike detection with statistical baselines.
Sentiment Analysis Pro

Track media tone and sentiment over time for any entity. See whether coverage is becoming more positive or negative, detect sudden shifts in public perception, and identify coverage spikes with statistical baselines.

Technical Details
GDELT tone scores. Keyword analysis. Trend detection with rolling statistical baselines.
Water Flow Prediction Pro

Predicts where contamination will travel downstream from a spill point. Uses the actual stream network and real-time river flow data to estimate when pollution will reach each downstream community.

Technical Details
EPA WATERS Navigation for stream network tracing. USGS NWIS for real-time flow velocity. Estimated arrival hours per reach segment. Cached results.
Incident Mapping Pro

Log incidents (airstrikes, shelling, civilian harm, and 6 other types) with precise geographic markers via Crisis Mode. Each incident is stored permanently with severity rating, stage tracking, and pattern flags. View all incidents in the Investigation Panel.

Technical Details
9 incident types. Geo markers via CesiumJS click. REST CRUD API. Severity-colored cards. Stage progress bars. Pattern flag badges.
Berkeley Protocol Workflow Pro

A six-stage checklist based on the Berkeley Protocol for digital open source investigations: Discovery, Collection, Preservation, Verification, Analysis, and Reporting. Each stage has 3 items. Completion score tracks your progress (0-100%). Stages are advisory — they never block your work.

Technical Details
6 stages x 3 items = 18 checklist items. Completion flags persist to server. Verification score 0-100%. Advisory gates that never block.
Legal Export Service Pro

Generate court-ready evidence packages formatted for specific jurisdictions: International Criminal Court (Rome Statute), European Court of Human Rights (Rule 47), US Federal Courts (FRE 901/902), or generic export. Includes chain-of-custody appendix, hash verification table, and audit trail.

Technical Details
ICC, ECHR, US Federal, and generic export formats. Chain of custody appendix. SHA-256 verification table. Redaction support.
Due Diligence Panel Free

Unified screening panel with three tabs: Adverse Media (searches news archives for negative coverage with risk scoring), Sanctions Screening (checks 100+ global watchlists for matches), and Identity Resolution (cross-references FEC, SEC, OpenCorporates, Senate LDA, ICIJ, and ProPublica records).

Technical Details
GDELT news archive. OpenSanctions (100+ watchlists, fuzzy matching). 6-source identity fan-out. Tabbed UI.
Predictive Threat Hotspot Modeling Free

Analyzes historical data — earthquakes, armed conflicts, protests, anomaly clusters — to predict where incidents are likely to occur next. Generates scored predictions with contributing factors, timeframe estimates, and confidence levels. Off by default.

Technical Details
Seismic aftershock modeling. Conflict recurrence analysis. Anomaly convergence detection. Save predictions to AI outputs.
Entity Intent Prediction Free

Predicts what a moving entity (aircraft, vessel, vehicle) will do next based on its position history and behavioral patterns. Classifies behavior as routine, transit, loitering, evasive, or surveillance. Shows predicted actions with probability bars and reasoning. Requires manual activation per entity.

Technical Details
5 behavioral profiles. Speed, heading variance, and pattern analysis. Probability scoring. Save to AI outputs.
Provenance Tracking Pro

Every analysis result records its provenance — which data sources it came from, what methods were used, and how confident the result is. You can trace any conclusion back through the complete chain of reasoning to the raw data.

Technical Details
DAG (directed acyclic graph) of provenance nodes. SHA-256 content hashing. BFS chain traversal. Reproducibility validation.
URL Archiving Pro

Archive any web page as evidence. The system fetches the full HTML, extracts metadata (title, author, publication date), and stores the complete page with tamper-proof hashing. Duplicate pages are automatically detected.

Technical Details
HTML fetch. Open Graph metadata extraction. Content-addressable storage with deduplication.
Social Post Capture Pro

Capture and preserve social media posts from Twitter, YouTube, Reddit, Bluesky, Telegram, and Facebook. Stores the embedded content, author information, post ID, and platform metadata as evidence.

Technical Details
oEmbed API integration. 6 platforms. Embed HTML preservation.
Bulk Evidence Upload Pro

Upload up to 20 files at once. Photos have their camera information and GPS coordinates automatically extracted. All files receive the full evidence integrity treatment — hashing, signing, and timestamping.

Technical Details
EXIF extraction (camera make/model, GPS with reverse geocoding). 20-file batch. Full integrity pipeline per file.
SecureDrop / GlobaLeaks Integration Pro

Receive evidence packages from anonymous whistleblowing platforms (SecureDrop or GlobaLeaks) via a secure webhook. Automatically creates evidence records with cryptographic integrity checks.

Technical Details
HMAC-SHA256 authenticated webhook. Auto-creates evidence records with SHA-256 hashing, HMAC signing, and RFC 3161 timestamping.
Pseudonymous Source Management Pro

Track sources by pseudonyms — never real names. Contact notes are encrypted so that even if the database is accessed, source identities remain protected. Includes credibility scoring and submission tracking.

Technical Details
AES-256-GCM encryption at rest. Decryption is audit-logged for chain of custody. Credibility tracking per source.
Client-Side Metadata Stripping Pro

Removes camera information and location data from photos in your browser before they leave your computer. Protects source identity even if the server is compromised. Toggle between stripped mode (source protection) and preserved mode (verification).

Technical Details
Web Worker processing. JPEG EXIF stripping. PNG chunk removal. Client-side only — data never leaves the browser.
Translation Panel Pro

Translate text between 30+ languages with entity extraction. The system identifies people, organizations, places, dates, and monetary amounts in the translated text. Translation history is stored for reference. Essential for foreign-language evidence.

Technical Details
Claude Haiku. 30+ languages. Entity extraction mode. Last 10 translations stored in session.
Dynamic Ontology Editor Free

Define your own entity types (with custom names, colors, icons, and properties) and relationship types. Create the data model that fits your investigation. Import and export definitions as JSON for team sharing.

Technical Details
Custom entity types with typed properties (text, number, date, boolean, enum). Custom bidirectional/directional relationship types. JSON import/export. localStorage persistence.

Accountability & Oversight 20+ features

Follow the money, track the power, surface the conflicts of interest. Cross-references political contributions, government contracts, lobbying, offshore entities, regulatory actions, and health outcomes.

Congressional Trade Analysis Pro

Per-representative scorecards showing how long they wait to disclose trades, which stocks they concentrate in, their buy/sell ratio, and an overall suspicion score (0-100). Flags trades that precede regulatory events and committee-relevant sector concentration.

Technical Details
Heuristic scoring based on disclosure delay, ticker concentration, purchase/sale ratio. Committee sector awareness.
Donation-Contract Tracking Pro

Cross-references campaign contributions with government contract awards. Flags cases where a donor (or their employer) receives a federal contract within 180 days of making a political contribution. The pay-to-play detector.

Technical Details
FEC + USASpending cross-reference. Fuzzy name matching. 180-day temporal window.
Offshore Shell Detection Pro

Matches entities from the Panama Papers, Paradise Papers, and Pandora Papers against domestic corporate records and EPA facility operators. Surfaces potential shell company ownership of polluting facilities or government contract recipients.

Technical Details
ICIJ Offshore Leaks cross-referenced with EPA facility operators and USASpending contract recipients.
Regulatory-Contract Overlap Pro

Identifies companies that are actively violating environmental or worker safety laws while simultaneously receiving taxpayer-funded government contracts. An accountability flag for procurement oversight.

Technical Details
Spatial + entity name matching between EPA ECHO/OSHA violations and USASpending awards.
Lobbying-Contract Correlation Pro

Correlates lobbying expenditures with subsequent government contract awards to the same or related entities. Maps the influence pipeline from lobbying registration to contract receipt. Temporal analysis detects suspicious timing.

Technical Details
180-day temporal window. 100km radius spatial matching. Senate LDA + USASpending cross-reference.
Contextual Briefing Pro

AI-generated intelligence briefings for any location on the globe. Click anywhere and get a coherent narrative summary synthesizing nearby entities, environmental conditions, recent events, accountability flags, and relevant data from all active layers.

Technical Details
Claude API. Location-contextual data aggregation. Multi-source synthesis.
Health Outcome Overlay Free

County-level mortality data for cancer, respiratory disease, cardiovascular disease, and kidney disease from the CDC, combined with Social Vulnerability Index data. Color-coded by age-adjusted death rate relative to the national average. See which communities bear the heaviest health burden.

Technical Details
CDC WONDER mortality data + CDC Social Vulnerability Index. No API key required. County FIPS-level mapping.
Permit vs Reality Free

Cross-references what facilities are permitted to discharge versus what they actually release. Scores facilities by how far they exceed their limits, how long they have been out of compliance, and their Significant Non-Compliance flags. Surfaces the worst offenders.

Technical Details
EPA TRI (actual releases) vs EPA ECHO (permitted limits). Composite scoring by exceedance magnitude, duration, and SNC flags. R-tree spatial index.
Causal Chain Visualization Free

Traces pollution from source to impact as a visual chain: facility permits lead to actual releases, which are carried by wind and water to downstream communities (weighted by environmental justice vulnerability), which suffer health outcomes tracked by the CDC. Each link shows a confidence score.

Technical Details
Multi-source cross-reference: EPA ECHO permits, TRI releases, EJScreen demographics, CDC WONDER health data. ConfidenceScorer for each chain link.
Causal Inference Engine Pro

Move beyond correlation to establish causation. Four rigorous statistical methods: Granger causality (does A predict B over time?), Difference-in-Differences (what was the impact of an event?), Regression Discontinuity (what happens at a threshold?), and Synthetic Control (what would have happened without the intervention?). All computed from scratch with no external libraries.

Technical Details
Granger causality (F-test). Difference-in-Differences. Regression Discontinuity Design. Synthetic Control (DTW + OLS). All statistics computed from scratch.
Regulatory Delta Tracker Pro

Monitors proposed and final rules from the federal regulatory system. Classifies each rule as weakened, strengthened, or procedural. Cross-references with lobbying data to detect regulatory capture patterns — when industry lobbying leads to weaker regulations.

Technical Details
regulations.gov v4 API. Keyword heuristic classification. Lobbying cross-reference for capture detection. Agency breakdown and trend analysis.
FOIA Request Tracker Pro

Tracks Freedom of Information Act requests via MuckRock. Detects overdue requests (30-day threshold), normalizes statuses across agencies, and scores each agency's compliance (0-100) based on how often they miss deadlines and how long they take to respond.

Technical Details
MuckRock API. 30-day overdue threshold. Compliance scoring 0-100. Agency comparison dashboard.
Ownership Graph Pro

Traces corporate ownership chains up to 4 levels deep. Uses SEC filings, OpenCorporates, and ICIJ Offshore Leaks to find who really owns a company. Detects shell companies by scoring jurisdiction risk, generic name patterns, and nominee directors. Overall opacity score measures how hidden the ownership structure is.

Technical Details
BFS traversal depth 4. SEC Exhibit 21 + ICIJ Offshore Leaks + OpenCorporates. Shell company detection via jurisdiction risk scoring. Opacity score 0-100.
Ownership Trace on Globe Free

Click "Ownership" on any facility to see polyline arcs on the globe connecting all facilities owned by the same parent company. Subsidiaries, officers, and beneficial owners shown as color-coded arcs. Shell companies and offshore entities highlighted in red with dashed lines.

Technical Details
CesiumJS polyline arcs. SEC + ICIJ data. Color-coded relationship types. Shell entities in red dashed lines.
Counterfactual Analysis Pro

Compares actual environmental readings against EPA/NAAQS standards to show the "counterfactual gap" — how much worse the air or water is compared to what the law says it should be. Identifies which nearby facilities are most responsible using distance-weighted scoring.

Technical Details
NAAQS + EPA ECHO standards. PM2.5, ozone, NO2, SO2, lead, arsenic, PFOS/PFOA analysis. Inverse distance weighting for facility attribution.
Temporal Regression Pro

On-demand historical trend analysis. Fits a line to historical data to show whether things are getting better or worse, detects inflection points where trends changed, and correlates different metrics against each other. AI-generated narrative summaries explain the findings.

Technical Details
Linear regression with R-squared. Inflection point detection. Pearson cross-metric correlation. AI narrative generation via Claude. TRI releases and OpenAQ time-series.
OpenTimestamps Evidence Pro

Stamps evidence hashes to the Bitcoin blockchain via public OpenTimestamps calendars. Provides mathematically provable proof-of-existence that cannot be backdated — even by the operator of Deep Seer. Proofs automatically upgrade when the Bitcoin block confirms.

Technical Details
OpenTimestamps calendar servers. SHA-256 hash commitment. Bitcoin blockchain anchoring. No API key required.
Investigation Templates Free

Six pre-built investigation workflows: Environmental Contamination, Campaign Finance, Corporate Accountability, Government Contract Fraud, Systemic Inequality, and Police Accountability. Each template has 5 guided steps, recommends specific layers and panels, and includes a data collection checklist.

Technical Details
6 templates with 5 steps each. Recommended layers/panels per step. Data collection checklists. Guided workflow UI.
Court Records Pro

Search federal court records via the CourtListener RECAP archive. Look up parties by name, view docket details, and track case status. Identifies litigation patterns useful for corporate accountability investigations.

Technical Details
CourtListener RECAP API. Party name search. Docket details and case status tracking.

Equity, Advocacy & Research Layers 26 layers

Health equity, economic justice, democratic rights, and police accountability data layers. All layers expose data year and update frequency via the Data Freshness API.

FEMA Shelters / BunkersFree

FEMA National Shelter System showing evacuation shelters across the US with capacity, wheelchair accessibility, and operational status. Know where the nearest shelter is before you need it.

Technical Details
FEMA NSS ArcGIS service. Capacity color-coded markers.
Nuclear Blast RadiusFree

Calculated blast radius overlays for approximately 30 major US nuclear target sites. Three concentric rings show the fireball (1 mile), severe blast damage (5 miles), and moderate damage zone (10 miles).

Technical Details
Client-side calculation. 30 target sites. Three concentric ring overlays.
Superfund SitesFree

EPA SEMS contaminated sites requiring long-term cleanup. Color-coded by NPL (National Priorities List) status: active sites in red, proposed in orange, and cleaned sites in green. These are among the most polluted places in America.

Technical Details
EPA SEMS API. CERCLA/NPL status classification. Color-coded markers.
Hospital DesertsFree

US counties where people must drive more than 30 minutes to reach the nearest emergency room. Highlights the accelerating wave of rural hospital closures, especially in states that did not expand Medicaid.

Technical Details
CMS Provider Data. County-level classification. 30-minute threshold.
Maternal MortalityFree

State-level maternal death rates per 100,000 live births with racial disparity ratios. The US has the worst maternal mortality rate in the developed world — and it varies 4x between states. Black women die at 2-3x the rate of white women.

Technical Details
CDC WONDER mortality data. Black/White disparity ratio calculation. State-level mapping.
Opioid OverdosesFree

State-level drug overdose mortality rates with fentanyl percentage breakdown. Maps the overdose crisis across America — see which states are losing the most people and how much of the epidemic is driven by fentanyl.

Technical Details
CDC WONDER overdose mortality. Fentanyl percentage breakdown. State-level mapping.
Food DesertsFree

USDA Food Access Research Atlas showing census tracts where residents cannot easily buy fresh, affordable groceries. Food deserts strongly correlate with poverty, race, and poor health outcomes.

Technical Details
USDA Economic Research Service. Census tract level. Low-income + low-access classification.
Lead Exposure RiskFree

State-level lead poisoning risk from pre-1978 housing (when lead paint was banned), lead water service lines, and child blood lead levels. Lead causes permanent brain damage in children — there is no safe level of exposure.

Technical Details
EPA lead data + Census ACS housing age data. Composite risk score from housing, water, and blood level indicators.
Education SpendingFree

Per-pupil education spending by state (ranging from $8,500 to $28,000), graduation rates, Title I percentage, teacher shortages, and the funding gap between rich and poor districts within each state.

Technical Details
National Center for Education Statistics (NCES) / Dept of Education. Intra-state funding gap analysis.
Wealth Inequality (Gini)Free

Census Gini coefficient by state — an income inequality index from 0 (perfect equality) to 1 (one person has everything). Includes median income and poverty rate context. Washington DC and New York lead the nation in inequality.

Technical Details
Census ACS 5-year estimates. Gini coefficient + median income + poverty rate. State-level mapping.
Min Wage vs Living WageFree

The gap between what workers are legally required to be paid (state minimum wage) and what they actually need to survive (MIT Living Wage calculation for a single adult). Many states have $7-10/hour shortfalls.

Technical Details
Department of Labor minimum wage data + MIT Living Wage Calculator. State-level gap computation.
Wage TheftFree

Department of Labor Wage and Hour Division enforcement data: how much stolen wages were recovered and how many employees were affected. The actual amount of wage theft is estimated to be 3-10x what enforcement catches.

Technical Details
DOL WHD (Wage and Hour Division) enforcement records. State-level aggregation.
OSHA ViolationsFree

Workplace safety enforcement data: serious and fatal violations, penalty amounts, inspection counts, and workplace deaths by state. See where workers are most at risk on the job.

Technical Details
OSHA enforcement data. Fatality tracking. State-level violation aggregation.
Eviction RatesFree

Princeton Eviction Lab data showing eviction filings, completed evictions, and renter demographics. Southern states lead the nation in eviction rates. Eviction is both a cause and consequence of poverty.

Technical Details
Princeton Eviction Lab. Per 100 renter households. State-level mapping.
Federal Donor / Recipient StatesFree

Which states pay more in federal taxes than they receive back (donor states, shown in blue) versus which states receive more than they pay (recipient states, shown in red). Challenges the "maker vs taker" political narrative with actual IRS and spending data.

Technical Details
IRS Statistics of Income + USASpending. Per capita federal tax balance. State-level mapping.
Asset ForfeitureFree

Institute for Justice grades (A through F) for civil asset forfeiture protections by state. Shows where police can seize cash, cars, and homes without ever convicting — or even charging — the owner with a crime.

Technical Details
Institute for Justice "Policing for Profit" report. State-level grades.
Polling Place DesertsFree

Polling place closures since the Supreme Court gutted the Voting Rights Act in Shelby County v. Holder (2013). Texas alone closed 750+ polling locations. Shows per-capita availability and average wait times.

Technical Details
Voting Information Project data. Post-2013 closure tracking. Per-capita availability metrics.
Gerrymandering ScoreFree

Efficiency gap, compactness scores, number of competitive districts, and redistricting method for each state. Shows which political party benefits from how the electoral map was drawn.

Technical Details
PlanScore / FiveThirtyEight redistricting data. Efficiency gap and compactness metrics. State-level mapping.
News DesertsFree

Local journalism is dying — over 2,900 newspapers have closed since 2005. This layer shows counties with zero local news coverage, where government corruption and corporate malfeasance can go unchecked because nobody is watching.

Technical Details
UNC Hussman School of Journalism research data. County-level mapping.
Incarceration RatesFree

Mass incarceration mapped. Prison and jail populations, racial disparity ratios (often 5-6x), cost per inmate ($30,000-60,000 per year), and percentage of prisoners held in private, for-profit facilities.

Technical Details
Bureau of Justice Statistics / Vera Institute of Justice. Per 100,000 population. State-level mapping.
ICE Detention FacilitiesFree

Every ICE detention facility in the country — many operated by private prison companies CoreCivic and GEO Group. Shows capacity, daily population, average detention length, and reported deaths.

Technical Details
TRAC Syracuse / ICE FOIA data. ~200 facilities. Private operator identification.
Police Use of ForceFree

Police killings per million population, percentage of victims who were unarmed, racial disparity in police violence, and officer accountability rates (rarely above 2%). This is data the federal government refuses to systematically track.

Technical Details
Mapping Police Violence database. State-level aggregation. Racial disparity calculations.
Broadband DesertsFree

Where America lacks internet access. State-level broadband gap data from the FCC — Mississippi has roughly 25% of residents without broadband, while Northeastern states average about 4%. The digital divide mapped.

Technical Details
FCC Broadband Data Collection. State-level digital divide mapping.
Transit DesertsFree

Public transit accessibility scores for 50 US metros on a 0-100 scale. NYC scores 90, while many Sun Belt cities score below 30 — forcing low-income residents into car dependency with few transportation options.

Technical Details
National Transit Database / GTFS data. Transit score 0-100. 50 metro areas.

Visualization & Rendering 25+ features

3D globe engine with custom GLSL shaders, analytical overlays, and street-level detail.

3D Globe EngineFree

A full 3D model of the Earth with Google Photorealistic 3D Tiles providing photogrammetric terrain and building models. Full camera control with fly-to animations, terrain clamping, atmospheric rendering, and day/night lighting.

Technical Details
CesiumJS. Google Photorealistic 3D Tiles. Cesium Ion token. Atmosphere and terrain elevation.
CRT FilterFree

A custom visual filter that makes the globe look like an old CRT monitor — complete with phosphor scanlines, barrel distortion, color bleeding, and screen curvature. Retro surveillance aesthetic.

Technical Details
Custom GLSL fragment shader. Real-time post-processing.
Night Vision FilterFree

True night vision goggles simulation. Terrain is crushed to near-black while entity icons and markers glow bright phosphor green. Steady glow with subtle static grain and tight vignette — no annoying flashing.

Technical Details
Custom GLSL fragment shader. No animation flicker. Real-time post-processing.
FLIR / Thermal FilterFree

False-color thermal imaging simulation. Maps scene brightness to an ironbow palette (black-purple-red-orange-yellow-white), creating the appearance of a forward-looking infrared camera.

Technical Details
Custom GLSL fragment shader. Ironbow color palette mapping.
Matrix (Code Rain) FilterFree

Falling binary code rain with terrain classification — ocean, land, and buildings render as bright neon green code columns. Building footprints from OpenStreetMap accumulate persistent green tiles.

Technical Details
Custom GLSL shader. Overpass API for building classification. Server-side tiling for code column accumulation.
Anime FilterFree

Studio Ghibli-inspired cel-shading with ink outlines. The globe and entities are rendered with limited color palettes and soft gradient banding, creating an illustrated look.

Technical Details
GLSL Sobel edge detection for outlines. Color quantization for cel-shading effect.
Surveillance FilterFree

CCTV-style rendering with desaturated colors, a timestamp overlay, recording indicator, and subtle scan lines. Makes the globe look like a security camera feed.

Technical Details
GLSL composite shader. Desaturation + timestamp overlay + scan lines.
Heatmap Analytical ModeFree

Warm false-color heat visualization for analytical overlays. Terrain is desaturated and data density is remapped through an orange-red gradient. Bright hotspots bloom with warm glow. Designed for pollution, health outcome, and violation density analysis.

Technical Details
GLSL heat ramp shader. Bloom post-processing. API: /analytical/heatmap-density.
Timeline Analytical ModeFree

Cool blue-silver chronographic mode for temporal analysis. A horizontal scan line sweeps the scene. Entity trails show movement ghosting. Pairs with time slider controls for historical scrubbing.

Technical Details
GLSL scan line shader. Synced with temporal store state.
Correlation Analytical ModeFree

Red-amber threat detection overlay. Areas where lobbying, regulatory weakening, health outcomes, and violations overlap glow progressively brighter. The more risk factors converge on one location, the more intense the visual signal.

Technical Details
GLSL threat ramp shader. Driven by AccountabilityCorrelationEngine output. Crosshatch texture on medium-signal areas.
Ownership Analytical ModeFree

Corporate identity visualization. Blue-gray terrain with boosted ownership markers. Facilities are color-coded by their ultimate parent company, revealing which corporation controls what.

Technical Details
GLSL shader + OwnershipGraphService. SEC Exhibit 21 + OpenCorporates + ICIJ data.
Regulatory Analytical ModeFree

Compliance traffic-light system. Green areas are in compliance, yellow are marginal, red are in violation. Sterile government-document aesthetic with red pulses on violation hotspots.

Technical Details
GLSL shader + EPA ECHO compliance status data. Fine horizontal rule lines.
EJ Index Analytical ModeFree

Environmental justice vulnerability gradient from purple to red. Combines EJScreen environmental burden scores with Social Vulnerability Index demographic data. Warm, humanizing palette with pressure-wave edge glow on the most vulnerable communities.

Technical Details
GLSL shader + EJScreen API + CDC Social Vulnerability Index.
Crisis ModePro

Tactical amber shader with desaturation, warm tint, breathing pulse border, crosshair markers, and film grain. Includes a full crisis workspace: HUD status bar, floating action toolbar, incident logging directly on the globe, viewport evidence capture, and Berkeley Protocol verification workflow. Press C to activate.

Technical Details
GLSL post-processing shader. HUD overlay. Incident markers. Berkeley Protocol stepper. Keyboard shortcut: C.
Street Map ViewFree

Swap the 3D photorealistic globe for a flat OpenStreetMap tile layer. The View selector is independent of the Mode (shader) selector, so you can use any analytical mode with either the 3D globe or the flat map.

Technical Details
OSM tile provider swap. View/Mode UI separation.
Entity Icons & MarkersFree

Purpose-designed icons for every entity type. Red military aircraft silhouettes with type labels, blue commercial flight silhouettes with callsigns, CCTV camera thumbnails with FOV cones, individual vehicle dots with speed indicators, and more. All icons orient to heading and scale with zoom.

Technical Details
Canvas-rendered SVG icons. Heading-oriented. Altitude-aware sizing. Billboard + cone geometry for cameras.
Building FootprintsFree

3D building outlines from OpenStreetMap appear when you zoom below 2km. Click any building to identify it by address and type via reverse geocoding.

Technical Details
OSM Overpass API. Extruded polygons. Nominatim reverse geocoding on click.
Tracking Bracket FramesFree

Corner bracket frames drawn around every point entity across 13 data layers. Gives everything the visual aesthetic of a military tracking/targeting system.

Technical Details
Canvas overlay rendering. 13 layer types supported.
Globe OcclusionFree

Entities on the far side of the Earth are hidden at all zoom levels. Prevents visual clutter from things you cannot actually see from your current vantage point.

Technical Details
Ray-sphere intersection test. Per-frame culling of occluded entities.
Influence Radius ModelingFree

Downwind pollution plumes from factories (accounting for actual wind direction), seismic shaking intensity rings from earthquakes, and radial influence zones around any point entity. See the area of effect, not just the point.

Technical Details
Gaussian plume model with wind-awareness. Seismic decay models. Radial zone rendering.

Research Workflow 17 features

Investigation management, entity search, data export, collaboration, and story publishing.

Investigation WorkspacePro

Create named investigations. Pin entities, add annotations, attach evidence (notes, links, news articles, social posts, documents), and auto-generate leads. Each investigation has its own graph view, timeline, and export options (Markdown and JSON).

Technical Details
REST CRUD API. 7 evidence types. Document import. Auto-lead generation. Graph + timeline views.
Investigation GraphPro

Force-directed node graph showing relationships between pinned entities in your investigation. Automatically discovers related entities from the intelligence pipeline. Click any node to drill into its full dossier.

Technical Details
d3-force layout. Canvas rendering. Auto-discovery from intelligence pipeline.
Entity SearchFree

Search across all data sources with type filter chips, color-coded results, keyboard navigation (arrow keys + Enter), result count, and recent search history. Separate "fly to" and "select" actions for each result.

Technical Details
Debounced input. Type filter chips. Recent search history. Keyboard navigation.
Entity ComparisonFree

Select 2-4 entities and view their properties side-by-side in a comparison table. Differences between entities are highlighted in amber for easy identification.

Technical Details
Up to 4 entities. Diff highlighting in amber. Works with any entity type.
Object ExplorerFree

Faceted search and filter panel for browsing ALL entities across all active layers. Filter by entity type, data source, time range, and region. Includes pie charts, bar charts, a 24-hour activity histogram, and a virtual-scrolled result list. Click any entity to fly to it.

Technical Details
Faceted filters. Recharts analytics (pie, bar, histogram). Virtual scroll for performance. 420px panel width.
Saved QueriesFree

Save any structured or natural language query to re-run later. Queries persist to the database when an investigation is active (localStorage fallback otherwise). Paginated results with 20 per page.

Technical Details
PostgreSQL persistence (with localStorage fallback). Pagination (20/page). Re-run capability.
Geofence DrawingFree

Draw circle geofences on the globe with lat/lon center and radius. Filter by entity type (vessel, aircraft, military, satellite). Toggle active/inactive. Get real-time alerts when entities enter or exit the fenced area.

Technical Details
Circle mode with entity type filtering. REST CRUD API. Real-time enter/exit alerting.
Saved ViewsFree

Save the current camera position, active layers, visual filter, and time range as a named view. Restore any saved view with one click to return to exactly where you were.

Technical Details
Camera state + layer state + filter state + temporal state. Named presets.
Measure ToolsFree

Measure distance between two points and area of a polygon directly on the globe. Uses geodesic (great circle) calculations for accurate measurements on a spherical surface.

Technical Details
Geodesic distance and area calculation. Globe-drawn points and polygons.
Story Mode / PublicationPro

Build guided tours of the globe with annotated waypoints. Auto-play flies the camera through each location with 5-second dwell time. Export the completed story as a standalone HTML file that anyone can open.

Technical Details
Waypoint sequencing. 5-second dwell auto-play. Standalone HTML export.
Dashboard ComposerPro

Build custom dashboards with live metric cards. Choose from entity count, vessel traffic, air quality trend, and violation count metrics. Each card shows a sparkline trend chart that auto-updates every 30 seconds. Drag cards to reorder.

Technical Details
4 metric types. 30-second polling. Drag-to-reorder. Sparkline trend charts.
Data ExportPro

Export the current view as a screenshot, entity data as CSV, investigation notes as Markdown, or raw data as JSON. Everything you see can be exported for reporting and publication.

Technical Details
Screenshot (PNG), CSV, Markdown, JSON export formats.
Keyboard ShortcutsFree

Quick keys: / opens search, ? shows help, L toggles layers, Escape deselects, Space plays/pauses timeline, F toggles fullscreen. All shortcuts are disabled when you are typing in a text field.

Technical Details
6 keyboard shortcuts. Input-aware (skips when focused on text fields).
AI Output PersistenceFree

Every AI-generated result (chat responses, briefings, threat predictions, correlations, anomalies, translations, screenings, agent outputs) is automatically saved to a persistent log. Star, tag, annotate, link to investigations, compare side-by-side, and export as JSON.

Technical Details
localStorage. Max 1,000 outputs. 13 output types. Compare mode. JSON export. Accessible from AI LOG button in bottom dock.

Enterprise & Advanced 4 features

Multi-view analysis, temporal comparison, and advanced graph tools.

Network Graph (4 Panels)Free

Four graph visualization tools: spatial entity networks by location, interactive search with depth 1-4 expansion, pinned investigation entity relationships, and lobbying/influence network mapping. All color-coded by node type (person, company, facility, government) with labeled edges.

Technical Details
Canvas + SVG rendering. d3-force layout. 4 specialized panels. Color-coded by node type with edge labels.
Split-Screen ViewerFree

Dual synchronized globe views for temporal comparison. Each pane has its own date/time picker — set one to "now" and the other to "6 months ago" to compare the same area at different points in time. Cameras stay synced so both views show the same location.

Technical Details
Dual CesiumJS viewer instances. Synced camera. Per-pane datetime picker.
Temporal ComparisonFree

Compare entity positions and density between two different time periods. Side-by-side temporal snapshots reveal changes in patterns over days, weeks, or months.

Technical Details
Split-screen time travel. Uses dual viewer infrastructure.
Bookmark DeltaFree

Snapshot all visible entities at any moment, then take another snapshot later. The system shows which entities appeared, disappeared, or changed properties between the two captures — a diff for the physical world.

Technical Details
Snapshot diff engine. Entity-level tracking of additions, removals, and property changes.

Scientific Analysis 13 features

Rigorous causal inference, forecasting, hypothesis testing, bias detection, and reproducible workflows.

Geographically Weighted RegressionPro

Reveals how relationships between variables change across geography. For example, the relationship between air pollution and health outcomes might be strong in one region and weak in another. Includes spatial autocorrelation testing (Moran's I) and local clustering analysis (LISA). Preset analyses for pollution-health, income-air quality, and regulatory compliance.

Technical Details
Weighted OLS. Cross-validated Gaussian kernel bandwidth. Moran's I spatial autocorrelation. LISA local clustering (high-high, low-low, high-low, low-high). Haversine distance. Coefficient surface visualization.
Forecasting (Holt-Winters / ARIMA)Pro

Predicts future values using two established methods: Holt-Winters (which captures trends and seasonal patterns) and ARIMA (which captures autocorrelation). Combines both into an ensemble forecast with widened prediction intervals. Includes threshold breach estimation (when will a value exceed a limit?) and backtesting to measure accuracy.

Technical Details
Holt-Winters triple exponential smoothing with auto-detected seasonality. ARIMA(p,d,0) with ADF stationarity test and PACF order selection. Ensemble averaging. Walk-forward backtesting. Inline SVG forecast chart with 50%/80%/95% prediction bands. No external libraries.
Hypothesis Lab (ACH)Pro

Structured hypothesis testing with falsification criteria and Analysis of Competing Hypotheses (ACH) — a method used by intelligence analysts to evaluate multiple explanations against evidence. The system suggests automated tests and tracks which hypotheses are supported or contradicted.

Technical Details
ACH matrix. Falsification criteria. Evidence boards. Automated test suggestions.
Bias AdvisorPro

Monitors your analysis behavior for cognitive biases: confirmation bias (only looking at supporting evidence), anchoring (over-relying on first data point), availability bias (overweighting recent or vivid events), base rate neglect, and premature closure. Produces an investigation health score.

Technical Details
Pattern detection on analyst actions. 5 bias types. Investigation health scoring.
Reproducible Workflows (15 Presets)Pro

Record, parameterize, and replay analysis workflows so anyone can reproduce your methodology. Fork and modify existing workflows. Export methodology for peer review. Includes 15 built-in presets: Area Recon, Entity Deep Dive, Change Over Time, Threat Proximity, Source Cross-Validation, Illegal Dumping, Dark Vessel, Follow the Money, Protest Escalation, Environmental Justice, Supply Chain Disruption, CCTV Anomaly, Civic Health Audit, Criminal Justice System Audit, and Nuclear Preparedness.

Technical Details
15 presets. Recording + DAG execution. Methodology export for peer review. Fork/modify existing workflows.
AI Chat AssistantFree

JARVIS-style conversational AI. Ask questions in natural language and the AI can control globe layers, fly to locations, search entities, run analyses, and generate briefings. Supports voice input and optional text-to-speech output. Chat history persisted locally. Save any response to an investigation.

Technical Details
Claude API. Web Speech API voice I/O. Layer control, fly-to, search, analysis commands. Save to investigation. Off by default.
Proactive Alert SystemFree

Real-time interrupt alerts when significant events occur. Listens to all alert channels — anomalies, correlations, environmental alerts, watchlist matches, and signal gaps. Audio and visual notifications with severity-coded cards. Save alerts for review and export as JSON. Off by default.

Technical Details
6 WebSocket event types. Audio alerts. Save/export. Persisted preferences.
Automation Panel (Agents + Pipelines)Free

Two tools in one panel. AI Agent Builder lets you chain LLM calls, queries, correlation checks, layer toggles, fly-to commands, and alerts with 7 trigger modes. Pipeline Builder is a visual step-based editor for Data Source, Filter, Transform, Analyze, and Output steps.

Technical Details
Agents: 7 step types + 7 trigger modes. Pipelines: 5 step types + 13 data sources. Tabbed UI.
Autonomous Agent SchedulingFree

Register AI agents to run on automated schedules (every 5 minutes, 15 minutes, 1 hour, or daily). The server executes agent steps on the configured interval. Toggle agents on and off, view status and results via the management API.

Technical Details
4 schedule intervals. Server-side AgentRunner execution. Toggle/status REST API.
CCTV Multi-Feed SurveillanceFree

Monitor multiple camera feeds simultaneously in a 2x2 or 3x3 grid. Auto-scan mode rotates through available cameras every 10 seconds. Motion alert mode fires notifications when motion exceeds a threshold. Save snapshots from any feed.

Technical Details
2x2/3x3 grid. Auto-scan (10s rotation). Motion detection alerts. Snapshot capture. CV analysis pipeline.

UX & Design System 16 features

Hover tooltips, color legends, accessibility, and design consistency.

Click-to-CoordinateFree

Click anywhere on the globe to see precise lat/lon (6 decimal places) in a bottom overlay. Copy as decimal or DMS format. Manually enter coordinates in any format and fly there. Quick-action buttons to get a contextual briefing or query nearby entities.

Technical Details
Click handler on globe. Manual entry supports decimal and DMS with N/S/E/W. Fly-to on manual entry. Contextual briefing and nearby entity query buttons.
Hover TooltipsFree

Mouse over any entity on the globe to see its name and type in a floating tooltip. Works for flights, vessels, satellites, facilities, earthquakes, and more.

Technical Details
MOUSE_MOVE event handlers. 5+ layer types with tooltip support.
Color LegendsFree

A collapsible legend overlay in the bottom-left shows what colors mean for all active layers. Supports both discrete dot legends and gradient bars.

Technical Details
Auto-register from active layers. 13 layer legends. Discrete dots and gradient bars.
Design SystemFree

Centralized visual design tokens for colors, spacing, typography, shadows, transitions, and panel sizes shared across 49 panels. CSS Modules on the top 10 most-used panels. Full ARIA accessibility.

Technical Details
theme.ts centralized tokens with shadow elevation (4 tiers), transition presets (fast/normal/slow/spring), font weights, line-heights. CSS Modules migration on AIChatPanel, EntityInfoPanel, InvestigationPanel, SearchPanel, EnvironmentalDashboard, AccountabilityPanel, DossierPanel, CrisisPanel, CorrelationPanel, AnomalyPanel. ARIA attributes across all panels.
Right-Click Context MenuFree

Right-click any entity or location on the globe for a context menu with 7 actions: select entity, pin to investigation, fly to location, copy coordinates, search nearby, ask AI about it, and save the current view.

Technical Details
ContextMenu component wired to CesiumJS ScreenSpaceEventType.RIGHT_CLICK. Dispatches kokoro:context-menu CustomEvent. Glass morphism styling with shadow.xl. Position auto-adjusted to stay on screen.
Undo / RedoFree

Press Ctrl+Z to undo your last action, Ctrl+Shift+Z to redo. Tracks up to 50 actions including layer toggles. Automatically skips when you're typing in a text field.

Technical Details
undoStore with command pattern (push/undo/redo). 50-action history stack. Layer toggles auto-register undo actions. Input-aware via tagName check.
Dark / Light ModeFree

Toggle between dark mode (default, designed for low-light analysis sessions) and light mode (high-contrast for daytime use). Your preference is remembered across sessions.

Technical Details
themeStore with Zustand persist. data-theme attribute on html element. light-theme.css overrides panel backgrounds, text, borders, scrollbars, inputs, toasts.
Panel Docking GridFree

Dock any panel to the left, right, or bottom of the screen — like VS Code or a professional trading terminal. Docked panels show as tabs with resize handles on the edges. Undock with one click to return to floating.

Technical Details
dockStore with left/right/bottom/floating zones. DockGrid component with tab headers, active tab switching, PointerEvent resize handles. Zone sizes persist to localStorage.
Enterprise Data GridFree

Spreadsheet-style table view of all entities. Sort by any column, filter across all data, toggle column visibility, select rows with checkboxes, and export filtered results as a CSV file. Handles up to 5,000 entities with pagination.

Technical Details
TanStack Table (react-table v8). Sorting, global filter, column visibility, row selection, getPaginationRowModel. CSV export via Blob + URL.createObjectURL. JetBrains Mono for numeric columns. Accessible via Cmd+K.
Layout SavingFree

Save your current panel arrangement as a named layout — which panels are open, where they're positioned, which layers are enabled, and which visual filter is active. Switch between saved layouts instantly.

Technical Details
layoutStore with Zustand persist. SavedLayout stores panel positions (Map serialized to array), enabled layer IDs, active filter. LayoutManager component with save/load/delete UI.
Spring Physics AnimationsFree

Panels and UI elements use spring-based animations for a natural, snappy feel — panels overshoot slightly then settle into place. List items cascade in with staggered timing. All animations respect your system's reduced motion setting.

Technical Details
Framer Motion library with 3 spring configs (snappy stiffness:500, gentle:300, bouncy:400). Motion.tsx with 5 primitives: AnimatedPanel, StaggerList, FadeIn, ScaleOnHover, PressScale. CSS panelSpringIn keyframe with overshoot. stagger-list/stagger-fast classes. prefers-reduced-motion respected.
First-Visit DisclaimerFree

A mandatory responsible use notice shown the first time you visit. Explains that all data is publicly available, prohibits stalking and harassment, notes that face detection runs only in your browser, and requires you to acknowledge before entering the app.

Technical Details
DisclaimerBanner component. Full-screen overlay at z-index 99999. localStorage key deepseer_disclaimer_accepted with ISO timestamp. Links to /terms and /privacy open in new tabs.
AI Output Server SyncFree

All AI-generated content — chat messages, briefings, predictions, analyses — automatically syncs to the server. If you clear your browser or switch devices, your AI history loads from the server on startup.

Technical Details
AIChatHistory and AIOutputStore Prisma models. Debounced auto-sync (5s for chat, 10s for outputs). /api/ai/chat/save and /api/ai/outputs/sync endpoints. Loads from server on Zustand rehydrate if localStorage empty.
AI Usage Quotas & OverageFree

Daily AI token limits protect against runaway costs: Free tier gets 50K tokens/day (hard cap), Pro gets 500K (soft cap with $10/1M overage), Enterprise gets 5M (soft cap with $5/1M overage). Check your usage anytime via the API.

Technical Details
Per-user daily metering in CacheService. AIUsageOverage Prisma model for billing. checkAIQuota() gate in ai.routes.ts. /api/ai/usage endpoint returns used/limit/remaining/overageCentsThisMonth.
License Plate Recognition (OCR)Pro

Reads license plates from CCTV camera frames using optical character recognition. Validates plate formats, extracts bounding boxes, and automatically checks plates against your watchlist — alerting if a match is found.

Technical Details
Tesseract.js OCR worker (lazy-initialized). PLATE_REGEX for US/EU formats. Word bounding box extraction from Tesseract data. Auto-calls LPRService.recordDetection() and checkWatchlist().

Platform & Infrastructure 30+ features

The technical foundations that make everything work — security, performance, persistence, testing, and deployment.

WebSocket StreamingPro

Real-time data push via WebSocket for instant entity updates. Free tier uses REST polling (slightly delayed); Pro gets sub-second push for all entity types.

Technical Details
ws:// + JSON protocol. Auto-reconnect with message buffering.
R-Tree Spatial IndexFree

All entities are indexed in a spatial data structure that makes "find everything within 10km of this point" queries nearly instantaneous, even with 100,000+ entities loaded.

Technical Details
RBush R-tree. O(log n) spatial queries. Powers radius search, bounding box queries, and correlation rule evaluation.
PWA InstallableFree

Install Deep Seer as a native-feeling app on your desktop or phone. Works offline for cached data. Auto-updates silently when new versions are deployed.

Technical Details
Workbox service worker. Precache + runtime cache strategies. Silent auto-update.
Offline Evidence QueuePro

Capture evidence even without internet — screenshots, notes, and incident markers are stored locally and automatically synced when connectivity returns. Investigation data is cached for offline reading.

Technical Details
IndexedDB storage. Auto-sync on reconnect. Investigation cache for offline reads.
Team CollaborationPro

Invite team members to investigations with role-based access (owner, analyst, reviewer, viewer). See who else is working in real time with presence indicators and a live activity feed.

Technical Details
RBAC (4 roles). Real-time presence indicators. WebSocket-pushed activity feed.
Data SovereigntyEnterprise

Control where your evidence is physically stored. Per-investigation region overrides, transfer restrictions for EU compliance, and a visual dashboard showing where your data lives.

Technical Details
Multi-region storage routing. EU compliance transfer controls. Storage distribution dashboard.
Security HardeningFree

Defense-in-depth security: Content Security Policy headers, CORS origin allowlist, CSRF protection, WebSocket rate limiting (5 connections per IP), input validation on every endpoint, bcrypt password hashing, JWT refresh token rotation with revocation detection, and heartbeat-based dead connection cleanup.

Technical Details
Nonce-based CSP. SameSite cookies for CSRF. Zod schema validation. bcrypt (12 rounds). JWT refresh rotation with family-based revocation. WebSocket ping/pong.
Resilience InfrastructureFree

Automatic retry with exponential backoff and jitter. Per-adapter circuit breakers that stop calling a failing API after 5 errors and retry after 5 minutes. Client-side WebSocket reconnection with buffered messages. App-level error boundary with Sentry crash reporting.

Technical Details
CircuitBreaker pattern. fetchWithRetry with exponential backoff + jitter. React ErrorBoundary. Sentry integration.
Observability StackFree

Structured logging, performance metrics, error tracking, and pre-built monitoring dashboards. Automated data cleanup and database backup scripts included.

Technical Details
pino structured JSON logging. Prometheus /metrics endpoint. Sentry (server + client). Pre-built Grafana dashboard (10 panels). pg_dump backup scripts.
3-Tier Subscription ModelFree

Free (30 requests/minute, all data layers), Pro ($9/month, 120 req/min, intelligence + export), Enterprise ($29/month, 600 req/min, split-screen + network graph). Stripe integration for payment processing.

Technical Details
JWT authentication. Stripe Checkout. Tier-based middleware for route protection.
96 Data AdaptersFree

Server-side adapters for 70+ distinct data sources. Each adapter handles API authentication, pagination, rate limiting, data normalization, and entity extraction. Includes 24 equity/accountability adapters covering FEMA, EPA, CDC, USDA, Census, DOL, OSHA, FCC, CMS, and more.

Technical Details
Express + TypeScript. Adapter pattern with shared interface. Per-adapter rate limiting and error handling.
PostgreSQL + PrismaFree

All users, investigations, evidence, documents, and reports persist across server restarts. 14-model database schema with WORM (Write Once Read Many) evidence protection, full-text search, content-addressable storage, and RFC 3161 timestamping.

Technical Details
PostgreSQL 16 + PostGIS. Prisma 6 ORM. 14-model schema. WORM triggers for evidence immutability.
170+ Test SuiteFree

Comprehensive automated testing: 170+ unit and integration tests across 25+ test files covering authentication, middleware, services, adapters, and client stores. End-to-end browser tests with Playwright. Coverage reporting in CI.

Technical Details
vitest + supertest for unit/integration. Playwright for E2E. Coverage reporting in GitHub Actions CI/CD.
Mobile ResponsiveFree

Full responsive design. Panels become bottom sheets on mobile. Touch-friendly 36px tap targets. Landscape optimization. Print styles. Breakpoints for mobile, tablet, and large desktop.

Technical Details
CSS breakpoints: mobile (<768px), tablet (768-1024px), desktop (>1440px). Bottom sheets. 36px touch targets.
WCAG 2.1 AA AccessibilityFree

Full accessibility compliance: 4.5:1+ color contrast, focus trapping in every modal panel, Escape-to-close on all overlays, screen reader announcements, reduced-motion support, high contrast mode (Alt+H), and tooltip hints on all icon buttons.

Technical Details
FocusTrap component. aria-live regions. prefers-reduced-motion support. High contrast mode (Alt+H). WCAG AA 4.5:1 minimum contrast.
Internationalization (i18n)Free

Multi-language support with browser language detection. English, Spanish, and French translations built in. Extensible locale system for adding more languages.

Technical Details
react-i18next. EN/ES/FR locales. Browser language auto-detection. LanguageSwitcher component.
Entity ClusteringFree

When zoomed out, thousands of entities are aggregated into numbered clusters for performance and readability. Zoom in to expand clusters into individual entities. Automatic re-clustering when the camera moves.

Technical Details
Supercluster-based geospatial clustering. Camera height mapped to zoom level. LOD (level of detail) transitions.
Device Detection & Performance TiersFree

Automatically detects your device capabilities (CPU, GPU, RAM, screen, network) and adjusts performance accordingly. Low-end devices get fewer simultaneous layers and lower resolution. High-end devices get the full experience.

Technical Details
WebGL GPU introspection. navigator.deviceMemory. CPU core count. Low/medium/high tiers. Auto-configures layer cap (4/6/10).
Zoom-Level Layer ManagementFree

Five zoom presets (Global, Country, State, Metro, City) automatically show/hide layers appropriate for the current altitude. CCTV and buildings only appear at city zoom; satellites and nightlights are visible globally.

Technical Details
5 presets. Camera moveEnd sync. Per-layer zoomCategory. User-enabled state preserved separately from zoom visibility.
First-Time OnboardingFree

Multi-step welcome overlay for new users: welcome screen, recommended starter layer picker (6 layers with toggle pills), and quick-start tips. Pre-selects satellites, flights, and earthquakes. Empty-state hints when no layers are active.

Technical Details
3-step wizard. localStorage persistence. EmptyStateHint component. Contextual tip toasts.
Native Mobile (Capacitor)Free

The same web app wrapped in a native shell for iOS (App Store) and Android (Play Store) distribution. Includes splash screen, status bar integration, and push notification support.

Technical Details
Capacitor. WKWebView (iOS) + Chrome WebView (Android). Same codebase. Push notification plugins.
Entity ResolutionFree

When the same entity appears under different names across data sources, the system matches them using fuzzy name matching and phonetic comparison. All aliases are merged together so you see one entity instead of duplicates.

Technical Details
Jaro-Winkler fuzzy matching. Soundex-based blocking for O(n*k) scaling. Union-Find transitive closure. Source confidence weights.
API Key RotationEnterprise

Dual-key management with automatic rotation. Google Maps keys auto-rotate via Cloud API. Background scheduler warns at 60/90/120 days. Admin endpoints for manual rotation and emergency revocation.

Technical Details
DB-backed KeyRing. Google auto-rotate via Cloud API. 90-day schedule. Audit log. Emergency revoke endpoint.

API Cost Reference 11 APIs

Paid APIs and their approximate monthly costs. Most features work on free tiers.

Google Maps PlatformFree

Photorealistic 3D tiles, geocoding, and places API. Google provides $200/month in free credit. Light usage stays within the free tier. Beyond that, pay-per-use pricing applies.

Technical Details
$0-200/mo. $200 free credit from Google. Map Tiles ~$7/1K tile sessions. Geocoding ~$5/1K requests. Places ~$17/1K requests.
TrafficLand Camera APIEnterprise

25,000+ traffic cameras across 200+ US cities with redistribution rights. Contact sales for pricing (estimated $500-2,000/month).

Technical Details
Est. $500-2,000/mo. Contact sales at trafficland.com.
Planet Labs SkySatEnterprise

On-demand satellite tasking for high-resolution imagery of any location on Earth. $90-500 per scene depending on resolution and urgency.

Technical Details
$90-500/scene. planet.com. Requires paid API subscription.
Capella Space / ICEYE SAREnterprise

Synthetic Aperture Radar imagery — sees through clouds and at night. Useful for construction detection, military movements, and flood mapping. Approximately $1,000 per scene.

Technical Details
~$1K/scene. capellaspace.com / iceye.com.

Free (Non-Commercial) 2 APIs

Free for personal, research, and journalistic use. Paid license required for commercial deployment.

OpenSanctionsFree

Screens entities against global sanctions lists, politically exposed persons (PEPs), and criminal watchlists. Free for non-commercial use (30-day trial with business email). Commercial use requires a paid license.

Technical Details
Free (non-commercial). Commercial: EUR 0.10/API call or bulk license. opensanctions.org.
OpenCorporatesFree

Corporate ownership networks, directorships, and company filings across 200M+ companies in 140+ jurisdictions. Free for open data projects, academics, NGOs, and journalists. Commercial use requires a paid license.

Technical Details
Free (public benefit, academic, NGO, journalist). Paid (commercial). opencorporates.com. 200M+ companies, 140+ jurisdictions.

Planned / Implemented Advanced 6 features

Advanced capabilities — some recently implemented, some in early R&D.

Multi-Monitor / Detachable PanelsFree

Pop any panel into its own browser window for multi-monitor setups. The detached panel stays fully live and synced with the main application. Closing the popup reattaches the panel. Available on AI Chat, Investigations, Dashboard, and AI Outputs.

Technical Details
window.open() + React createPortal. Zustand stores shared across windows (same JS context). Auto-reattach on close.
3D Flight Path TrailsFree

Historical flight and drone tracks rendered as 3D lines with actual altitude in the globe. Color-coded by altitude change: green for climbing, yellow for level flight, red for descending. Visualize trajectory history, altitude changes, and loiter patterns in 3D space.

Technical Details
CesiumJS PolylineCollection. Altitude extrusion. Color gradient by altitude change rate.
Cinematic Investigation Fly-ThroughsFree

Auto-generated camera tours of investigation areas. The camera chains fly-to animations to create narrated fly-throughs of key locations, entities, and events. Playback controls let you adjust speed and pause.

Technical Details
CesiumJS camera.flyTo API chaining. Playback controls with speed adjustment.
CCTV Object DetectionEnterprise

Detect people, vehicles, and 80 object categories in camera feeds using machine learning that runs entirely in your browser — no data is sent to external servers. Bounding box overlays with configurable confidence thresholds.

Technical Details
TensorFlow.js COCO-SSD model. 80 object categories. Client-side inference only.
Face MatchingEnterprise

Cross-feed face matching using face detection and embedding comparison. All processing runs in your browser — no face data is ever sent to servers. Requires explicit user consent before activation. Full ethics gate built in.

Technical Details
face-api.js. Client-side only. Ethics gate with consent requirement. Local reference gallery.

Hardware-Dependent 6 features

Features requiring physical equipment — drones, SDR receivers, acoustic sensors, satellite APIs, or AR headsets.

Drone Fleet IntegrationPro

Live drone telemetry from DJI FlightHub 2 and Skydio Cloud. Fleet status dashboard (flying/idle/offline), individual drone tracking with battery and signal, and mission waypoints on the globe. Requires enterprise API access plus physical drone hardware.

Technical Details
DJI FlightHub 2 + Skydio Cloud APIs. Requires drone hardware + enterprise API subscription. Software pipeline implemented.
RF Signal Analysis (SDR)Pro

Software-defined radio for spectrum monitoring. Supports RTL-SDR (~$25), HackRF One (~$350), and Airspy R2 (~$200). Waterfall spectrum display, signal detection with modulation classification, and geolocation via triangulation. Requires a physical SDR dongle connected to your computer.

Technical Details
RTL-SDR, HackRF, Airspy via rtl_tcp HTTP bridge. Waterfall display. Modulation classification. Triangulation. Physical hardware required.
Acoustic Gunshot DetectionPro

Full gunshot detection pipeline supporting SoundThinking (ShotSpotter), Shotpoint Acoustic, and custom sensor arrays. TDOA triangulation locates shots within approximately 25 meters. Waveform classification distinguishes gunshots from fireworks and car backfires. Requires deployed sensor hardware or enterprise API.

Technical Details
SoundThinking + Shotpoint + custom WebSocket/MQTT sensors. TDOA triangulation. Waveform classification. Physical hardware required.
Commercial Satellite TaskingEnterprise

On-demand satellite redirect to capture imagery of a specific location. Planet Labs SkySat ($90-500/scene), Maxar SecureWatch (enterprise pricing), Airbus Pleiades (sub-meter, ~$10/km2). Requires paid commercial satellite API subscription.

Technical Details
Planet + Maxar + Airbus APIs. $90-500/scene. Requires paid subscription.
SAR Radar ImageryEnterprise

Synthetic Aperture Radar sees through clouds, at night, and detects ground changes. Capella Space and ICEYE offer commercial tasking. Useful for construction, military movements, and flood mapping. Approximately $1,000 per scene.

Technical Details
Capella Space + ICEYE. All-weather, day/night. ~$1K/scene. Requires paid subscription.
WebXR / AR ModeEnterprise

Holographic data visualization using WebXR. View the intelligence globe in augmented reality through a headset or phone camera. Requires an AR-capable headset (Quest, HoloLens) or modern smartphone.

Technical Details
WebXR API. Requires AR headset or phone. Future R&D.

No Longer Available 3 APIs

APIs that have been shut down, paywalled, or restricted — previously integrated into Deep Seer.

ProPublica Nonprofit ExplorerDeprecated

IRS Form 990 data for nonprofits — revenue, expenses, executive compensation, and mission statements. ProPublica shut down their free Nonprofit Explorer API.

Technical Details
Shut down. Previously free. propublica.org.
OpenSecrets APIDeprecated

Lobbying registrations, expenditures, and PAC contributions. OpenSecrets restricted public API access — data now requires institutional partnerships or paid access. Replaced by Senate LDA direct integration.

Technical Details
Restricted. Previously free. opensecrets.org. Replaced by lda.senate.gov.
FollowTheMoney (NIMP)Deprecated

State-level campaign finance data from the National Institute on Money in Politics. Tracked contributions, expenditures, and donors across all 50 states. Service has been discontinued.

Technical Details
Discontinued. Previously free. followthemoney.org.