Software, AI, and geospatial systems for problems too large to work by hand.

What we do

1. Custom software and AI

   Production applications and data platforms, custom models trained and evaluated on your data, document and records pipelines, and MCP servers that put your systems inside AI assistants.

   What we build · Start a project

2. Geospatial and satellite analysis

   Radar, optical, thermal, and night-light analysis: change detection, water extent, ground motion from InSAR, burn severity, and outage mapping, with uncertainty stated and every result traced to its scenes.

   How it works · Request an analysis

3. Data, API, and MCP

   Arctic Open-Water Window 1.1, Western Terminal Lakes 1.1 and Storm Blackout and Restoration 1.2 each have a DOI on Zenodo. Open datasets, licensed data and reports are on a REST API and an MCP server. One free key works for the API and for AI coding assistants such as Claude Code and Cursor.

   Browse the data · Get a free key

1. Published

   

   Arctic Open-Water Window

   Open-water days each year at 15 fixed gates in the Bering Strait, the Northwest Passage, the Northern Sea Route and Fram Strait, 1978 to 2026.

   See the data

   Version 1.1, 15 gates.

   Latest day in the live feed: 22 October 2026. The published version 1.1 ends on 1 October 2026.

   Citable copy (Zenodo) · Dataset (Kaggle) · Run the notebook (Kaggle) · Discussion (Kaggle) · Load in Python (Hugging Face)

2. Published

   

   Western Terminal Lakes

   Monthly open-water area for 19 series on 18 lakes and reservoirs since 2019, with an uncertainty range.

   See the data

   Version 1.1, 19 series on 18 lakes.

   Latest gauge reading in the live feed: 24 October 2026. The monthly table in the published version 1.1 covers through September 2026.

   Citable copy (Zenodo) · Dataset (Kaggle) · Run the notebook (Kaggle) · Discussion (Kaggle) · Load in Python (Hugging Face)

3. Published

   

   Storm Blackout and Restoration

   County power outages and restoration for FEMA-declared storms since 2012, from utility records and satellite night light.

   See the data

   Version 1.2, 672 storms.

   Citable copy (Zenodo) · Dataset (Kaggle) · Run the notebook (Kaggle) · Discussion (Kaggle) · Load in Python (Hugging Face)

The live feed is newer data from the API. It can change and is not part of the cited version.

All datasets

• Arctic. Not for navigation. Use at your own risk. Provided as is, without warranty of any kind.
• Lakes. Not for water-rights, legal or engineering decisions.
• Storms. Estimates from public records and satellite night light. Not for real-time emergency response or for any decision about one address or property.
• Data disclaimers

1. 76.8 days Finding

   Vilkitsky Strait: 6 open days a year then, 83 now

   At Vilkitsky Strait, mean open days at the 15 percent ice cutoff rose from 5.8 days a year in 1979-1988 to 82.6 days in 2016-2025 (difference +76.8 days).

   Read the finding

   Breakdown

   For Vilkitsky Strait (nsr-vilkitsky), the mean of open_days_15 on full seasons with a numeric value is 5.8 in 1979-1988 (n=9) and 82.6 in 2016-2025 (n=10). That is a rise of 76.8 days. Seasons with a blank open_days_15 are skipped. An open day is a day when average sea-ice concentration inside the gate polygon sits below the 15 percent cutoff.

2. 8,867,374 Finding

   Irma has the largest sum of county outage peaks among these 672 storm events: 8.9 million.

   Among these 672 storm events, Irma (AL112017) has the largest sum of county peak customers out: 8,867,374 across 329 counties with a numeric peak. Each county contributes its own peak. Those peaks are not one simultaneous count of customers out.

   Read the finding

   Breakdown

   Summing numeric peak_customers_out for event_id AL112017 gives 8,867,374 across 329 counties. That sum is the largest among the 672 storm events. Each county contributes its own peak. Those peaks are not one simultaneous count of customers out. The next sums are Helene 5,911,300, DR-4586 5,214,663, Ian 3,981,026, and Milton 3,736,269.

3. 246.5 km2 Finding

   Great Salt Lake's south arm: July open water was 12% lower in 2026 than in July 2019.

   Great Salt Lake south arm open-water area fell from 2017.2 km2 in July 2019 to 1770.6 km2 in July 2026 (loss 246.5 km2, 12.2 percent).

   Read the finding

   Breakdown

   For great-salt-lake-south, water_area_km2 is 2017.2 in 2019-07 and 1770.6 in 2026-07. That is a loss of 246.5 km2, or 12.2 percent of the July 2019 area. This compares July 2019 with July 2026. July water_area_km2 values are 2019 2017.2; 2020 1968.7; 2021 1816.8; 2022 1743.3; 2023 1919.5; 2024 1956.3; 2025 1829.1; 2026 1770.6. Low-confidence Julys: none.

All findings

1. Software and product engineering

   Software packages, internal tools, and web applications, built to be maintained after we hand them over.

2. Applied AI

   AI features inside working software, with the data preparation and evaluation they depend on.

3. Data pipelines and records analytics

   Structured datasets built from federal and state records and other large sources, with every record traceable to where it came from.

4. Remote sensing and radar

   We can set up scheduled checks on sites and regions from public satellite imagery, processed in-house.

5. Research and innovation intelligence

   Structured data on research funding, patents, and technology programs for teams looking for partners or opportunities.

6. Scientific and cultural data

   Tools that turn collections, archives, and specialist records into standardized data researchers can search and reuse.

Read the research See services and pricing

1. Data system Planned

   Track published federal environmental-review milestones

   Notices and milestone dates from the federal systems that publish environmental reviews, and where schedules slip, with each field linked to its source.

2. Monitoring Planned

   Watch places change over years

   Several years of satellite imagery over documented sites, compared against the records.

3. Recovery

   Measure power outages and recovery after storms

   County by county: customers out and hours to restore from utility outage records, with satellite night-light recovery alongside.

4. Licensed data

   Licensed data

   Site screening evidence, the federal review milestone feed, portfolio monitoring, and water observation histories are planned.

1. 2026-10-06 Observation

   

   Aral Sea, Kazakhstan and Uzbekistan, 2017 and 2025

   Late-summer true-color views from 2017 and 2025 show the North Aral, the western and eastern basins, and the exposed seabed between them.

2. 2026-09-26 Observation

   

   Gemini Solar, Clark County, Nevada, April 2020 and May 2024

   The same 20 by 11 km frame in 2020 and 2024 records the construction of a 690-megawatt solar plant on open desert northeast of Las Vegas.

3. 2026-09-26 Observation

   

   Ilulissat Icefjord and Disko Bay, Greenland, August 2024 to October 2025

   Thirty-eight Sentinel-1 passes at a twelve-day interval record icebergs leaving the icefjord, the freeze and break-up of Disko Bay, and the seasonal advance and retreat of sea ice over fifteen months.