"Where" questions, answered.
MAIA is the geospatial research engine that connects structured records, imagery, and the live web, so you can investigate the physical world at the speed of your ideas.
Interactive demo
Prepared examples. MAIA runs live on records, with every value sourced.
Example run: School bus stop safety · Delaware County, PA
“Audit the bus stops in this file. Remove stops near highways or sensitive uses, without a nearby crossing, or at complex intersections. Then use imagery to find the safest-looking options.”
Got it. I’ll screen all 96 stops, then visually assess the remaining candidates.
Running: School bus stop safety audit
- Load 96 bus stops — File mapped (Uploaded file)
- Apply spatial safety exclusions — 75 flagged (Roads + crossings + nearby uses)
- Visually assess the survivors — 6 pass (Satellite imagery)
Six stops passed. Seventy were disqualified, and 20 inconclusive stops were held for field review.
School bus stops (96) · Delaware County, PA · 96 school bus stops
- Stop 01 · South Governor Printz Boulevard · South Governor Printz Boulevard · SET ASIDE · Needs field review
- Stop 02 · Mapped stop · Road not named · DISQUALIFIED · Spatially disqualified
- Stop 03 · Industrial Highway · Industrial Highway · DISQUALIFIED · Spatially disqualified
- Stop 04 · Evergreen Dr & Brinton Lake Shopping Ctr · Evergreen Drive · DISQUALIFIED · Spatially disqualified
- Stop 05 · Wycombe Loop · Wycombe Loop · DISQUALIFIED · Spatially disqualified
- Stop 06 · West Chester Pk & Glen Gary Dr · Glen Gary Road · DISQUALIFIED · Spatially disqualified
- Stop 07 · Industrial Highway · Industrial Highway · DISQUALIFIED · Spatially disqualified
- Stop 08 · Industrial Highway · Industrial Highway · SET ASIDE · Needs field review
- …and 88 more rows in the project.
Bus stop safety audit: 96 stops · 70 disqualified · 6 visual passes. Sources: Roads · crossings · signals · businesses · imagery.
Example run: Solar target accounts · Maricopa County, AZ
“Find large, single-tenant commercial buildings in Maricopa County with solar-ready roofs, verified ESG obligations, and available incentives”
On it. I’ll qualify the building, the roof, the operating company, and the incentive case together.
Running: C&I solar account screen
- Find large commercial roofs — 10 shortlisted (Properties + building footprints)
- Verify a single operating tenant — 10 verified (Property records + company research)
- Read roof quality + estimate capacity — 5.59 MW total (Imagery + roof geometry)
- Verify ESG obligations + incentives — 8 in designated areas (Company disclosures + incentive programs)
10 sites qualify, representing 1.60 million square feet of roof and 5.59 MW of estimated solar capacity. All have verified ESG obligations and federal incentive eligibility; eight also sit in designated incentive areas.
Qualified solar retrofit sites (10) · Maricopa County, AZ · solar target accounts
- Dircks Moving & Logistics · 107,548 sf · 376.4 kW · Excellent roof · ESG · Federal incentive
- Phoenix Manufacturing · 145,099 sf · 507.8 kW · Good roof · ESG · Federal incentive
- Allied Packaging Corporation · 105,122 sf · 367.9 kW · ESG · Federal + designated area
- Hamilton Sundstrand · 149,160 sf · 522.1 kW · ESG · Federal + designated area
- Creative Touch Interiors · 117,413 sf · 410.9 kW · ESG · Federal + designated area
- Honeywell Aerospace Global Headquarters · 255,771 sf · 895.2 kW · ESG · Federal + designated area
- Phoenix Children's Hospital — Rehabilitation · 134,111 sf · 469.4 kW · ESG · Federal + designated area
- Phoenix Children's Hospital — Pulmonology · 211,581 sf · 740.5 kW · ESG · Federal + designated area
- …and 2 more rows in the project.
Solar target accounts: 10 sites · 5.59 MW estimated capacity. Sources: Maricopa County Assessor · NAIP imagery · utility programs · company disclosures.
Example run: Private dock sales · Bolsa Chica, CA
“Find homes in Bolsa Chica with private floating docks that sold in the last three years”
On it. Screening 36 recent residential sales on Bolsa Chica and Huntington Harbour waterfront streets.
Running: Private dock sale search
- Select recent residential sales — 36 found (Orange County parcel records)
- Preserve exact parcel entities — 36 mapped (Exact parcel polygons)
- Inspect every candidate for a private dock — 36 classified (Parcel-level satellite imagery)
- Apply the private-dock filter — 12 match (Private floating dock enrichment)
12 of 36 recent sales have a private dock visible in satellite imagery. Here are all 12, with recorded sale details and parcel-level dock evidence.
Private dock identified (12) · Bolsa Chica, CA · private dock sales
- 16882 Coral Cay Ln · Sep 8, 2023 · $7,770,000 · Yes
- 3402 Gilbert Dr · Mar 20, 2026 · $6,500,000 · Yes
- 4072 Humboldt Dr · Nov 4, 2025 · $4,195,000 · Yes
- 16272 Sundancer Ln · Jul 29, 2024 · $673,000 · Yes
- 3871 Mistral Dr · Apr 15, 2026 · $3,229,000 · Yes
- 16226 Wayfarer Ln · Dec 7, 2023 · $3,855,000 · Yes
- 16832 Coral Cay Ln · Jan 15, 2026 · $5,650,000 · Yes
- 16902 Coral Cay Ln · May 20, 2024 · $5,300,000 · Yes
- …and 4 more rows in the project.
Private dock sales: 12 homes · recorded sales, dock evidence. Sources: Properties · Imagery.
No more fragmented searches or disjointed data
The internet has search. The physical world has databases, maps, filings, imagery, spreadsheets, and vendors selling pieces of the answer. MAIA resolves those sources to place and time, so you can search, join, and explore them as one system.
Foundations
01 Core Data
20 billion+ attributes across the US, curated by data scientists and resolved to place and time. The data is already loaded and ready to explore.
02 Infrastructure
Every workspace runs in an isolated environment where your work stays private, and compute scales with the complexity of each task.
03 Agent harness
We built the geospatial stack for the models we knew were coming. They’re here. Specialized subagents and multimodal tools make every token work harder.
Search across public records
Search parcels, permits, deeds, corporate filings, imagery, and the live web together. Every value includes its source.
Join your own data
Bring the data only your team has. MAIA’s agents can resolve it, extend it, and use it as context across your research.
Reuse your methods
Save your criteria, procedures, and output formats as skills. Reuse them across projects or share them with your workspace.
Trusted by teams working across the physical world
“Within three hours, we had $18,000 in late-stage heat pump opportunities from a campaign we could not have run before MAIA.”
One engine, infinite possibilities
Explore what's possible for your industry or use case, and see what our customers are asking MAIA.
Showing a mix of questions.
Find large apartment buildings with vertically opening windows suitable for heat pumps.
Find IOS sites owned by local operators that have not traded in five years.
Map these conference attendees to their property portfolios. Who should I call about solar?
Find retail-zoned corner lots near newly approved roads.
Which homes were affected by the Eaton fire, and which community centers serve them?
Find by-right BESS sites near substations with motivated sellers.
Find older homes with detached garages and poor insulation.
Find nonprofits with public ESG commitments and flat roofs over 40,000 square feet.
