Real estate and construction data
Your project files, site photos and drone footage could fund the next bid.
General contractors, developers, property managers and brokerages hold years of plans, RFIs, change orders, inspection photos, drone footage, leases and listing records that AI developers need. We handle de-identification, client confidentiality review, buyer vetting and contracts alongside your counsel. You keep ownership and approve every use.
Who fits
- General contractors and specialty trade contractors
- Developers and property management companies
- Brokerages, appraisal and title companies
- Architecture, engineering and inspection firms
Get a data valuation
Ten minutes, no files. We reply within one business day.
Most valuable data types
What buyers want from real estate companies.
Construction and real estate are large, document-heavy industries where AI adoption is just beginning, and developers of estimating, progress tracking, document review and valuation tools need real projects to learn from. Site imagery paired with schedules and documents is particularly scarce because it has never left the companies that produced it.
Site progress photos, inspection images and drone footage
Millions of dated photos of real construction, paired with schedules and punch lists, are labeled vision data for progress tracking and safety models that is rarely available.
About images and videoPlans, specs, RFIs, submittals and change orders
The written record of how buildings get built, including the questions and disputes, teaches models to read construction documents and reason about them.
About documents and knowledge basesEstimates, bids, schedules and cost histories
Years of estimates against actual costs and schedules train estimating and planning models with a ground truth that public data lacks.
About transactions and operationsListing, lease and transaction records
De-identified listings, lease abstracts and deal timelines train valuation, underwriting and property management tools.
About crm and sales historiesProject correspondence and daily logs
Superintendent logs and project emails capture coordination, delays and decisions in the language of the trade.
About email and internal commsInspection reports and punch list resolutions
Inspector findings and how each item was closed are expert labels tied to the photos and documents above.
About expert annotations and workflows
Illustrative scenario
A 350-person commercial general contractor
12 years of project documents across 600 projects, 2 million site photos and 4,000 hours of drone footage, and estimates with actual costs
$150K to $900K
Illustrative estimates based on public benchmarks and our valuation model. Actual value depends on uniqueness, quality, rights and buyer demand. How we estimate
What drives the range
- Dated photos paired with schedules and punch lists
- Estimates against actual costs
- Owner and client confidentiality limits some projects
Compliance
Client confidentiality, Fair Housing and drone rules handled with your counsel
Owner and client names, addresses and project identifiers are de-identified or generalized before any sample is shared, and projects under confidentiality agreements or for sensitive facilities are excluded. For brokerage and leasing records, Fair Housing considerations are reviewed with your counsel so that nothing licensed supports discriminatory use, and buyer contracts say so. Drone footage is checked against FAA rules and state surveillance and privacy laws, worker and bystander faces are blurred, and buyers are contractually barred from re-identification attempts.
Standards in play
- Client and owner confidentiality agreements
- Fair Housing Act considerations
- FAA drone and state surveillance rules
- Worker and bystander de-identification
FAQ
Real estate questions
Our owners and clients would object to their projects being shared.
Projects are de-identified: owner names, addresses, logos and unique identifiers are removed or generalized, and any project under a confidentiality agreement or involving a sensitive facility is excluded. Your counsel sees the method before anything moves.
Who owns the photos and drone footage, us or the subs who shot them?
Usually the party that captured them, unless the contract says otherwise. The rights review covers subcontract and consultant agreements, and only material you clearly hold or have rights to license is included.
Does including leasing or listing data raise Fair Housing issues?
It can if personal or protected characteristics are present, so those fields are removed, and buyer contracts prohibit any use in housing decisions about individuals. The review is done with your counsel and documented.
Find out what your real estate data is worth.
Ten minutes, no files, NDA on request. We reply within one business day.