What construction data counts

Construction data that counts is the record of work in sequence: RFIs with answers, change orders with approvals, revised schedules, daily logs and estimates. Drawings, payroll and anything naming clients or workers stays out unless it is cleaned and you hold the rights.

Get a quoteBuyer categories read 7 November 2026

On this page

Record by record
Where the records live
What makes a record useful
What to leave out
Buyer categories
Questions

Which records count, one by one?#

Record	Useful fields	Usual problem	Default
RFI log	Question, discipline, date opened, date answered, cost or time impact	Answers may be design work; attachments carry title blocks	Include text; check answers
Change orders	Reason code, scope text, priced lines, markup, approval dates	Owner names and signatures	Include, tokenized
Schedules	Activities, logic ties, baseline against actual, revision notes	Project names in file names	Include
Daily logs	Manpower by trade, weather, work in place, delays, visitors	Worker names, site address	Include, cleaned
Estimates	Takeoff quantities, unit costs, assumptions, bid result	Bid confidentiality terms	Include if your own
Submittals	Spec section, review status, comments, resubmission count	Manufacturer literature is not yours	Log only
Punch and closeout	Item, trade, open and close dates	Photos of occupied spaces	Include text
Meeting minutes	Decisions, action owners by role, dates	Names of every attendee	Include, tokenized
SOPs, QA and safety programs	Procedures, checklists, inspection forms	Few: usually your own work	Include

Where do these records usually live?#

Most firms hold the same project in three or four places. List each before deciding scope; how much a buyer can use depends on whether records from one job can be tied together.

System	Typical contents	Check first
Procore	RFIs, submittals, daily logs, change events, drawings, photos	Your subscription terms on data you store
Autodesk Construction Cloud	Models, sheets, RFIs, issues, submittals	Which files are the designer's
Buildertrend	Schedules, daily logs, change orders, client messages	Client messages name homeowners
Accounting	Job cost, pay applications, AP and AR	Bank and payment details
Spreadsheets and drives	Estimates, logs, trackers, SOPs	Inconsistent naming across years

This table describes what contractors commonly keep in each system. It makes no claim about any product's export features; ask the vendor or your administrator.

What makes one firm's records more useful than another's?#

Years. micro1 says several years of records make a stronger fit; Nyne asks for three years in business.
Links between records. An RFI that leads to a change order that moves a schedule activity tells the whole story.
Consistency. One system used the same way across projects beats five half-filled ones.
English. micro1 says data should be mainly in English.

What should you leave out?#

Leave out

Drawings, specifications and models made by the design team.
Manufacturer data sheets and product literature in submittals.
Certified payroll, timesheets with names, and anything with bank or card details.
Incident reports that name people.
Any project whose contract makes the records the owner's or keeps them confidential, unless the owner agrees in writing.

What do buyers list, in their own words?#

Buyer	Categories that cover contractor records
micro1	Lists operations records, SOPs, process documentation, accounting and legal records, internal knowledge bases
Scale AI	Lists files with metadata, warehouse tables, email, calendars, ERP, Jira and Confluence records
Nyne	Lists accounting data (estimates, invoices, AP/AR), jobs and calendars, Asana or Jira projects, service histories
Labelbox	Lists nothing construction-specific; nearest is cross-system interaction data

Paid-referral notice: a listed buyer may pay this site if one of our introductions ends in a signed license. Rows are sorted by published pay floor; fees play no part in order or wording.

Questions#

Is construction data valuable to AI companies?

Buyers say they want operational records showing work in progress, and a project file is dense with them: questions, decisions, cost changes, schedule revisions, each tied to a date and a role. Prices for construction records specifically: not posted by any buyer at the 2026-11-07 check.

Do RFIs count as training data?

They are among the most useful records a contractor holds, because each one pairs a real field question with a professional answer and a time to answer. The answers may be the design team’s work, so check ownership before including them.

Can I sell data from Procore or Buildertrend?

The records are yours to consider if you own them under your contracts; the software is only where they are kept. Read your software agreement too, and export only what the license agreement with a buyer covers.

What about paper daily logs?

Scanned logs can count, but they need the same review for names and addresses as digital ones, and handwriting makes that slower. Most firms start with the years held in software.

Does one project count, or do I need many?

Buyers describe interest in depth and volume: micro1 calls several years of records a stronger fit. A firm with hundreds of closed projects in one system is a stronger candidate than one with a few.

Sources and read dates: 4 pages

micro1.ai/data, as of Nov. 7, 2026
scale.com/data-partnership, as of Nov. 7, 2026
nyne.ai/sell-company-data, as of Nov. 7, 2026
prism.labelbox.com, as of Nov. 7, 2026