Product

Three surfaces. One verified decision.

What the worker records becomes what the enterprise audits becomes what the lab licenses. One loop — and every party in it gets paid.

Anatomy of a gold trace

gold traceStop Work
S

Situation

The crew is ready to start decking on the second floor, about 20 feet up. The perimeter guardrail isn't up yet and no one is tied off, and we're behind schedule. Do we start now, or hold until fall protection is in place?

B

Background

What the code says

OSHA 29 CFR 1926.501(b)(1) — Fall Protection

Sections applied: 1926.501(b)(1), 1926.502(d)(1), 1926.502(b)(1), 1926.503(a)(1)

A

Assessment

The risk reads as: Stop Work.

The crew would be working about 20 feet up with no guardrail and no personal fall arrest — well past the 6-foot trigger for fall protection. Falls are the leading cause of death in construction. This is a stop-work condition, not a schedule call.

High confidence
R

Recommendation

OkAI's call

Stop Work

Not worth the risk. Make it safe first.

  1. 1Hold the deck work — no one past the leading edge yet.
  2. 2Install perimeter guardrails, or set anchors and tie off with harnesses.
  3. 3Confirm every worker at height is protected and trained.
  4. 4Resume once fall protection is verified in place.
✓

Outcome

Confirmed

Licensed, never sold

b2e9a4c7…c680O*NET 47-2061.00ConstructionOSHA_CONSTRUCTIONrevocable
  • S — Described by voice, in the field
  • B — Grounded against the standard — cited, not guessed
  • A — Calibrated confidence, measured
  • R — OkAI's call, with the actions to take
  • ✓ — Verified against what happened

Surface 01 · Capture

The worker speaks. That's the whole interface.

  • A voice note — no app to learn.
  • Grounded against the standard, instantly.
  • Confirm, or override in your own words.
  • Every trace is consented and revocable.

An override, with reasoning in the worker's own words, is the single most valuable object the system produces.

OkAI Field guidance

Decide with confidence

Decide Question

The crew is ready to start decking on the second floor, about 20 feet up. The perimeter guardrail isn't up yet and no one is tied off, and we're behind schedule. Do we start now, or hold until fall protection is in place?

Get Decision
Stop Work High confidence

Grounded in OSHA 29 CFR 1926.501(b)(1) — Fall Protection

Surface 02 · Decision Desk

Every call your floor made, in one auditable place.

Decision corpus

representative snapshot

okai · decision-capture engine
4
Gold traces
4
Outcome validated
100%
Outcome closure
1
Overrides
4
Total decisions

Decisions by verdict

Stop Work 1 · 25%
Escalate 1 · 25%
Monitor 1 · 25%
Proceed 1 · 25%

Recent decisions

DecisionVerdictConfOutcome
Decking at 20 ft, no guardrail Stop Work 94% Confirmed
Unshored trench at 6 ft Escalate 89% Escalated
Dry-cutting masonry — silica Monitor 76% Everything fine
Scaffold fully planked & tagged Proceed 92% Everything fine

Representative snapshot — every decision grounded, outcome-verified, and licensable. Construction-platform deployments now in pilot.

Surface 03 · Licensed Corpus

The record a lab can build on.

  • Verified against the outcome.
  • Occupation-coded to SOC.
  • Outcome-linked, provenance-hashed.

Licensed, never sold. Recurring corpus access with usage terms.

licensed sampleStop Work
S

Situation

The crew is ready to start decking on the second floor, about 20 feet up. The perimeter guardrail isn't up yet and no one is tied off, and we're behind schedule. Do we start now, or hold until fall protection is in place?

B

Background

Grounded in OSHA 29 CFR 1926.501(b)(1) — Fall Protection

A

Assessment

The risk reads as: Stop Work.

High confidence
R

Recommendation

OkAI's call

Stop Work

Not worth the risk. Make it safe first.

Licensed, never sold

b2e9a4c7…c680O*NET 47-2061.00ConstructionOSHA_CONSTRUCTIONrevocable

The score

DQM is measured, not marketed.

Every gold trace clears a threshold on this score before it is licensable.

Regulatory grounding Resolved against the governing standard — cited, not guessed.
Outcome verification Checked against the real-world result, not an opinion.
Override-signal strength How much the human correction moves the answer.
Calibration Whether the confidence matches how often it is right.

Built in, not bolted on

Consent is schema-level

A DPDP-compliant precondition, not a checkbox bolted on after.

Compliant payout rails

UPI, with withholding handled. Workers are paid, cleanly.

Occupation-coded, standard-linked

Every trace carries its SOC code and the regulation it resolved against.

See it live.

Watch a real trace get captured, grounded, and verified — start to finish.

Request a Decision Desk walkthrough