Current-state evidence
Measure the existing workflow, exceptions, cycle time, failure patterns, and review burden before introducing a new output.
Construction & physical-industry AI · Built through Good Combinator
Credible construction AI starts with an evidence standard.
Every pilot needs a baseline, source traceability, acceptance criteria, documented limitations, and a decision owner.
Process evidence
Proof begins before the first demo.
Until permissioned case studies exist, FL1Ai publishes the evaluation process used to earn credible proof.
Named workflow owner
Identify the person accountable for acceptance criteria, source access, human approval, escalation, and the final decision.
Source traceability
Connect every material output to the record, version, assumption, and reviewer needed to validate it.
Documented limitations
Record missing data, false positives, unsupported cases, adoption friction, and situations where the tool must not be used.
Decision rubric
A pilot must support a go, revise, or stop decision.
Acceptance criteria are agreed before results are interpreted, and observed evidence stays separate from estimates or aspirations.
| Dimension | Evidence question | Decision signal |
|---|---|---|
| Workflow fit | Does the output improve the named decision without adding hidden work? | Go, Revise, or Stop |
| Traceability | Can a reviewer reach the correct source and version from each material claim? | Go only with reviewable links |
| Quality | How do completeness, error rate, and exception handling compare with the baseline? | Revise if thresholds are missed |
| Safety | Are human approval, escalation, prohibited use, and audit trail controls effective? | Stop if authority is ambiguous |
| Adoption | Can the responsible team use the workflow within current operating constraints? | Revise around field behavior |
Permission boundary
Public proof follows written authorization.
Named case studies, logos, testimonials, and measured outcomes appear only after the participant approves the facts and public use.
Next decision
Use the standard on a real workflow.
Bring the owner, baseline, source records, review boundary, and decision threshold.