Grounded before impressive.
Answers are designed to come from authorized QANRI sources such as tasks, submissions, blockers, photos and daily reports.
QANRI
Ask the operation.
QANRI AI is an interface to the operating record—not a replacement for it.
Same access boundaries. New interface.
AI does not get unrestricted database access and does not bypass normal QANRI authorization.
Optional by architecture.
If no AI provider is configured, QANRI continues to perform its core operational job normally.
EVALUATE THE FIT
Focused enough for the field.
Structured enough to trust.
QANRI is being introduced through private demos and controlled pilots. The goal is to verify operational fit—not force every company into the same rollout.
- Multiple crews or projects
- Evidence and rework matter
- Connectivity is unreliable
- Ownership is hard to see
- Handover repeats across projects
- Not an accounting or payroll system
- Not a BIM or estimating engine
- Not a generic CRM
- Not dependent on AI
- No unverified integrations or certifications
- Does the crew understand today’s work?
- Does evidence arrive with less chasing?
- Can foremen verify without losing history?
- Can operations see blockers sooner?
- Does QANRI reduce parallel reporting?
KNOW. MOVE. PROVE.
Stop carrying the operation in your head.
See what happens when projects, crews, evidence and next actions stop living in separate places.