Move complex estimates from intake to reviewed proposal.
Organize inspections, documents, operating rules, AI recommendations, and specialist judgment into one visible workflow — without removing estimator or manager authority.
Control boundary
- Trigger
- New or revised work order
- Routine work
- Qualification, data assembly, routing
- Expert judgment
- Scope, specification, and pricing
- Consequential control
- Manager approves, returns, or stops
Anonymized implementation example
Controlled estimation, in motion
From field evidence to a quote-ready estimate.
See how measurements and field notes become a structured questionnaire; how AI connects recorded conditions to the right product system, technical specifications, and work process; and where experts review uncertainty before a quote moves forward.
Every estimate has a visible state, owner, and next decision.
The routine path moves forward automatically. Missing information, hard-stop conditions, and disputed judgment enter a defined exception path.
01
Assemble
Bring measurements, field notes, condition evidence, documents, location, and work-order context together.
02
Structure and qualify
Use AI to turn field evidence into a guided questionnaire, identify missing answers, and apply hard stops before estimating begins.
03
Recommend
Use the structured evidence to recommend the right product system, technical specifications, and work process — and expose uncertainty.
04
Estimate and review
Estimators review scope, assumptions, and price. Managers approve it, return it with a reason, or stop it.
05
Assemble the quote
Produce a quote-ready package while preserving the version, decision history, ownership, and final release authority.
Automation does not need to own every decision.
Rules
Handle certainty
Required information, eligibility, routing, permissions, and non-bypassable stops.
AI
Support judgment
Interpret evidence, classify the work, recommend likely answers, and surface uncertainty.
People
Own consequences
Estimators correct recommendations. Managers retain approval, rejection, and reassignment authority.
Evidence
Verify the path
Record stages, owners, reasons, versions, timestamps, and the correction history.
Exception handling
The exception path is part of the design.
- Safety and policy conditions can force mandatory review.
- If no routing rule applies, the work remains pending for a person.
- Manager rejection returns the estimate through a defined correction cycle.
- A revised work order creates a new version without erasing prior decisions.
- If AI is unavailable, the section remains visible and eligible for retry.
Make expert time more deliberate.
The goal is not to remove judgment. It is to stop consuming expert attention on assembly, routing, and routine decisions that can be controlled another way.
01
Less manual assembly
Bring the relevant information into one operating context.
02
More consistent routing
Use the same qualification and escalation logic across the workflow.
03
Focused expert attention
Direct specialists toward ambiguity, correction, and consequential choices.
04
Visible accountability
See where work is, who owns it, and why it moved or stopped.
Bring your workflow
Which estimate still depends on a few people holding the process together?
In the fit call, we’ll discuss the information, decisions, exceptions, approvals, and operating outcome. No documents or production access are required.