Scope extraction
Read plans, RFPs, inspection notes, service requests, and photos to organize the work before estimating.
Industry Solutions / Commercial Contractors
Quote faster. Dispatch smarter. Close work cleanly.
We build internal AI products for plan and RFP review, inspection-to-estimate workflows, technician and equipment scheduling, parts coordination, proposals, and invoicing.
From plans or service request to profitable completion
- 01Scope extraction
- 02Estimate assistance
- 03Dispatch & parts
- 04Closeout & invoice
Where work gets stuck
Critical workflows deserve more than another generic tool.
We begin with the operating reality, then design the product around the people, decisions, rules, and evidence already in the work.
Estimate assistance
Apply your assemblies, labor assumptions, exclusions, and approval rules to a reviewable draft.
Dispatch & parts
Coordinate technician skills, equipment availability, parts, location, and service priority.
Closeout & invoice
Collect completion evidence, change details, recommendations, and customer approval before billing.
What we can build
One internal product, assembled around your operation.
Not a standard product you have to work around. A focused operating layer that can connect the tools and data you already use.
Built withOwners, presidents, COOs, and service leaders
Estimator workspace
Source documents, extracted scope, assumptions, and review checkpoints together.
Service orchestrator
The next best assignment based on urgency, skill, route, parts, and availability.
Field product
Mobile job context, evidence capture, customer communication, and recommended follow-up.
Margin guardrails
Surface missing scope, unresolved change work, and unbilled completion before margin disappears.
Evidence, not promises
AI can create measurable leverage when the workflow fits.
These are study results, not forecasts for your business. We use them to establish plausibility, then model your ROI from your own volume, time, labor cost, error rate, and throughput.
more issues resolved per hour
Average result in a real-world deployment across 5,179 customer-support agents; less-experienced workers saw gains up to 34%.
NBER field study ↗faster on suitable tasks
A Harvard/BCG field experiment also found more than 40% higher quality on knowledge-work tasks inside the AI capability frontier.
Harvard Business School / BCG ↗higher labor productivity
Average firm-level effect in a 2026 BIS/EIB study of more than 12,000 non-financial firms adopting AI with complementary investment.
BIS / EIB study ↗The scorecard
Measure the product against operating outcomes.
- Shorter estimating cycles
- Higher field utilization
- Fewer incomplete closeouts
More Industry Solutions
Built for other operationally complex teams.
Start small. Prove value. Expand.
Show us one expensive workflow.
We’ll show you the internal AI product that can simplify it.
Start the conversation →