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Enterprise operations agentprivateVerified 2026-07-09

AI tool for insurance restoration contractors that converts scope PDFs into Xactimate ESX files, work and purchase orders, and profit breakdowns, with an AI claim assistant.

CapOut is an AI workflow automation tool for insurance restoration and roofing contractors that turns static insurance claim documents into production ready work. From a single upload of an insurance scope PDF, CapOut extracts the line items, pricing, and scope of work, converts it into a structured Xactimate ESX file and sends it to the contractor's Xactimate account in seconds, and generates a profit breakdown by trade, context aware material orders where changing a shingle brand auto switches the matching components, and crew specific labor orders with real time margin visibility. This eliminates the manual re keying of every line item that otherwise keeps a scope from reaching production. CapOut also includes an AI Claim Assistant that, when an adjuster denies a line item, writes documented, cited responses drawn from manufacturer specifications, building codes, and adjuster training materials. The product is free to start with a small token allotment and no credit card. It was built by a contractor, Matt Fruge, who lived the scope to production handoff pain firsthand while running a restoration company for over 15 years in the Dallas Fort Worth market.

Vendor details

Canonical URL

https://www.capout.ai

Category

Enterprise operations agent

Funding status

Private, early stage; Crunchbase notes recently raised funding. The Crunchbase entity is listed under the name SquareDash. Founded by Matt Fruge, who ran Roofmark Construction in Dallas Fort Worth for more than 15 years and is a U.S. Navy veteran; based in Fort Worth, Texas.

Company status

private

Use cases & customers

Primary use cases

Insurance PDF to Xactimate ESX conversionProduction work and purchase ordersProfit and margin analysis by tradeAI assisted claim supplement responses

Target customers

Insurance restoration contractorsRoofing contractors doing insurance workSupplement companiesPublic adjusters

Integrations

Ingests insurance scope PDFs and sends the converted export directly to the contractor's Xactimate account, working within the Xactimate and XactAnalysis claims ecosystem.

Capability coverage

2.0 / 14 capabilities · 14%

Integrations & Tool CallingIngests insurance scope PDFs and sends the converted export to the contractor's Xactimate account within the XactAnalysis ecosystem; not a broad connector catalog (capout.ai). Partial
Workflow OrchestrationA single upload produces conversion, profit breakdown, material and labor orders, and claim dispute responses; a bounded vertical pipeline (capout.ai/resources/compare). Partial
Knowledge Grounding & RAGExtracts line items, pricing, and scope from PDFs, and the AI Claim Assistant grounds denial responses in manufacturer specs, building codes, and adjuster training materials (capout.ai/resources/compare). Partial
Human Oversight & GuardrailsThe contractor reviews profit breakdowns and generated orders before production; assistive rather than autonomous (capout.ai/author/matt-fruge). Partial
Security, Identity & GovernanceNo security certifications, identity, or governance features documented for CapOut (capout.ai). Unable to verify
Observability & AuditabilityJob level insights and margin visibility are product output, not agent observability or audit logging (capout.ai/resources/compare). Unable to verify
Memory & State PersistenceNo memory or state persistence documented (capout.ai). Unable to verify
Deployment & Data ResidencyCloud SaaS; no on premise or data residency options documented (capout.ai). Unable to verify
Prebuilt Agents / Templates / PacksA single vertical workflow, not an installable template or pack library (capout.ai). Unable to verify
Triggers & Channel CoverageUpload driven and on demand; no autonomous triggers or multi channel coverage documented (capout.ai/resources/compare). Unable to verify
Model Flexibility & RoutingNo user facing model choice or routing documented (capout.ai). Unable to verify
APIs / SDKs / MCP ExtensibilityNo public developer API, SDK, or MCP documented; the Xactimate export is an integration, not extensibility (capout.ai). Unable to verify
Testing, Debugging & OptimizationNo agent testing or evaluation tooling documented (capout.ai). Unable to verify
Browser / Computer-useNo browser or computer use documented (capout.ai). Unable to verify

Recent platform changes

No recent material changes tracked yet.

Pricing

Free to start with a small token allotment and no credit card. Usage runs on a token model and paid tier figures are not published.

Token based usage; consumption scales with the number of claims and documents processed.

Public — partialHigh variable costFree tierTrial available

Included quota

300 free tokens to start.

Cost watchouts

Token consumption scales directly with claim and document volume; heavy users will need paid token packs whose rates are not published.

Variable cost rationale

A token model means cost rises directly with the number of claims and documents processed, so high volume contractors carry meaningful usage based exposure.

Overage / add-ons

Additional usage consumes tokens beyond the free allotment.

Sales call required

No — self-serve available

Free / trial

Free to start with 300 tokens, no credit card.

Lowest paid plan

Not published.

Key ambiguities

The free token allotment and token model are public, but paid token pack or subscription figures are not published.

Verified 2026-07-09

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