CapOut
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
independent
Use cases & customers
Primary use cases
Target customers
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.
In practice
Your estimator spends an hour rekeying every carrier scope into Xactimate. Upload the PDF to CapOut and a ready to work ESX, with line items, pricing, folders and F9 notes intact, lands in your Xactimate account.
Your team works forty to sixty carrier estimates a week. Batch processing turns each into structured claim data, so the job becomes a short review of line items and margins instead of retyping.
Your platform team wants carrier PDFs turned into structured data without a person in the loop. Your developers submit each PDF through CapOut's API or MCP server and pull back Contractor and Carrier ESX files when they are ready.
Sources & related URLs
Related / legacy domains
Agentic Index coverage score
4.0 / 14 capabilities · 29%
| Integrations & Tool Calling | Partial |
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CapOut sends the finished estimate as an ESX file directly to the contractor's Xactimate account once the XactNet address is entered in settings, with export taking about 45 seconds, and it works within the Xactimate and XactAnalysis claims ecosystem as an Xactimate integration partner. Cotality appears beside Xactimate among the platforms it works with, and the structured claim data is offered to estimating platforms, CRMs, suppliers and insurance technology companies, but no wider connector catalog is listed. SourceCapOut, capout.ai/get-started and capout.airead 2026-10-06 |
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| Workflow Orchestration | Partial |
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A single upload starts the work, as CapOut reads the carrier PDF, extracts the scope, line items, pricing, notes and folders, builds the estimate with a profit breakdown by trade and prepares material and labor orders, which are in beta, while batch processing handles claim flow at scale and the AI Claim Assistant drafts responses to denied line items. The sequence is CapOut's own, with no flow the contractor configures. SourceCapOut, capout.ai and capout.ai/get-startedread 2026-10-06 |
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| Knowledge Grounding & RAG | Partial |
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Extraction pulls the scope, line items, pricing, F9 notes, paid when incurred items and folder structure out of carrier PDFs, and the AI Claim Assistant grounds its responses to denied line items in manufacturer specifications, building codes and adjuster training materials. SourceCapOut, capout.ai and capout.ai/resources/compare/best-construction-estimating-softwareread 2026-10-06 |
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| Human Oversight & Guardrails | Full |
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After CapOut reads the PDF and prepares the estimate for review, the contractor confirms the extracted data and checks profit projections, and can add, edit or delete line items before exporting to Xactimate, so margins are seen before anything is committed and generated orders are reviewed before production. SourceCapOut, capout.ai/get-started and capout.ai/author/matt-frugeread 2026-10-06 |
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| Security, Identity & Governance | Partial |
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CapOut states that it is SOC 2 compliant and that all uploaded documents and job data are encrypted in transit and at rest, and a trust center run on Comp AI lists one framework, 25 policies and 35 controls, with a security questionnaire for procurement teams. Access is described only as controlled, with API keys authorized at the organization level and separate live and test keys, and no single sign on or user roles are named. SourceCapOut, capout.ai/get-started, trust.capout.ai and docs.capout.airead 2026-10-06 |
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| Observability & Auditability | Not documented |
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Each submitted document can be tracked through status checks, a list of the organization's documents and live updates over WebSocket or server sent events as work completes, which follows the job rather than the steps the AI took, and no audit log is described. Job level insights and margin visibility are part of the product's output. SourceCapOut, docs.capout.ai/api-reference/overview and capout.airead 2026-10-06 |
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| Memory & State Persistence | Not documented |
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No memory carried from one claim to the next is described, though the organization's submitted documents remain listed in its account and through the API. SourceCapOut, docs.capout.ai/api-reference/overviewread 2026-10-06 |
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| Deployment & Data Residency | Not documented |
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The service is hosted as cloud software, with its API at api.capout.ai and ESX downloads served through signed Amazon S3 links, and no on premises option, hosting region or data residency choice is described. SourceCapOut, docs.capout.ai/api-reference/overview and capout.airead 2026-10-06 |
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| Prebuilt Agents / Templates / Packs | Not documented |
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CapOut is a single workflow for insurance restoration contractors, with free calculators for profit, overhead and profit, depreciation and material waste beside it, and no installable templates or library of prebuilt agents. The Pay As You Go plan includes the first claim free, and the Pro plan supports unlimited users and locations. SourceCapOut, capout.ai and capout.ai/get-startedread 2026-10-06 |
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| Triggers & Channel Coverage | Not documented |
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Work starts when someone uploads a claim PDF in the app, or when another system submits a PDF, JSON or CSV estimate through the API or MCP server, and batch processing takes many claims at once. No schedule or inbound event starts CapOut on its own, and channels beyond upload are not described. SourceCapOut, capout.ai and docs.capout.ai/api-reference/overviewread 2026-10-06 |
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| Model Flexibility & Routing | Not documented |
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The models behind CapOut's extraction and the AI Claim Assistant are not named, and contractors have no choice of model or provider and no routing between them. SourceCapOut, capout.airead 2026-10-06 |
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| APIs / SDKs / MCP Extensibility | Full |
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A documented REST API at api.capout.ai, authenticated with an API key header, lets developers upload PDFs, JSON or CSV estimates, check status, list documents, download Contractor and Carrier ESX files and view the claim balance, with live status over WebSocket or server sent events. A hosted MCP server at mcp.capout.ai/mcp exposes the same workflow as twelve tools for ChatGPT, Claude, Codex and other MCP clients, from processing a PDF to managing XactNet addresses and switching API keys, alongside the Xactimate export. SourceCapOut, docs.capout.ai/api-reference/overview and /mcp/overviewread 2026-10-06 |
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| Testing, Debugging & Optimization | Not documented |
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Accuracy is reported at 99.99% across more than 3,000 validated real world scopes, CapOut's own measure of its extraction, and contractors get no testing or evaluation tooling for the AI. SourceCapOut, capout.airead 2026-10-06 |
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| Browser / Computer-use | Not documented |
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The work happens on uploaded documents, through the API and in the Xactimate export, and no control of a browser, desktop or other screen is described. SourceCapOut, capout.airead 2026-10-06 |
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The Agentic Index coverage score grades every vendor Full, Partial or Not documented against the same 14 buyer facing capabilities, from public evidence only. Each capability links to how all vendors in the index score on it. How this evidence is graded
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.
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 per the July capout.ai read, but paid token pack or subscription figures are not published. Warning for the next pass: aggregator listings carry a $99 starting price for CapOut; that figure appears on no first-party surface reached by any pass and is excluded, not corroborated.
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