Extend
AI native document processing cloud that rebuilds extraction on large language models, turning messy PDFs, scans, and handwriting into structured, validated data through durable pipelines with built in evaluation.
Extend is an AI native document processing platform that rebuilds document intelligence from the ground up on large language models rather than legacy optical character recognition. Founded in 2023 by chief executive Kushal Byatnal and chief technology officer Eli Badgio, both of whom built data quality and validation pipelines at Flatiron Health, the company set out to turn messy, unstructured documents into structured, production ready data that technical teams can trust. It raised seventeen million dollars in seed and Series A funding led by Innovation Endeavors, with Y Combinator among its backers, and reached profitability early.
The platform handles the documents that break older tools: complex tables, merged cells, signatures, handwriting, images, and degraded scans. At its core is an agentic approach that uses vision language models to review and correct low confidence extractions, combined with an ensemble of frontier models and proprietary context engineering. Extend reports accuracy in the mid to high ninety percent range across use cases, and it covers the full lifecycle from parsing and classification through extraction, splitting, validation, and conversion to clean markdown for downstream language model use.
Two capabilities set Extend apart from raw extraction. Its Composer optimization agent lets a team upload a few sample documents and then automatically generates and refines the extraction schema, running optimization loops in the background so accuracy improves over time without manual prompt tuning. Alongside it, a built in evaluation framework produces accuracy reports at both the field and document level, catches regressions, and supports schema versioning with draft, publish, and pin controls, so domain experts can iterate and ship with confidence from one interface rather than brittle scripts.
Extend is built for developers first, with modern application programming interfaces and end to end orchestration that lets teams compose multi step workflows to parse, split, extract, validate, and route documents, with versioning and durability built in. Teams can toggle between processing modes tuned for low latency, bulk cost efficiency, or maximum accuracy. Customers including Brex, Square, Checkr, and Flatiron Health rely on Extend to process millions of documents where a single error is costly, across finance, healthcare, and logistics.
Vendor details
Canonical URL
https://extend.ai
Category
Enterprise operations agent
Company status
independent
Use cases & customers
In practice
A fintech team needs to pull fields from thousands of bank statements and loan applications with near perfect accuracy. Extend classifies each document, extracts the data, and flags only the low confidence cases for human review.
Your operations team is drowning in handwritten forms and degraded scans that legacy optical character recognition mangles. Extend uses vision language models to read and correct them, returning clean structured data ready for your systems.
An engineering team wants to stop maintaining brittle extraction scripts. They upload sample documents to Extend Composer, which generates a tuned schema, runs evals, catches regressions, and improves accuracy in the background.
Sources & related URLs
Research notes
AI-native document processing cloud built on LLMs/VLMs; agentic OCR with VLM correction, ensemble frontier models; full pipeline parse/classify/extract/split/validate/markdown; Composer optimization agent (auto schema gen + background optimization); built-in eval framework (field/doc-level accuracy, regressions), schema versioning; API-first, durable multi-step orchestration, processing modes (latency/cost/accuracy); $17M seed+A (Innovation Endeavors, YC); founders Kushal Byatnal + Eli Badgio (ex-Flatiron Health); customers Brex, Square, Checkr, Flatiron Health, HomeLight. Domain extend.ai.
Capability coverage
4.5 / 14 capabilities · 32%
| Integrations & Tool CallingExtend is built application programming interface first with end to end orchestration that routes extracted data into downstream systems, solid pipeline integration though short of a broad catalog of prebuilt business connectors, so partial. | Partial |
|---|---|
| Workflow OrchestrationExtend provides end to end orchestration for document pipelines, letting teams build durable multi step workflows that parse, split, extract, validate, and route with versioning built in, a genuine autonomous pipeline engine, so full. | Full |
| Knowledge Grounding & RAGExtend converts documents into structured data and clean markdown for downstream language model use, but a citation grounded retrieval or first class knowledge base of its own could not be verified. | Unable to verify |
| Human Oversight & GuardrailsExtend runs a production validation layer that flags extractions below a confidence threshold for human review, a human in the loop gate short of a broader runtime governance engine, so partial. | Partial |
| Security, Identity & GovernanceExtend serves regulated finance and healthcare customers, but named security certifications, single sign on, or role based access controls could not be verified in public sources. | Unable to verify |
| Observability & AuditabilityExtend generates accuracy reports at the field and document level and tracks extraction quality over time to catch regressions, strong quality observability short of a full per action agent audit trail, so partial. | Partial |
| Memory & State PersistenceExtend offers schema versioning and pipelines that improve over time, but persistent cross session agent memory could not be verified. | Unable to verify |
| Deployment & Data ResidencyExtend is delivered as a document processing cloud, and a self host, on premises, or data residency option could not be verified. | Unable to verify |
| Prebuilt Agents, Templates & PacksExtend can auto generate a tailored extraction schema from sample documents, but a browsable library of prebuilt templates or cloneable agents could not be verified. | Unable to verify |
| Triggers & Channel CoverageExtend is invoked through its developer application programming interface, so broad multichannel or event driven trigger coverage could not be verified. | Unable to verify |
| Model Flexibility & RoutingExtend runs an ensemble of multiple frontier large language models and lets users toggle processing modes tuned for latency, cost, or accuracy, user facing routing across models short of open model choice, so partial. | Partial |
| APIs, SDKs & MCP ExtensibilityExtend is application programming interface first with modern developer interfaces for document processing, though a matching software development kit and Model Context Protocol server were not both confirmed, so partial. | Partial |
| Testing, Debugging & OptimizationExtend ships a built in evaluation framework with field and document level accuracy reports plus a Composer optimization agent that refines schemas and catches regressions, first class testing and optimization tooling, so full. | Full |
| Browser & Computer UseFor Extend, general browser or computer use could not be verified. | Unable to verify |
Pricing
Self serve, usage based pricing
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