Ship document-powered product features before they become infrastructure projects.

What your team can skip

Skip the heavy document infrastructure

With Claix, your team can avoid building the first version of the document platform customers did not ask to buy.

• Custom parsers for every document type
• A chunking pipeline
• An embedding-generation pipeline
• A vector database and index lifecycle
• Custom retrieval logic for every feature
• A separate citation and evidence system
• Repeated document reprocessing
• Custom multi-document joins
• Silent failure handling
• A human-review state from scratch

Claix does not remove the product work. It removes the infrastructure detour between a document arriving and your product being able to use it.

The product problem

Document features consume the roadmap before customers see the value

A document feature often looks small in a product roadmap. The hidden work comes afterwards: layouts, schemas, chunks, embeddings, vector indexes, evidence, incomplete data and new document types. For an early-stage startup, that infrastructure can consume the engineering capacity needed for the rest of the product.

• The feature becomes a platform before it becomes a product

  Before customers see value, your team may need parsers, chunking rules, embeddings, vector storage, retrieval logic, citations and validation. The infrastructure grows faster than the feature customers asked for.

• Your scarce engineers maintain plumbing instead of product

  Early teams need to spend limited engineering capacity on customer workflows, activation and retention—not on maintaining another internal document platform.

• Weak evidence becomes support work

  When users cannot see where a value came from, the product feels unreliable. Your team then spends time investigating extraction results instead of improving the core experience.

• A parser is not a product capability

  Customers quickly ask for follow-up questions, multiple files, comparisons, search and exception handling. Claix gives your team a path beyond one-shot extraction without a new architecture for every step.

• Uncertain data should not silently enter your product

  When documents affect billing, onboarding, contracts or operations, incomplete values need a review state before they update your database or trigger an action.

Before / with Claix

From infrastructure project to product feature

Start with the product surface. Earn the right to build deeper infrastructure later.

By stage

Useful at different points in the company

• MVP stage

  Validate document workflows without hiring a document-infrastructure team or committing to a vector stack before product-market fit. Prototype, test with users and change schemas quickly.

• First customers

  Turn the first working workflow into a reliable product capability without rebuilding the document layer for every new customer. Add evidence, exceptions and more document types.

• Growth

  Keep the product team focused on differentiated workflows while Claix handles the reusable document foundation. Less debt, more consistency across features.

Flexibility

Change the product without rebuilding the document stack

Early-stage products change quickly. A workflow that starts with invoice extraction may become onboarding, contract review or multi-document analysis. Claix lets your team change schemas, document types and surrounding agent logic without committing to a new parser, chunking strategy or vector index for every iteration.

1. 1.Change the schema without redoing everything.
2. 2.Add document types without creating another pipeline.
3. 3.Start with REST, then add webhooks or SDKs.
4. 4.Prototype with n8n or Make, then move to your backend.
5. 5.Add Knowledge Spaces when the feature needs them.
6. 6.Build internally later if volume justifies it.

Boundaries

What Claix does and does not replace

Product features

Document features a startup can ship

Present them as product capabilities, not as parser jobs.

• Document-based onboarding without a verification platform

  Turn application forms and supporting documents into structured account data. Hold incomplete submissions for review while your product controls the onboarding experience.

• Finance workflows inside your SaaS

  Extract merchant, amount, dates and line items, then create the billing or expense state your product uses.

• Contract intelligence with inspectable results

  Show parties, dates and terms with source evidence so users can review the output inside your product.

• Operations copilots from internal files

  Convert procedures, reports and operational documents into tasks or context for a product copilot.

• Document search without operating your own retrieval stack

  Let users query uploaded files and display the source behind the answer.

• Exceptions across related files

  Use a Knowledge Space to surface mismatches across invoices, purchase orders, delivery notes or onboarding documents.

In the product

Ship the feature, not the infrastructure project

Your startup owns the user experience and business logic. Claix handles the document operations that sit between file upload and product action.

1. 1

   The user uploads a file

   A customer uploads a PDF, invoice, contract, spreadsheet or email attachment through your product.

2. 2

   Your backend sends the document

   Your backend calls Claix with the file and the schema required by that product feature.

3. 3

   Claix returns structured data

   Your product receives JSON, source evidence and document context without building a private parsing and retrieval platform first.

4. 4

   Your product acts

   Your application creates an account state, prepares a billing record, opens a task or gives an agent the context it needs.

5. 5

   Uncertainty becomes review

   Missing, ambiguous or conflicting data enters a review state instead of silently updating your database.

6. 6

   The feature can grow

   Add follow-up questions, related files and Knowledge Spaces as the product matures—without creating a separate document architecture for every new capability.

Capabilities

Product behaviour, not a private document platform

Each capability is something users can experience in your product.

• Give your product usable data, not raw document text

  Define the schema your feature needs and receive structured JSON your backend can validate, store and act on. Your database remains the system of record.

• Make extracted data explainable in the product

  Show the source behind a field in your UI. Users and support teams can inspect the evidence instead of treating every extraction as an unexplained model output.

• Avoid reparsing every time a user asks a question

  Keep document context available for follow-up questions, onboarding steps and later product actions without rebuilding a retrieval flow for each interaction.

• Go from one document to a document set

  Query related customer files together without designing a new cross-document retrieval system for every feature.

• Make uncertainty part of the product

  Route missing, ambiguous or conflicting data to a review state. Your product can show what needs attention instead of silently saving a bad value.

• Keep your architecture flexible

  Start with a REST call from your backend, prototype with n8n or Make, or connect through an SDK. You can change the surrounding product architecture without rewriting the document layer from scratch.

Integrations

Fits the stack a startup already runs

• REST API from your backend, with Python and TypeScript SDKs if you want a client.
• Webhooks when extraction finishes and your job queue should continue.
• n8n and Make for prototypes and operational glue beside the product.
• Claix works alongside your database and agent framework. It does not replace them.

Questions

Questions startup teams ask