Solutions · Software companies

Ship agents in your product.On every customer's documents.

Your customers send you specs, contracts, records and forms. Meibel reads them, keeps each customer's data apart and runs the agents you ship, through the API, SDKs and MCP. Meibel handles the data. You build the product.

Book a demo Try it yourself

Or start free. No credit card.

One agent, every customerAPI · SDKS · MCP

CUSTOMER ASpec book checked against your product catalogown data

CUSTOMER BContracts read, every clause citedown data

CUSTOMER CScanned forms filled into your schemaown data

YOUR APPAnswers back through the API, or as an MCP toolscored

One agent in your product. Every session held to its own customer's data.

What you can ship

From the first upload to the answer in your app,
agents your customers use every day.

Start with the feature your customers ask for most. Every agent after it runs on the same platform.

READ WHAT CUSTOMERS SEND

Intake in any formatPDFs, scans, Word and Excel your customers upload, filled into your schema with a score on every value.

Checks against your catalogEvery line of a spec, quote or order matched against your own product data.

Orders from emailOrders and requests that arrive in an inbox, turned into records your app can use.

ANSWER IN YOUR APP

Chat on each customer's filesAn assistant in your product that answers from that customer's documents and cites the page.

Search a customer's whole librarySearch for meaning, query for exact values, across everything one customer has sent you.

Drafts from their documentsProposals, submittals and summaries drafted from the customer's own files, for their team to approve.

RUN IT FOR EVERY CUSTOMER

One agent, every customerA per-session policy holds each session to one customer's data. The agent itself never changes.

Where your customers workEvery agent is an MCP tool, so customers can call it from Copilot, Claude or your own app.

Versions you can comparePublish a new version and compare its scores before your customers see it.

See all use cases →

Why build on Meibel

Every customer sends a different format.
Meibel reads them all, for every customer.

New formats, read the first timeZero-shot: document types Meibel has never seen, read with no templates, training set or labeled examples. You define the schema.

Each customer kept apartEach customer in their own data sources, and every session held to one customer by its own policy.

A score and a source on every valueYour app can show customers where each answer came from. You decide what a low score triggers.

Your stack, your modelsAPI and SDKs for Python, TypeScript and Go, plus MCP. Meibel Cloud or your own infrastructure. Any model. LLM costs at cost.

Read the docs →How the platform works →

Built on Meibel

Software companies shipping on Meibel.

+400%

SpecBooks builds Meibel into its product for more than 10,000 construction customers. Every spec book is read and checked against 13 million parts. Bid volume is up 400%, with quote accuracy up 150%.

“We use Meibel to integrate generative AI into our SaaS product Specbooks+. We replaced thousands of lines of code and multiple other tools with better, measurable results.” Rob Murray, CEO, SpecBooks

Read the case study →

PARTNER · TETHEREE

Agents built for its clients, in the tools they use.

Tetheree designs and builds software for enterprises. It builds its clients' agents on Meibel and delivers the results where their teams already work, like Procore.

Building with us

WHAT WE HEAR FROM SOFTWARE TEAMS

Every customer, kept apart.

Teams building for many customers need each one's data kept separate, and agents they can offer to every customer without building a new one each time.

From our conversations

Questions software teams ask first.

How do we call Meibel from our product?

Through the API, or the SDKs for Python, TypeScript and Go, with an API key from the console. Every agent is also an MCP tool. Read the docs.

How do we keep each customer's data apart?

Give each customer their own data sources. When a session opens, attach a policy that holds it to that customer's data. A session policy can only narrow what the agent allows, so one agent can serve every customer.

Is it secure enough for our customers?

Meibel is SOC 2 Type II and HIPAA compliant. Run it in Meibel Cloud, a dedicated data plane or your own infrastructure.

What does it cost at volume?

Starter is free to begin. For volume, talk to us. Any model. LLM costs at cost.

How to start

Start with the feature your customers ask for most.

Pick one customer's documents and the answer they need, like a spec checked against your catalog. Run it through Meibel and measure it against what your team expects: what it caught, what it missed, how confident it was, and what it cost per document. Start with one workload. Scale efficiently.