Documents Become Data. Data Becomes Agents.

Meibel is an AI agent and document intelligence platform. Documents become structured, scored, traceable data. Agents act on it.

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Operational Agents
Document Processing Systems
Decision & Approval Systems
Data Copilots
AI GROUNDED IN YOUR DATA
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Why you need meibel

Most AI Stacks Give You Fragments. 
Meibel Gives You Answers

Every team building on LLMs hits the same wall: retrieval that degrades, agents that behave differently between runs, and outputs no one can verify. Your stack is not broken. It's incomplete.

Your retrieval is probabilistic

Results change across loads, data updates, and versions. No one knows why, and no one can reproduce the failure.

Your agents are unpredictable

Execution paths vary between runs. Tool calls fail silently. You only find out when the final answer is wrong.

You can't measure trust

The model sounds confident whether it's right or wrong. Evals look fine. Production doesn't match.

The Solution

One Orchestration Engine. No glue code

Meibel replaces the brittle stack of DIY RAG, custom preprocessing, MCP gateways, and observability tools. Point it at your data. Build. Ship.

Ingest & Understand
Build Agents
Score & Verify
Embed or Deploy
Context

Ingest & Understand

Connect any data source, Cloud or API. Meibel automatically classifies, segments, and structures every element: charts, tables, images, text, and cross-document references.

Ingest & Understand
Control

Build Agents

Compose agentic workflows with your data as tools. Attach external capabilities. Your data, external APIs, and LLMs work together in            a single, inspectable execution environment.

Build Agents
Confidence

Score & Verify

Every output is evaluated across 14 confidence dimensions. See exactly which sources drove the answer and how relevant each was.

Score & Verify
Control

Embed or Deploy

Integrate via API or SDK into your existing application. Use webhooks to trigger downstream workflows. Or publish a hosted UI for non-technical users.

Embed or Deploy

Data Ingest

Any Data Format. Enterprise Volumes.
No preprocessing

Point Meibel at your data. It handles classification, processing, and structuring. No pipeline to build, no schema to define, no infrastructure to manage.

Meibel Dashboard

Case studies

Built on Meibel

Meibel is on a mission to make explainable AI the standard. We envision a world where AI systems are transparent, accountable, and harnessed for the benefit of all.

Consulting and Professional Services

Toffler: AI-Powered Foresight Platform with Confidence Scoring

  • Expert analysis that once took weeks delivered in days, at scale
  • Every output includes sources, confidence scores, and a full record of how it was produced
  • Clients operate the system themselves without contacting an analyst
  • Analysts stay in the loop for review, not for daily production work
Toffler: AI-Powered Foresight Platform with Confidence Scoring
Construction / SaaS

Specbooks: Automated RFP Processing and Quoting Software

  • Bid volume increased 400%, quote accuracy improved 150%, no new engineers hired
  • Complex documents that required manual review are now processed automatically
  • Thousands of lines of custom OCR code replaced by a single platform integration
  • All 10,000 customers benefit from faster, more accurate quotes
Specbooks: Automated RFP Processing and Quoting Software
Construction / Federal Contracting

Tetheree: Federal Proposal Automation with Source Traceability

  • Documents that took weeks to review now synthesized in days, more bids without added headcount
  • Semantic search replaces SharePoint syntax searches across hundreds of pages
  • Omissions and inconsistencies caught automatically before submission, not after
  • Every extracted value linked to its exact source location for federal compliance
Tetheree: Federal Proposal Automation with Source Traceability
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Try Meibel

Build Your First AI Agent Free

Upload a real document, the messy kind. Get back structured data.
Then build an agent on it and run the same thing at whatever volume you have.

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