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.

Sign Up Free
Tree
Operational Agents
Document Processing Systems
Decision & Approval Systems
Data Copilots
AI GROUNDED IN YOUR DATA

Why Meibel?

One platform to understand your documents, structure the data, and run the agents that act on it, with confidence scored into every step.

Context
Control
Confidence
Document Intelligence
Unstructured Data Extraction

Context Engineering From Your Documents

Documents become structured, source-traceable data. Tables stay tables, charts become data, and every extracted value carries its own quality score. Formats change. Your pipeline does not.

  • 25+ document formats detected

  • Tables stay tables

  • Charts processed, handwriting recognized

  • Cross-references resolved

Context Engineering From Your Documents
AI Agents
LLM Hardrails
AI Runtime Orchestration

Agent Control & Runtime Governance

You define the agent: instructions, data sources, tools, and output schema. Hardrails enforce exactly what the agent can see and do at runtime, before the model call, during data access, and at every tool execution.

  • Agent definitions versioned, immutable

  • Execution policies enforced before the model runs

  • Approval gates on any step

  • One agent, unlimited scopes

Agent Control & Runtime Governance
AI Confidence Scoring
Source Tracing
Drift Detection

Confidence You Can Measure

Meibel scores every extraction and every agent step across independent dimensions: Correctness, Coherence, Completeness, Faithfulness, Relevance, and OCR Confidence. Scoring is built into execution, not bolted on after.

  • Evidence-Backed Decisions

  • Outcome Provenance

  • Decision-Aware Automation

Confidence You Can Measure
Trusted by:

THE category

Build AI Agents
Grounded in Your Documents

Decorative

AI Agent Builders

  • Ororchestrate AI workflows

  • Multi-step tool routing

Document Extraction Tools

  • Parse PDFs, tables, scans

  • Structured data output

AI Observability & Governance

  • Confidence scoring

  • Audit trails & access controls

Decorative
Deep document understanding
Agentic automation
Hardrails enforcement
Built-in confidence scoring

Document Intelligence

Structure preserved. Every field scored.

Most AI pipelines flatten documents into plain text and lose the structure that makes them valuable. Meibel reads them as they exist: tables      with rows and columns intact, charts converted to queryable data, handwriting recognized alongside type, and cross-references resolved across your entire corpus. Every extracted value carries a confidence score and a link to its exact location on the source page. Your agents inherit this understanding and reason from it directly.

Learn More
Ingest and parse

Agents

Define the work. The platform runs it at any scale.

Build agents that draw from your documents, structured databases, and external tools in a single reasoning step. Define the instructions, the data sources, the tools, and the output schema. The platform runs it, checkpointed at every step, with confidence scores on every output. The same agent that processes one item interactively processes millions in batch. No code changes. Every decision recorded. Every answer traceable to its source.

Extract and trace

Hardrails

What agents can see & use.

System prompts tell an agent what to do. Hardrails enforces what it can do. Execution policies define exactly which documents, tables, tools, and parameters each agent can access. The platform applies those constraints before the model call, during data retrieval, and at every tool execution. Build one agent and deploy it across thousands of customers or departments. Each session is scoped to exactly what it should see, enforced by the platform, not by the prompt.

Score and route

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

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.

What Our Clients Say

Trusted by AI Builders Worldwide

Dave Baber, Managing Director, Toffler Associates
Dave Baber
Managing Director, Toffler Associates

“Meibel's Generative AI platform has unlocked the full potential of SINE, our foresight analysis and scenario product. The Confidence Framework builds trust and transparency into SINE’s AI-driven insights that empowers our customers to confidently navigate complex strategic planning.”

Dan Wroten, Senior Vice President, Public Sector FAST
Dan Wroten
Senior Vice President, Public Sector FAST

“Meibel’s Generative AI Platform allows FAST, along with our subordinate Supporting Effort, to expand the scope of US Army projects we are bidding on. We now deliver AI within our solutions that opens new opportunities, ensuring the military of the transparency, accountability and confidence they require.”

Paul Liggett, CEO, Cloud Eleven
Paul Liggett
CEO, Cloud Eleven

“Meibel is a foundational technology for our Generative AI practice. Our customers demand accountability and transparency from AI solutions, along with seamless integration into their existing operations and workflows. Meibel's platform delivers on all fronts.”

featured in:

REQUEST A DEMO

Start Building AI You Can Measure & Trust

Bring transparency, traceability, and proof to every model,
at runtime.

Meibel Document Intelligence is LIVE! What's inside your documents that other tools miss?

Try it on your files