Control AI With Context And Confidence

The orchestration platform for engineers who need to build, run and scale AI

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Operational Agents
Document Processing Systems
Decision & Approval Systems
Data Copilots
Your Data - Measurable Results

Why Meibel?

Meibel keeps your AI performing at runtime with unified observability, adaptive orchestration, and continuous optimization.

Context
Control
Confidence
From your data

Context Engineering

Adaptive Data Ingest unifies structured, semi-structured, and unstructured sources. It deduplicates, infers schema, and tracks freshness so every query draws from clean, current, traceable data.

  • Adaptive Data Ingest

  • Structured Context Retrieval

  • Consistent Context Access

Context Engineering
Over behavior at scale

Workflow & Agent Control Runtime Governance

Runtime Execution Control enforces structure, contracts, and access rules across models and tools. Through Structured Orchestration, it routes each decision along the optimal path to balance performance, reliability, and cost.

  • Orchestrated AI Workflows

  • MCP Tool Execution

  • Deterministic Execution Paths

  • Feedback Loops

Workflow & Agent Control Runtime Governance
In what you can trust

Measurable Confidence at Runtime

Runtime Confidence Scoring evaluates every output across calibrated dimensions: correctness, coherence, grounding, usability. The score determines whether to return, enrich, switch models, or escalate for review.

  • Evidence-Backed Decisions

  • Outcome Provenance

  • Decision-Aware Automation

Measurable Confidence at Runtime

Compatibility

One Platform.
Endless Integrations

Meibel integrates seamlessly across your AI stack: orchestrating models, unifying data, and enforcing control wherever you run.

Any Model

Works with existing AI and ML models to ensure consistent, explainable, and governed performance across environments.

LLaMA by Meta
MISTRAL AI
Hugging Face
Anthropic
OpenAI
Gemini
Any Data Source

Connects internal databases, ERP systems, PDFs, CAD files, and project data into one unified, searchable layer.

OneDrive
salesforce
Google Disk
Notion
SharePoint
GIT
Any Environment

Runs within your existing infrastructure, whether cloud, hybrid, or on-prem, adding orchestration without disrupting operations.

aws
Azure
Google Cloud
Mastering VMware

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Take Control of Your AI

Empowering engineering and product teams of any size to quickly build, run and scale Explainable AI Experiences.

About the Platform

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.”

Use Cases

Your Data. Your Use Cases. Meibel Infrastructure

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.

From your data

Automated Contract Summarization with Confidence Scoring

  • Contracts reviewed in minutes, with summary + clause map
  • 80–90% of routine summaries handled automatically
  • Legal teams trust AI suggestions due to clear confidence thresholds
  • Every summary field tied to source clause for compliance   and audit
Manufacturing

Intelligent Document Extraction for Quoting and Compliance

  • 95% of structured fields extracted without manual review
  • High-risk values flagged before reaching downstream systems
  • Audit-ready: every number traceable back to the original PDF
  • Integration with quoting, billing, and compliance workflows

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Ready to Build Confident AI?

See how Meibel delivers the three Cs for AI systems that need to work at scale.

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