MergeOn Intelligence Layer

Use Public LLMs on Private Data.
Without Exposing Anything.

MIL is the intelligence layer between your enterprise data and any LLM. Your sensitive data never leaves your environment. Models get structured context with full evidence chains.

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The Problem

Why Enterprise AI Adoption Is Blocked

Companies want Claude and GPT-4. But their data is too sensitive to send to external APIs. So they're stuck.

✗PII can't leave the firewall
✗Compliance blocks external APIs
✗Private LLMs are expensive & worse
✗Fine-tuning destroys auditability
✗RAG leaks context to models
✗No evidence trail for AI answers
✗Divisions siloed, can't unify
✗Acquisitions stuck in limbo
How It Works

The MIL Architecture

MIL sits between any LLM and your enterprise data. Models request context from MIL — they never touch your raw data.

User
Asks question
Any LLM
Claude / GPT / Gemini
MIL
MIL Gateway
Sanitize & Structure
Your Data
Never leaves
The LLM never sees your raw data
MIL provides sanitized, structured context packets with full evidence chains. PII stays in your environment.
Inside MIL

The 6-Stage Context Pipeline

Every query passes through MIL's pipeline before any data reaches the model.

1
Intent Detection
Understand what the user actually needs
2
Entity Linking
Map to your canonical schemas
3
Context Selection
Pull only relevant evidence
4
Retrieval Policy
Apply access controls & permissions
5
Redaction
Strip PII, secrets, sensitive data
6
Context Shaping
Structure for optimal LLM reasoning
What MIL Enables

Enterprise AI Without Compromise

Cross-Domain RAG

Query across all divisions, subsidiaries, and acquired companies with a single prompt. MIL unifies without migrating.

M&A Integration

Acquired company data accessible to AI immediately. No schema harmonization, no multi-year migrations.

Legacy System Access

Mainframes, proprietary databases, file shares — all accessible to modern AI through MIL connectors.

Compliance by Design

Every query logged. Every response evidence-linked. Every access controlled. Auditors love it.

Why MIL

Technical Advantages

Zero Data Exposure

PII never leaves your firewall

Best-in-Class Models

Use Claude, GPT-4, Gemini — not weak private models

Model Agnostic

Switch providers without re-architecture

Evidence Chains

Every answer traces to source documents

Real-Time Updates

New data accessible immediately

Audit Everything

Complete query and response logging

No Fine-Tuning

Knowledge stays external and versioned

Instant Rollback

Version control for all context

Integration

Connect Everything

Data Sources

DocumentsDatabasesKnowledge GraphsFile SystemsERPsCRMsData LakesAPIs

LLM Providers

OpenAIAnthropicGoogleCohereAzure OpenAIAWS BedrockCustom Models

Stop Choosing Between AI and Privacy

MIL lets you deploy enterprise AI without exposing sensitive data. Get the best models, keep full control.

Request MIL Access