ContextMAP — Data Interfaces for LLMs

The missing link between
your data and AI.

Your company already has the data. ContextMAP ingests, structures, and connects it — so AI truly understands your business.

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Zero
Friction setup
Live
Context sync
Full
Data control
The Problem

Your company has the data.
AI just can't see it.

Knowledge lives in silos. Every AI chat starts from scratch. No company is thinking in "context" yet — and that's where the gap is.

Data Silos

Emails, docs, meetings, expertise — spread across dozens of tools with zero connection.

Lost Context

Every AI session starts at zero. Who you are, what matters — you explain it every single time.

Blind AI

Your AI tools are powerful but have no access to the right data, at the right time, in the right structure.

No Context Thinking

Nobody is systematically preparing company data for AI. The ones who start now gain an unfair advantage.

The Solution

Three layers. One system.

Get data in as easily as possible — then the data-driven magic happens.

Layer 01 — Ingestion

Data Ingestion & Processing

Connectors to Gmail, Outlook, SharePoint, Google Drive. Automatic meeting transcription. All data chunked, cleaned, and embedded into a company-specific MCP server that expands live.

Gmail Outlook SharePoint Google Drive Video Calls
Layer 02 — Intelligence

Context Intelligence

RAG layer for precision retrieval. Knowledge graph linking people, projects, topics. Abstraction levels for CEO, Sales, and Department views. Admins control who sees which context.

RAG Retrieval Knowledge Graph Access Control Role Views
Layer 03 — Interface

ContextMAP Interface

Your data visualized in clusters. Workspace for AI agents and pipelines — from automated sales emails to full department briefings, all context-aware.

Visual Clusters Agent Workspace Pipelines Chat
Why ContextMAP

The operating system
for your AI rollout.

Zero-Friction

Connect Gmail, Outlook, Teams. No IT projects. Plug in and go.

Self-Expanding

New email arrives — context updates instantly. Always current.

Control-Preserving

See and control what AI knows. Role-based views. Full transparency.

"Palantir for the German Mittelstand."

Palantir turns scattered data into operational intelligence for corporations. ContextMAP does the same — for the metalworking business in Franconia with 80 employees.

The Team

Built by founders who ship.

Merlin Hemmerich
Merlin Hemmerich
Data Infrastructure

Ingestion pipelines, CLI tools, API integrations, MCP server backend. Everything that brings data in and makes it available.

Pipelines/APIs/CLI/MCP
Lionel
Lionel
Context & Interface

Context logic, knowledge graph, abstraction layers, visualization, and chat interface. Everything that gives meaning to data.

Knowledge Graph/RAG/Frontend/UX
YFN Incubator Batch 2026 — Demo Day: 30 May 2026
ContextMAP — Early Access.

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