Clone your workforce.
Workforce intelligence that gives your AI agents real-time context about what your teams are actually doing.
Trusted by teams from leading institutions
Let's show you how Calmar works for your firm:
Roll out Calmar to your workforce.
Deploy our open-source desktop client in minutes. Silent installation via standard MDM tools — zero user intervention required.
Gather data. Mine opportunities.
Calmar documents workflows over weeks and months, continuously mining for repetitive patterns and high-ROI automation opportunities.
Deploy agents with context.
Build automations that understand the full context. From simple tasks to complex cross-application workflows.
The Platform
Your entire enterprise workforce productivity in one view.
Semantic logs that understand intent and context—not keystrokes. Surface automation opportunities and restructuring insights across your organization.
Workforce Overview
Individual View
Live Workflow Analysis
Watch your processes come to life.
Cloned employees in tooling
familiar to you
workforce
Privacy by Design
Powered by Google's latest on-device AI.
Gemma 3n runs locally on every employee machine. No cloud. No uploads. Just intelligent context extraction that stays private.
100% On-Device
Screen analysis runs entirely on employee machines. Raw data never leaves the device.
Embeddings Only
Screenshots are processed and discarded instantly. Only semantic vectors are transmitted.
Employee Control
Team members can pause or exclude apps anytime. Full transparency over their data.
Why Calmar
Traditional solutions fail enterprise requirements.
| Features | Calmar | |  |  |  |  Larridin |  Viven AI |  |
|---|---|---|---|---|---|---|---|---|
Tasks Mining | ||||||||
Locally processing (VLM) | ||||||||
Semantic desktop logging | ||||||||
Cloning workforce | ||||||||
Documenting workflows | ||||||||
Vector Embedding workforce | ||||||||
Integrating into enterprise GPT | ||||||||
Restructuring Copilot |
Deploy across industries.
Enterprise-grade by design.
Mid-Cap Companies
300-1000 employees scaling operations
Enterprises
Fortune 500 digital transformation
Analysis Consultancies
Due diligence & operational audits
Restructuring Consultancies
Carve-outs & workforce optimization
Accelerating transformation in every industry
Enterprise modernization
01Maximize the value of your stack by optimizing application usage, delivering effective migrations, and deploying new technology with context on how your processes run
Operationalize AI at scale
02Calmar gives enterprise AI the missing operational context it needs, and provides you with the tools to analyze, design, and operate your business processes.
Cost takeout at speed
03Understand which activities are leading to the highest cost, then rapidly eliminate waste, rework, and unnecessary spend
Achieve sustainability targets
04Understand where you can reduce emissions through proactive process adjustments, then activate the right steps with your teams
Seamless customer experience
05Link your front-office activities to the back-office to deliver optimally at every touchpoint
The Team
Forward-deployed engineering.
Building the strongest AI engineering team in Munich and San Francisco. Advised and backed by industry experts from Celonis, Palantir, and McKinsey.
08.12.2025
Integrating Google's Titans architecture for long term context in your enterprise.
As part of Google for Developers, Calmar is pioneering the first enterprise implementation of the Titans + MIRAS framework — giving your AI agents infinite, updatable long-term memory without retraining.