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

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How Calmar works

Employee Desktop Sessions

Excel
VLM
windows

Excel

Outlook
VLM
macos

Outlook

Chrome
VLM
macos

Chrome

Salesforce
VLM
windows

Salesforce

Teams
VLM
macos

Teams

SAP
VLM
windows

SAP

Calmar VLM

Operational Insights

Enterprise GPT

Context-aware AI for your org

COO Agent

Operational intelligence

Process Mining

Automated workflow maps

Knowledge Base

Auto-updated documentation

1

Record

Deploy our lightweight desktop recorder across your workforce. It silently captures screen activity with no workflow changes needed.

2

Understand

Calmar builds semantic process maps from real activity to surface bottlenecks, repetitive patterns, and automation opportunities.

3

Automate

Deploy AI agents with full operational context and automate workflows end-to-end across any application your teams use.

Recordings never leave the device. Fully local and encrypted video-based process mining.

Google Gemma 3n - On-device AI model

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.

Traditional solutions fail to semantically task mine enterprise workforces.

Calmar
Celonis
Tasks Mining
Local VLM
Desktop Logging
Clone Workforce
Doc Workflows
Vector Embed
Enterprise GPT
Restructuring
Total Features
8/8
1/8

Calmar excels in modern enterprise complexity at scale across workflows and teams.

Healthcare
High Tech
Insurance
Life Sciences & Pharma
Logistics & Transportation
Manufacturing
Government
Retail & CPG
Telecommunications
Banking & Financial Services
Energy & Utilities
Automotive
Aerospace & Defense
Media & Entertainment
Education
Professional Services
Legal & Compliance
Real Estate
Banking & Financial Services
Energy & Utilities
Automotive
Aerospace & Defense
Media & Entertainment
Education
Professional Services
Legal & Compliance
Real Estate
Healthcare
High Tech
Insurance
Life Sciences & Pharma
Logistics & Transportation
Manufacturing
Government
Retail & CPG
Telecommunications

Tier 1 ML engineers for your business case.

Building the strongest AI engineering team in Munich and San Francisco. Advised and backed by industry experts from Palantir, McKinsey, and Stanford University.

TUMPalantirMcKinseyStanford
San Francisco Office
San Francisco
Munich Office
Munich

08.12.2025

Calmar
Google for Developers

Integrating Google's Titans architecture for long term context in your enterprise.

With Google for Developers, Calmar is deploying Titans + MIRAS for enterprise AI teams, delivering durable long-term memory without retraining.