
Datch is an AI-powered platform designed to improve plant Overall Equipment Effectiveness (OEE) by providing frontline staff with instant access to operational context and expertise. Their flagship product, Diagnostic Agent, uses a proprietary suite of AI services to extract, clean, and connect data from various sources like work orders, schematics, manuals, and alarms. This enables faster, first-time-right fixes, reducing plant downtime by up to 10%. Datch's technology addresses messy data environments by making even incomplete or paper-based data usable. The platform also focuses on high adoption rates and retaining institutional knowledge by learning from past fixes and experienced technicians. Key features include a customized ontology, precision data extraction, AI-driven enrichment, adaptive learning, and knowledge gap detection, all powered by their Cortex™ intelligence engine. Datch also offers Asset Insights for industrial organizations to leverage AI for asset management and Mobile EAM (D/4AM) for real-time, on-site plant maintenance management, integrating with systems like SAP PM.

Datch is an AI-powered platform designed to improve plant Overall Equipment Effectiveness (OEE) by providing frontline staff with instant access to operational context and expertise. Their flagship product, Diagnostic Agent, uses a proprietary suite of AI services to extract, clean, and connect data from various sources like work orders, schematics, manuals, and alarms. This enables faster, first-time-right fixes, reducing plant downtime by up to 10%. Datch's technology addresses messy data environments by making even incomplete or paper-based data usable. The platform also focuses on high adoption rates and retaining institutional knowledge by learning from past fixes and experienced technicians. Key features include a customized ontology, precision data extraction, AI-driven enrichment, adaptive learning, and knowledge gap detection, all powered by their Cortex™ intelligence engine. Datch also offers Asset Insights for industrial organizations to leverage AI for asset management and Mobile EAM (D/4AM) for real-time, on-site plant maintenance management, integrating with systems like SAP PM.
Stage / Funding: Series A with ~$31.2M total raised (including $10M in Jul 2022 and $15M extension Aug 7, 2024)
Headquarters: San Francisco, United States
Employee count: 41
Product focus: AI/voice Diagnostic Agent for frontline maintenance to improve OEE
Frontline asset maintenance and industrial operations; addressing fragmented, paper-based or incomplete operational data to improve troubleshooting and OEE.
2018
Enterprise software / Industrial maintenance (Frontline AI)
10000000.00
Series A announced July 26, 2022
15000000.00
Series A extension announced Aug 7, 2024 with support from existing investors
“Includes strategic and sector-focused investors such as Blackhorn Ventures, Third Prime, Blue Bear Capital and Susquehanna International Group”