about chain
We built the platform we wished existed
when we were the ones on the floor.
chain exists because most operational intelligence tools are built by people who have never worked in operations. They look great in a demo and fall apart on a factory floor, in a hospital supply room, or on a job site.
This platform was designed from the ground up around how operations actually work — shift patterns, kanban systems, par levels, pick waves, service intervals. The AI agent reads from your existing systems with read-only access, applies dual-LLM quality control to every output, and delivers custom analytics tailored to each audience. No rip and replace. No disruption.
The result is a platform with 43 MCP tools across 4 industry verticals, automated workflows that run on schedule, and severity-based alerting that routes the right information to the right people at the right time.
Operations-First Design
Built around real operational patterns — shift schedules, kanban systems, par levels, pick waves, service intervals. Not generic dashboards retrofitted to industry.
Production-Grade AI
43 MCP tools across 4 verticals, each with read-only database access, severity-based alerting, and automated report generation. Tested against 27,863 rows of realistic data.
Zero-Disruption Integration
Connects to your existing systems — ERP, MES, WMS, SCADA — without installing new software, changing workflows, or risking your operations.
Why chain
Built from real operations experience, not a consulting playbook.
Read-Only Safety
Our agent never writes to your systems. Zero risk to your operations, your data, or your uptime.
No Rip and Replace
Works with whatever systems you already have — ERP, MES, WMS, SCADA. No new software to install or maintain.
Dual-LLM Quality Control
Every output passes through a generator and a validator. No hallucinated data reaches your team.
Custom Analytics Per Audience
Floor staff see action items. Managers see trends. Executives see KPIs. Same data, different lens.
Fully Automated Delivery
Daily checks at 6 AM. Weekly reports on Monday. Monthly dashboards on the 1st. All delivered without human intervention.