AI for the people who actually run the plant.

AR-native CMMS for food & beverage operators — built by a maintenance worker, not a startup founder.

See ChatterFix
Built by an operator

Fred Taylor

The CMMS market is a million dashboards built by software people for software people. I built one for the guy under the conveyor with grease on his hands.

Ten years on the maintenance floor. Tired of UpKeep, MaintainX, and CMMS tools designed by people who've never bolted on a coupling at 3 AM. Built ChatterFix because nothing on the market actually worked for the people doing the work.

ChatterFix

The CMMS that listens, sees, and remembers.

  • Drop your equipment manuals → automatic PM schedules in minutes, not weeks
  • Voice-create work orders from Brilliant Labs Halo glasses — no clipboards, no typing
  • Automatic FDA SQF / HACCP audit evidence from every voice command and vision capture
See ChatterFix
ChatterFix landing page — AR-native CMMS for food & beverage manufacturing
One platform. Three add-ons.

Your maintenance department, in one place.

SafetyFix

Voice-first incident reports + vision-based PPE checks. OSHA-ready.

QualityFix

ISO 9001 inspection workflows + CAPA tracking + AR-guided part inspection on Halo.

LineSmart

Drop a manual, generate bilingual training modules with quizzes and per-tech analytics.

Already running another CMMS?

Already on UpKeep, MaintainX, eMaint, Limble, or just spreadsheets?

Don't switch. Drop your CSV — get equipment health scores, downtime patterns, KPI dashboards, and AI-powered insights your CMMS doesn't show you. Voice + Vision built in.

Try Manager Analytics
Indie founder running multiple products?

Stop writing the same posts twice.

AI content tool for indie founders running multiple products. Project-aware drafts in your voice, with images, ready to ship to Slack or X in 30 seconds. First 50 founders: 90 days free.

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Custom Builds

Need something we don't sell yet?

Everything on this page — ChatterFix, El Gringo, the analytics dashboard, the autotrader — was built by one person. If your operation needs an AI tool that doesn't exist yet, ship me the brief.

CMMS migrations + integrations

Move from UpKeep / MaintainX / spreadsheets onto ChatterFix or stitch your existing CMMS into something smarter.

Voice + vision apps

Industrial workflows on Halo glasses, mobile, or kiosk. Voice work orders, OCR meter readings, AR PM checklists.

Compliance auto-doc pipelines

Turn voice + vision events into audit-grade evidence. FDA SQF, HACCP, ISO 9001 — minutes instead of days.

Multi-agent AI builds

Custom agent teams on top of El Gringo. ChatGPT + Gemini + Grok + Qwen + Llama, MCP-enabled, your tools, your domain.

And other AI builds — dashboards, scrapers, automations, ML pipelines, anything that pays the bills and helps real people.

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El Gringo

Six AI models collaborating on every answer.

ChatGPT, Gemini, Grok, Qwen, and Llama debate, review each other's work, and converge on the response. Persistent memory across sessions. Self-improving tools. Open-source on GitHub.

ChatGPT
Gemini
Grok
Qwen
Llama
MCP