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COXIT
Engineer-led AI/ML development studio building custom AI for document- and drawing-heavy workflows — computer vision, LLMs, and AI agents. Production systems shipping for organizations such as Internet Archive and Stevens Industries. Based in the USA (Casper, Wyoming) and Ukraine (Lviv).
Their llms.txt
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# COXIT
> Engineer-led AI/ML development studio building custom AI for document- and drawing-heavy workflows — computer vision, LLMs, and AI agents. Production systems shipping for organizations such as Internet Archive and Stevens Industries. Based in the USA (Casper, Wyoming) and Ukraine (Lviv).
COXIT designs and ships custom AI systems end to end: scoping and proof of concept, model and pipeline development, and long-term production support. Independent AI audits are also offered. Engagements are led by senior engineers, and the team also provides staff augmentation (team extension) for AI/ML, Python, and C++ work.
## Services
- [AI Audit](https://coxit.co/service/ai-audit/): Independent technical review of an existing AI system or build plan — accuracy numbers, defect list, and a prioritized fix plan with time estimates.
- [AI/ML Software Development](https://coxit.co/service/machine-learning/): Custom AI systems — computer vision, LLMs, and agents for document-heavy workflows.
- [Team Extension](https://coxit.co/service/team-extension/): Senior engineers embedded on your team in 2–4 weeks at an all-inclusive rate.
- [LLM Evaluation](https://coxit.co/llm-evaluation/): Evaluation systems that measure how accurate an LLM system is — ground truth datasets, metrics, and automated runs that show whether each model or prompt change improves it.
## Case studies
- [Production Takeoff Tool for Stevens Industries](https://coxit.co/cases/estimation-stevens-part3/): Custom AI that cut cabinet estimating from ~6 hours to ~10 minutes at a large U.S. casework factory.
- [Spec Book AI Agent for Stevens Industries](https://coxit.co/cases/ai-powered-document-agent/): AI agent that reads architectural spec books to extract requirements from drawing-heavy documents.
- [Stevens Industries POC](https://coxit.co/cases/discovery-stevens-part1/): Discovery phase for machine-learning-powered estimation software in manufacturing.
- [Stevens Industries POC, Part 2](https://coxit.co/cases/poc-stevens-part2/): Proof of concept validating the estimation approach before custom development.
- [Multi-Agent Investment Research Platform for BRDGE Insights](https://coxit.co/cases/strem/): Multi-agent LLM system for fintech investment research.
- [AI-Powered Investment Research Platform — Foundation](https://coxit.co/cases/strem-discovery/): Discovery and architecture for the investment research platform.
- [Internet Archive](https://coxit.co/cases/archive-org/): Python engineering supporting large-scale book digitization for the world's largest online library.
- [Xperi](https://coxit.co/cases/xperi/): Multi-year embedded and backend engineering team extension.
- [Tempest](https://coxit.co/cases/tempest/): Backend engineers improving data parsers for a privacy-focused browser.
## Industries
- [Manufacturing](https://coxit.co/industry/manufacturing/): AI for estimating, takeoffs, submittals, and document workflows in woodworking and casework manufacturing.
## Resources
- [Ca
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