A U.S. agricultural cooperative managing multi-site chemical mixing operations came to Armakuni for aI-powered proactive chemical safety monitoring and natural-language chatbot interface for SDS data querying.
The challenge
Scale: 142 Safety Data Sheet (SDS) files across chemical inventory; multi-user workforce handling chemical mixing daily.
What we built
Armakuni delivered aI-powered proactive chemical safety monitoring and natural-language chatbot interface for SDS data querying.
The outcomes
5 measurable outcomes shipped across the engagement. The ones that moved the business the most:
142 SDS documents structured and queryable. Every chemical safety document River Valley Cooperative relies on is now accessible as a unified, AI-queryable knowledge base rather than a collection of unrelated PDFs. Workers can retrieve hazard and compatibility information in seconds rather than minutes.
Three-tier safety decision output validated end to end.. The proactive monitoring workflow demonstrates reliable green, yellow, and red output from screenshot inputs, with yellow indicators providing specific hazard warnings and red indicators surfacing corrective actions. The accuracy of compatibility validation depends on SDS data…
Natural-language chemical safety queries resolved from verified sources.. The chatbot retrieves and synthesizes SDS data to answer domain-specific questions accurately, giving operators actionable guidance without requiring them to locate or read source documents manually.
Production-ready AWS architecture validated at PoC stage.. The deployment architecture supports a direct path to production without a platform rebuild. CI/CD pipelines, multi-AZ availability, security tooling, and auto-scaling are all in place from the first delivery.
Foundation established for a multi-phase production system.. The PoC is designed as the entry point for a broader production buildout. Live real-time monitoring, full integration with existing mixing software, and expanded AI capabilities are documented next steps on a clear roadmap.
Built on AWS
The production environment runs on 16 first-party AWS services. Delivered under our AWS Generative AI Services, AI Services, Cloud Native Development competencies.
