Principal Architect

46% faster first response, 82% less manual triage

Independent consulting

Through 1AYM, the practice designs and builds agent systems, retrieval and context services, and enterprise automations that have to show up in the operating numbers. Independent consulting produced systems associated with a 46% reduction in first-response time and an 82% reduction in manual triage, plus executive reporting.

First-response time down
46%
Manual triage down
82%
1AYM practice
Mar 2024–present

What was built

AI strategy, platform architecture and adoption work for founders, C-suite and directors: current-state discovery, use-case ranking, proof of concept, governance and rollout. Agent systems and harnesses used to validate strategy with working software before a wider bet.

The 46% and 82% figures are associated with production systems for operations teams, with executive reporting. They are not claimed as a universal benchmark.

Earlier delivery
Greenfield data warehouse and platform for 35,000+ users in Dubai (BMX Assets / Y Wait Global). Founded and ran a software agency for seven years from age 19.

Agent systems · RAG / context · Python · TypeScript · Executive reporting

Bring one workflow. We will tell you how we would approach it.

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