At Griffin Global Technologies, LLC, I architected a production speech-to-speech AI payment platform that increased automated payment conversion by ~50%. I built its Python FastAPI services and integrated Amazon Bedrock and LiveKit, with human escalation for calls that needed support.
I reduced AI infrastructure spend by ~85% by replacing an imported model workload with deterministic local scoring, validated across 61 test suites and live call testing. I also re-engineered telephony around self-hosted LiveKit and VICIdial, cutting call hangup latency from minutes to under 2 seconds.
Earlier, at Afyabook, I designed an idempotent payment engine that prevented duplicate M-Pesa and card charges in production and automated reconciliation against the Safaricom Daraja API, reducing failed transactions by 60%. At Elewa LLC, I architected an event-driven payment platform and standardized cloud provisioning, reducing production incidents by 40%.

