Selected work / Client identities removed

Production became
understandable.

Six real engagements. Different products, same pattern: find what’s expensive and unclear, put a few lasting fixes in place, and leave the team able to run it without you as the firefighter.

02Production AI + voice

Reliability became part of every release

BeforeModel quality, recording jobs, infrastructure health, and cost were each watched in isolation — so nobody saw the full reliability picture.

ResultRelease checks, a safer recording path, clearer AWS ops, and usage metrics that don’t expose content — so reliability could be measured.

Read the reliability case
05Connected device platform

Platform scale stopped limiting device growth

BeforeAbout 10,000 one-star App Store reviews exposed reliability issues that made investing in more devices a bad bet.

ResultA horizontally scalable redesign stopped the mass one-star pattern and removed the platform limit that was blocking device growth.

Read the scale case
06Serverless content platform

A multi-source catalog, built serverless from zero

BeforeContent lived across several external providers with different shapes, languages, and update cadences, and there was no platform to unify it.

ResultA serverless AWS platform from scratch — Lambda, DynamoDB, API Gateway, Terraform and CI/CD from day one — plus a separate service for large-file delivery.

Read the serverless case