Teams at Product.ai

Owner of an end-to-end consumer-scale probabilistic forecasting system (the Sale Calendar): build models from verified sale history, backtest and calibrate forecasts, pool across sparse series, define abstention and scoring policies, and convert predictive distributions into calibrated consumer-facing verdicts. Ship production models and govern uncertainty communication; work with product/design and use AI agents/LLMs as part of the pipeline.

Own and scale an end-to-end fleet of checkout robots: browser automation, merchant-family classification, and scheduling. Improve machine-tested checkout coverage from ~21% to >80% while controlling cost per check. Navigate anti-bot defenses, instrument correctness with dashboards and ledgers, and co-author the seat charter that defines measurable coverage and reliability. Ship fast, diagnose hard failures, and operate production fleets with strong judgment and ownership.

Own and monetize the agent-economy revenue line: price and sell keyed API access, convert free merchant alerts into paid find-and-fix contracts, manage affiliate-network relationships, and build platform partnerships and pilots (ChatGPT apps, App Intents, Gemini, Claude). Deliver a measurable first-quarter charter and signed pilots; run end-to-end commercial motion from packaging and pricing to partner integration.