The Workshop · 11
A propensity engine that scores thousands of brands on composite health signals, paired with a crash-safe enrichment pipeline that picks up exactly where it died.
A client needed to score thousands of consumer brands on composite "health" signals — repeatably, in a way that could be re-pointed at future clients — and to source and verify decision-makers at scale without losing hours of work every time a long enrichment run crashed.
A reusable orchestrator with per-signal data-agent modules on a shared interface, driven by a per-tenant config file, feeding a leaderboard. Alongside it, an enrichment pipeline built to survive the real world: retries on connection resets, incremental write-and-flush so partial progress is always saved, per-record isolation so one bad row can't sink the batch, and resume-from-file so a restart skips everything already processed.