Spoilr Intelligence
02 Operating Since 2024 PRAWLangGraphPostgres
Thesis
A market-intelligence pipeline over audience discussion. It ingests Reddit at scale, structures sentiment and prediction signals, and feeds both the Spoilr game engine and standalone reporting.
Under the hood
PRAW ingestion workers feed a LangGraph classification pipeline; structured signals land in Postgres. Runs unattended on a schedule — alerting covers lag, cost, and drift. [throughput metric — TBD]
Decisions
- 01
Batch over streaming.
Hourly batches match how discussion actually moves and cut infra cost to [cost — TBD]/mo.
- 02
Classify with small models, escalate hard cases.
The expensive model sees only ambiguous items — quality holds, spend doesn't grow with volume.