Scoopkit Dedupe Yield Curve

Scoopkit's value to an agency is not the raw volume of AI headlines it ingests but the compression ratio it produces. Because the pipeline polls dozens of sources every 10 minutes and clusters near-duplicate coverage into one event record with an article_count field, the number of events a client sees is always smaller than the number of articles ingested. That gap is the agency's margin. On the Free plan at $0/month with 100 requests per day and a 45-day archive, an agency can prototype a single-client digest and measure the compression ratio before committing. The Pro plan at $49/month raises throughput to 10,000 requests per day and extends the archive to 12 months, which matters when a retainer client wants year-over-year signal comparisons. Enterprise pricing requires contacting sales for custom limits and archive depth, appropriate only once multiple client dashboards share one Scoopkit account.