Productivity

Weekly enriched vs failed for the content team, plus time saved against the 10-min manual baseline. Success = overall confidence at or above the threshold. Telemetry below shows where scraping hurts (timeouts, captchas) so proxies go where they pay.

Weeks

Success threshold (overall ≥)

Manual min / product

User (blank = all)

Summary

Weekly enrichments

Week	Enriched	Successful	Failed	Success rate	Avg auto time	Time saved	Net saved*

* Net saved = time saved minus compute time.

Scrape performance

Window

Domain	Fetches	Avg	p95	Fail rate	Timeouts	Captchas	Via browser

KW marks Kuwait domains (longer timeout, proxy candidates). Fail rate = share of fetches that errored.