Proof · the 4,000-account math, honest
The book is 4,000. We scored 68 live. Here's the extrapolation, both ways.
A dated artifact: real durations, real evidence excerpts, approximate token math against Gemini 3 Flash list pricing. The limits are listed before they're asked.
Live · 66 accounts
- Wall clock
- 232s
- p50 / p95
- 2862ms / 4675ms
- Approx tokens
- 199,980
- Firecrawl excerpts
- 330
- Approx cost
- $1.16
- Captured
- 6/16/2026, 8:00:00 PM
Projected · 4,000 accounts (60.6×)
- Wall clock (serial)
- 235 min
- Wall clock (8× parallel)
- 29 min
- Approx tokens
- 12,120,000
- Approx cost
- $70.30
- Firecrawl credits
- 20,000
What this would not catch · volunteered
- · Gated content (login-walled investor decks, paid press) isn't in the evidence pack.
- · LinkedIn rate-limits scraping; we use only public posts, podcast pages, and substack.
- · Signal latency is 24h, not real-time. The cron runs nightly.
- · The rubric is opinionated, not neutral. Two segments, two weight maps. Inspectable, not invisible.
- · A 4,000 live pass would cost the projected amount above; we don't burn that on a demo.
Past snapshots
- 6/16/2026, 1:00:00 AM62 accounts · $1.18
- 6/14/2026, 11:00:00 PM60 accounts · $1.08