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The trick: Moved Ruler

Asana says keeping its browser agent's cache intact cut costs 76x.

The 76x also counts a switch from Model B to GPT-6.1 Sol.

Issue 4010 October 202612 receipts3 min

Asana says keeping a browser agent's cache intact cut its cost 76x and made it 5x faster. A Reddit post retelling it adds that the change was not a new model.

Before you read on. Your call?

OpenAI's page gives the basis: the optimized workflow on GPT-6.1 Sol averaged $0.47 in estimated model costs per run, 76x cheaper than the original production setup on Model B.

The twist

Within one model, the cuts are smaller. On Model B, the best condition cut cost per run 29x, per Asana. On GPT-6.1 Sol alone, at the larger history budget, the caching and screenshot policy cut cost 4x, from $1.97 to $0.47, per OpenAI's page. Asana's own post says that without batch pruning, caching the history at the larger budget cost more than not caching it on three of four models.

76times cheaper: the optimized agent on GPT-6.1 Sol against the original production setup on Model B
29times cheaper on Model B alone
4times cheaper on GPT-6.1 Sol alone at the larger history budget

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The trick has a name

We call it Moved Ruler: two methods, two answers, one of them quoted. You'll see it again. Learn to spot it →

Say this in tomorrow's meeting“Asana's 76x compares an optimized agent on GPT-6.1 Sol with the original setup on Model B. Within one model, the reported cuts were 29x on Model B and 4x on Sol at the larger history budget. Asana also says caching the history without batch pruning cost more than not caching it on three of four models.”

Receipts

  1. Supports asana.com: How we cut a browser agent's cost 76x and made it 5x faster by keeping its cache intact
  2. Supports web.archive.org: The change was not a new model.
  3. Supports asana.com: On GPT-6.1 Sol, the same agent cost 76x less and ran 5x faster, reading 89% of its input from cache.
  4. Supports web.archive.org: Asana cuts model costs 76x in browser tests with GPT‑6.1 Sol
  5. Refutes web.archive.org: averaged $0.47 in estimated model costs and about four minutes per run, 76x cheaper and 5x faster than the original production setup on Model B.
  6. Refutes web.archive.org: On GPT‑6.1 Sol alone, with the larger history budget, the new caching and screenshot policy reduced cost 4x, from $1.97 to $0.47 per run.
  7. Refutes asana.com: On Model B, the best condition cut cost per run 29x and ran 4x faster than the original production setup.
  8. Context web.archive.org: reduced estimated model cost from at least $36.21 (some original runs reached the step limit before they finished) to $1.24 per run
  9. Context asana.com: Without batch pruning, caching the history at the larger budget cost more than not caching it on three of four models
  10. Context web.archive.org: Each configuration performed the same task: collecting six fields for each of 32 books from a public demo catalog
  11. Context asana.com: with three runs per condition: 144 runs, plus a 12-run follow-up. We calculated costs from each provider's token counters
  12. Context developers.openai.com: Subsequent reads cost 0.1× that rate on most of these models and 0.05× on GPT-6.1 Sol

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