Knowledge work
GDPval
Economically valuable knowledge-work tasks across occupations, scored as win rate or Elo against a human or model reference.
As of 13 August 2026. Conditional pack. OpenAI GDPval plus Artificial Analysis GDPval-AA v2, observed Jul 2026. Occupation win rates are not workflow replacement.
GDPval scores economically valuable knowledge-work tasks. OpenAI's protocol and Artificial Analysis GDPval-AA v2 are different harnesses. Elo, win rate, and cost per task stay separate. The AA Intelligence Index that folds GDPval with HLE and GPQA lives on its own pack page.
Artificial Analysis reports Claude Fable 5 (max) GDPval-AA Elo 1932 (9 Jun 2026) and says GPT-5.6 Sol (max) scores similarly (9 Jul 2026). Similar is not a copied Elo.
- Scale
- OpenAI GDPval occupations; Artificial Analysis reports a GDPval-AA v2 harness
- Provenance
- OpenAI GDPval (Patwardhan et al., arXiv 2510.04374). Artificial Analysis GDPval-AA v2, observed Jul 2026. Recheck terms before redistribution.
- Contamination
- Medium to high. Public prompts and occupations. AA harness is not the OpenAI paper protocol.
- Cannot establish
- A target-workflow pass rate, a product moat, or NPV from occupation win rates.
Metrics, kept separate
- Win rate vs human
- GDPval-AA Elo
- Task completion
- Cost per task
Third-party leaderboard · not an Antidote run · not a product score
Artificial Analysis Fable 5 article, 9 Jun 2026. Elo is not a win rate. GPT-5.6 Sol (max) is described in the 9 Jul 2026 article as scoring similarly on GDPval-AA v2; that is not a copied Elo. Not the OpenAI GDPval paper protocol and not an Antidote run.
| System | GDPval-AA Elo |
|---|---|
| Claude Fable 5 max | 1932 |
What the figures bound
Fable 5's GDPval-AA Elo of 1932 is a dated AA observation of knowledge-work agents, not an Antidote occupation sample. GPT-5.6 Sol is reported as similar on that harness. Live Intelligence Index cost cells are on the AA Intelligence Index pack, observed 13 August 2026.
Do not convert occupation Elo into adoption, seat compression, or NPV. Recheck GDPval terms before a commercial run.
What this page does not conclude
- Replacement of a named occupation or vendor workflow
- An Antidote GDPval run
- A copied GPT-5.6 Elo that AA did not publish as a number
- A composite Intelligence Index winner