GDPval-AA v2
Agents with shell and web access complete 220 GDPval gold tasks from 44 occupations. Outputs are compared pairwise and ranked by Elo.
Artificial Analysis version 2 of GDPval-AA. Elo scores do not compare with the GDPval win rate.
- Made by
- Artificial Analysis
- Released
- June 2026
- Kind
- Tasks from real jobs
- Level
- Expert
- Scored
- Graded by a model
- Answers
- Open-ended
- Tasks
- All public
- Strongest model tested
- Claude Fable 5.1 #7 on the capability index
- Last in a launch post
- October 2026
- Last model added
- October 2026
In the authors’ words
We introduce GDPval, a benchmark evaluating AI model capabilities on real-world economically valuable tasks. GDPval covers the majority of U.S. Bureau of Labor Statistics Work Activities for 44 occupations across the top 9 sectors contributing to U.S. GDP (Gross Domestic Product). Tasks are constructed from the representative work of industry professionals with an average of 14 years of experience. We find that frontier model performance on GDPval is improving roughly linearly over time, and that the current best frontier models are approaching industry experts in deliverable quality. We analyze the potential for frontier models, when paired with human oversight, to perform GDPval tasks cheaper and faster than unaided experts. We also demonstrate that increased reasoning effort, increased task context, and increased scaffolding improves model performance on GDPval. Finally, we open-source a gold subset of 220 tasks and provide a public automated grading service at evals.openai.com to facilitate future research in understanding real-world model capabilities.
Claude Opus 5 leads with 1,861
Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.
- 1,861 Claude Opus 5
- 1,853 Claude Fable 5.1
- 1,773 GLM-5.3-Flash
- 1,769 GLM-5.3
- 1,754
Muse Spark 1.3
- 1,753 Grok 4.6
- 1,748 GPT-5.6 Sol
- 1,686 Kimi K3
- 1,678
Tencent Hy4 preview
- 1,631
Muse Spark 1.2
- 1,618 Claude Sonnet 5
- 1,593 GPT-5.6 Terra
- 1,592 GPT-5.6 Luna
- 1,545
Gemini 3.8 Flash
- 1,535 Grok 4.5
- 1,525
Gemini 3.7 Flash
- 1,421
Gemini 3.6 Flash
- 1,401
Muse Spark Open
- 1,381
Muse Spark 1.1
- 1,269
Inkling-Small
- 1,238
Inkling
- 1,225 Granite 4.2 30B
- 1,211
Nemotron 3.5 Super VL
- 1,140
Gemini 3.5 Flash-Lite
- 1,128
Solar Open 2
- 953
Muse Glimmer
- 832
Nemotron 3.5 Lightning 30B-A3B
Bars start at 750.
- 1 Claude Opus 5 1,861
- 2 Claude Fable 5.1 1,853
- 3 GLM-5.3-Flash 1,773
- 4 GLM-5.3 1,769
- 5
Muse Spark 1.3 1,754
- 6 Grok 4.6 1,753
- 7 GPT-5.6 Sol 1,748
- 8 Kimi K3 1,686
- 9
Tencent Hy4 preview 1,678
- 10
Muse Spark 1.2 1,631
- 11 Claude Sonnet 5 1,618
- 12 GPT-5.6 Terra 1,593
- 13 GPT-5.6 Luna 1,592
- 14
Gemini 3.8 Flash 1,545
- 15 Grok 4.5 1,535
- 16
Gemini 3.7 Flash 1,525
- 17
Gemini 3.6 Flash 1,421
- 18
Muse Spark Open 1,401
- 19
Muse Spark 1.1 1,381
- 20
Inkling-Small 1,269
- 21
Inkling 1,238
- 22 Granite 4.2 30B 1,225
- 23
Nemotron 3.5 Super VL 1,211
- 24
Gemini 3.5 Flash-Lite 1,140
- 25
Solar Open 2 1,128
- 26
Muse Glimmer 953
- 27
Nemotron 3.5 Lightning 30B-A3B 832
Source: Labs’ model cards
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | Claude Opus 5 | 1,861 | Jul 2026 | Lab model card | |
| 2 | Claude Fable 5.1 | 1,853 | Sep 2026 | Lab model card | |
| 3 | GLM-5.3-Flash | 1,773 | Aug 2026 | Lab model card | |
| 4 | GLM-5.3 | 1,769 | Aug 2026 | Lab model card | |
| 5 | | 1,754 | Sep 2026 | Lab model card | |
| 6 | Grok 4.6 | 1,753 | Aug 2026 | Lab model card | |
| 7 | GPT-5.6 Sol | 1,748 | Jul 2026 | Lab model card | |
| 8 | Kimi K3 | 1,686 | Jul 2026 | Lab model card | |
| 9 | | 1,678 | Aug 2026 | Lab model card | |
| 10 | | 1,631 | Aug 2026 | Lab model card | |
| 11 | Claude Sonnet 5 | 1,618 | Jun 2026 | Lab model card | |
| 12 | GPT-5.6 Terra | 1,593 | Jul 2026 | Lab model card | |
| 13 | GPT-5.6 Luna | 1,592 | Jul 2026 | Lab model card | |
| 14 | | 1,545 | Sep 2026 | Lab model card | |
| 15 | Grok 4.5 | 1,535 | Jul 2026 | Lab model card | |
| 16 | | 1,525 | Aug 2026 | Lab model card | |
| 17 | | 1,421 | Jul 2026 | Lab model card | |
| 18 | | 1,401 | Oct 2026 | Lab model card | |
| 19 | | 1,381 | Jul 2026 | Lab model card | |
| 20 | | 1,269 | Jul 2026 | Lab model card | |
| 21 | | 1,238 | Jul 2026 | Lab model card | |
| 22 | Granite 4.2 30B | 1,225 | Aug 2026 | Lab model card | |
| 23 | | 1,211 | Oct 2026 | Lab model card | |
| 24 | | 1,140 | Jul 2026 | Lab model card | |
| 25 | | 1,128 | Jul 2026 | Lab model card | |
| 26 | | 953 | Aug 2026 | Lab model card | |
| 27 | | 832 | Aug 2026 | Lab model card |
3 models have held number one in labs’ own numbers since its release in June 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Labs’ model cards
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Source: Labs’ model cards
12 labs put it in a launch post in the last six months
Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.
| Date | Launch post | Score | As the post writes it |
|---|---|---|---|
| Oct 15, 2026 | 1401 | GDPVal-AA v2 | |
| Oct 15, 2026 | 28.5 | GDPVal-AA-V2 (metric not stated, not an Elo) | |
| Oct 15, 2026 | 1211 | GDPval-AA v2 | |
| Sep 2, 2026 | 1754 | GDPVal-AA v2 (Knowledge work) | |
| Sep 2, 2026 | 1545 | GDPVal-AA v2 (Elo) | |
| Sep 1, 2026 | Claude Fable 5.1 | 1853 | Knowledge work GDPval-AA v2 |
| Aug 28, 2026 | 1678 | GDPval-AA V2 (Elo, official) | |
| Aug 26, 2026 | GLM-5.3-Flash | 1773 | GDPval-AA v2 |
| Aug 25, 2026 | Granite 4.2 30B | 1225 | GDPval (Elo, version not stated) |
| Aug 14, 2026 | GLM-5.3 | 1769 | GDPval-AA v2 |
| Aug 13, 2026 | 1525 | GDPVal-AA v2 (Elo) | |
| Aug 12, 2026 | Grok 4.6 | 1753 | GDPVal-AA v2 |
| Aug 11, 2026 | 832 | GDPval-AA-V2 | |
| Aug 10, 2026 | 953 | GDPVal-AA v2 | |
| Aug 5, 2026 | 1631 | GDPval-AA v2, 1631 Elo | |
| Jul 30, 2026 | 1269 | GDPval-AA v2 | |
| Jul 24, 2026 | Claude Opus 5 | 1861 | Knowledge work GDPval-AA v2 |
| Jul 22, 2026 | 1128 | GDPval-AA v2 (ELO), measured on 2026-06-30 | |
| Jul 21, 2026 | 1140 | GDPVal-AA v2 (Elo) | |
| Jul 21, 2026 | 1421 | GDPVal-AA v2 (Elo) | |
| Jul 16, 2026 | Kimi K3 | 1686 | GDPval-AA v2 (Elo) |
| Jul 15, 2026 | 1238 | GDPVal-AA v2 | |
| Jul 9, 2026 | GPT-5.6 Luna | 1591.8 | GDPval-AA v2 |
| Jul 9, 2026 | GPT-5.6 Terra | 1593 | GDPval-AA v2 |
| Jul 9, 2026 | GPT-5.6 Sol | 1748 | GDPval-AA v2 (Sol, max) |
| Jun 30, 2026 | Claude Sonnet 5 | 1618 | Knowledge work GDPval-AA v2 |
18 system cards report it, from 8 labs
Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.
| Date | Document | Score | As the document writes it | Section |
|---|---|---|---|---|
| Oct 19, 2026 | | 953 | GDPval-AA, high, 952 xhigh (Tables 2 and 5) | Capabilities |
| Oct 15, 2026 | | 1211.2 | GDPVal-AA-v2 ELO 1,211.20, norm ELO 0.356, NVIDIA's open reimplementation of the AA v2.1 method (Table 10) | Capabilities |
| Oct 15, 2026 | | GDPval, BF16 acc. 17.19, an accuracy-style number with no Elo printed (Table 22) | Capabilities | |
| Oct 15, 2026 | | 28.5 | GDPVal-AA-V2, released 24GB checkpoint, an index per the Figure 5 caption, not an Elo (Table 7). BF16 31.13 | Capabilities |
| Sep 2, 2026 | | 1545 | GDPVal-AA v2, Elo (results table, p.5) | Capabilities |
| Sep 1, 2026 | Claude Fable 5.1 system card | 1853 | GDPval-AA v2 Elo at max effort, run by Artificial Analysis; 1835 at xhigh (Table 8.1.A, 8.15.3) | Capabilities |
| Aug 13, 2026 | | 1525 | GDPVal-AA v2, Elo (results table, p.5) | Capabilities |
| Aug 12, 2026 | Grok 4.6 model card | 1753 | AA GDPVal (GDPval-AA v2), Elo, high, run by Artificial Analysis (3.1) | Capabilities |
| Jul 30, 2026 | | 1269 | GDPval-AA v2 (5. Evaluations table) | Capabilities |
| Jul 27, 2026 | Kimi K3 technical report | 1686 | GDPval-AA v2 (Elo), cited from Artificial Analysis (Table 2) | Capabilities |
| Jul 24, 2026 | Claude Opus 5 system card | 1861 | GDPval-AA v2 Elo at max effort, run by Artificial Analysis (1827 at xhigh) (Table 8.1.A, 8.13.4) | Capabilities |
| Jul 22, 2026 | | 1128 | GDPval-AA v2 (ELO), measured on 30 June 2026 (Table 3 and Section 5.1) | Capabilities |
| Jul 21, 2026 | | 1421 | GDPVal-AA v2, Elo (results table, p.4) | Capabilities |
| Jul 21, 2026 | | 1140 | GDPVal-AA v2, Elo (results table, p.4) | Capabilities |
| Jul 15, 2026 | | 1238 | GDPVal-AA v2 (5. Evaluations table, effort 0.99) | Capabilities |
| Jul 14, 2026 | Grok 4.5 model card | 1535 | GDPval-AA v2, AA score, high, run by Artificial Analysis (4.1) | Capabilities |
| Jul 9, 2026 | | 1381 | GDPval-AA v2 Elo, from Artificial Analysis (Figure 44) | Capabilities |
| Jun 30, 2026 | Claude Sonnet 5 system card | 1618 | GDPval-AA v2 Elo as of June 17, 2026, run by Artificial Analysis (Table 8.1.A, 8.11.4) | Capabilities |
Versions
More in Economic work
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