Benchmark Almanac

AA-Briefcase

Claude Opus 5 1,720 leads since July 2026
In use

Artificial Analysis knowledge-work evaluation of professional deliverables. Models ranked by Elo.

Scored tasks are private. AA-Briefcase-Lite is an illustrative public scenario. Runs on AA's open Stirrup agent harness (github.com/ArtificialAnalysis/Stirrup).

Released
2026
Kind
Tasks from real jobs
Level
Expert
Scored
Graded by a model
Answers
Open-ended
Tasks
Kept private
Strongest model tested
Claude Fable 5.1 #7 on the capability index
Last in a launch post
October 2026
Last model added
October 2026
7
Models scored in lab cards
6
Launch posts list it, from 5 labs
6
System cards report it, from 4 labs

Claude Opus 5 leads with 1,720

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.

Bars start at 800.

  1. 1 Claude Opus 5 1,720
  2. 2 Claude Fable 5.1 1,694
  3. 3 Grok 4.6 1,577
  4. 4 Kimi K3 1,548
  5. 5 Claude Sonnet 5 1,393
  6. 6 Nemotron 3.5 Super VL 1,137
  7. 7 Inkling-Small 917

Source: Labs’ model cards

#ModelScoreSettingDateSource
1 Claude Opus 5 1,720 Jul 2026 Lab model card
2 Claude Fable 5.1 1,694 Sep 2026 Lab model card
3 Grok 4.6 1,577 Aug 2026 Lab model card
4 Kimi K3 1,548 Jul 2026 Lab model card
5 Claude Sonnet 5 1,393 Jun 2026 Lab model card
6 Nemotron 3.5 Super VL 1,137 Oct 2026 Lab model card
7 Inkling-Small 917 Jul 2026 Lab model card

3 models have held number one in labs’ own numbers since its release in January 2026

Lab claims count from the day the card came out, independent runs from the model’s release.

Anthropic Moonshot AI
Lab claims 3 leaders

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.

Reported by the lab in its model card
800 1,000 1,200 1,400 1,600 1,800 2026 800 1,000 1,200 1,400 1,600 1,800 2026

Source: Labs’ model cards

5 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.

Moonshot AI
Anthropic
Thinking Machines
xAI
NVIDIA
DateLaunch postScoreAs the post writes it
Oct 15, 2026 Nemotron 3.5 Super VL 1137 AA-Briefcase-Lite offline, Nemotron 3.5 Super
Sep 1, 2026 Claude Fable 5.1 1694 AA-Briefcase
Aug 12, 2026 Grok 4.6 1577 AA-Briefcase
Jul 30, 2026 Inkling-Small 917 AA-Briefcase
Jul 24, 2026 Claude Opus 5 1720 AA-Briefcase
Jul 16, 2026 Kimi K3 1548 AA-Briefcase (Elo)

6 system cards report it, from 4 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.

DateDocumentScoreAs the document writes itSection
Sep 1, 2026 Claude Fable 5.1 system card 1694 AA-Briefcase Elo at max effort, run by Artificial Analysis (Table 8.1.A, 8.15.4) Capabilities
Aug 12, 2026 Grok 4.6 model card 1577 AA-Briefcase, Elo, high, Artificial Analysis harness (3.2) Capabilities
Jul 30, 2026 Inkling-Small model card 917 AA-Briefcase (5. Evaluations table) Capabilities
Jul 27, 2026 Kimi K3 technical report 1548 AA-Briefcase (Elo), cited from Artificial Analysis (Table 2) Capabilities
Jul 24, 2026 Claude Opus 5 system card 1720 AA-Briefcase Elo at max effort, run by Artificial Analysis (1693 at xhigh, 1606 at high) (Table 8.1.A, 8.13.5) Capabilities
Jun 30, 2026 Claude Sonnet 5 system card 1393 AA-Briefcase Elo, run by Artificial Analysis (8.11.7) Capabilities

Versions

More in Economic work

All 97 in Economic work
  • JobBench In use 130 tasks from 35 occupations workers most want delegated. Agent works through messy reference files, graded by fact-anchored binary rubrics. GLM-5.3 61.4%
  • GDPval In use Real work tasks from 44 occupations with reference files. Experts blindly compare model deliverables with expert work. Metric is win-or-tie rate. Seed2.1 Pro 87.9%
  • GDPval-AA v2.1 In use Agents with shell and web access complete 220 GDPval gold tasks from 44 occupations. Blind pairwise comparisons give Elo ratings. Claude Opus 5.5 1,846
  • CoWorkBench In use Agent completes long-horizon productivity tasks across computer science, finance, law and medicine. Qwen in-house scoring (method unpublished). Claude Fable 5 75.9%
  • OfficeQA In use Grounded reasoning over a large corpus of U.S. Treasury Bulletin documents: locate tables and compute precise numeric answers. Claude Opus 4.7 86.3%
  • SpreadsheetBench In use Real spreadsheet manipulation questions from Excel forums. Output workbook is checked cell-by-cell against reference solutions. MiniMax-M3 89.3%