Benchmark Almanac

AA-Briefcase v1.1

Claude Opus 5.5 1,822 leads since Sep 2026 In use

Version 1.1 of Artificial Analysis's multi-hour office work evaluation, with Elo ratings fitted by Crowd-BT.

Changes only how Elo ratings are fitted. Artificial Analysis says scores shift but the ranking mostly holds, so v1 and v1.1 Elo values do not compare. Part of Intelligence Index v4.3.2 and v5.

Made by Artificial Analysis Released Sep 2026 Tasks from real jobs Tasks kept private Last in a launch post Oct 2026 Last model added Oct 2026
Level
Expert Specialists with years of training, often over hours of work
Scored
Graded by a model A language model scores each response, usually against a rubric.
Answers
Open-ended Free-form text, documents, designs or media judged as a whole.
6
Models scored in lab cards
6
Launch posts list it, from 4 labs
3
System cards report it, from 1 lab

Claude Opus 5.5 leads with 1,822

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 1,400.

  1. 1 Claude Opus 5.5 1,822
  2. 2 Claude Sonnet 5.5 1,811
  3. 3 Kimi K3.1 Pro 1,678
  4. 4 Grok 4.7 1,657
  5. 5 Claude Haiku 5.5 1,578
  6. 6 Step 5 Preview 1,433
#ModelScoreSettingDateSource
1 Claude Opus 5.5 1,822 Sep 2026 Model card
2 Claude Sonnet 5.5 1,811 Sep 2026 Model card
3 Kimi K3.1 Pro 1,678 Oct 2026 Model card
4 Grok 4.7 1,657 Sep 2026 Model card
5 Claude Haiku 5.5 1,578 Oct 2026 Model card
6 Step 5 Preview 1,433 Sep 2026 Model card

3 models have held number one since its release in Sep 2026

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

StepFun xAI Anthropic
Lab claims 3 leaders

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
1,400 1,500 1,600 1,700 1,800 1,900 2027 1,400 1,500 1,600 1,700 1,800 1,900 2027

4 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.

StepFun
xAI
Anthropic
Moonshot AI
DateLaunch postScoreAs the post writes it
24 Oct 2026 Kimi K3.1 Pro 1678 AA-Briefcase v1.1 (Elo-score)
7 Oct 2026 Claude Haiku 5.5 1578 Knowledge work AA-Briefcase v1.1
28 Sep 2026 Claude Sonnet 5.5 1811 Knowledge work AA-Briefcase v1.1
22 Sep 2026 Claude Opus 5.5 1822 AA-Briefcase v1.1
21 Sep 2026 Grok 4.7 1657 AA Briefcase v1.1 (Multi-hour office work)
20 Sep 2026 Step 5 Preview 1433 AA-Briefcase v1.1

3 system cards report it, from 1 lab

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
7 Oct 2026 Claude Haiku 5.5 system card 1578 AA-Briefcase v1.1, Elo at max effort (medium 1372) (Table 8.1.A) Capabilities
28 Sep 2026 Claude Sonnet 5.5 system card 1811 AA-Briefcase v1.1 Elo at max effort, run by Artificial Analysis (Table 8.1.A, 8.14.4) Capabilities
22 Sep 2026 Claude Opus 5.5 system card 1822 AA-Briefcase v1.1 Elo at max effort, run by Artificial Analysis (1780 at xhigh, 1705 at high) (Table 8.1.A, 8.14.4) Capabilities

Versions

More in Economic work

All 91 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). Qwen3.8-Omni-Flash 75.3%
  • 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%