A task with its own rules.
Artificial Analysis private agentic knowledge-work evaluation with Elo over rubric pass rate, analytical quality, and presentation quality on business deliverables.
- Organisation
- Artificial Analysis
- Version
- 2026
Agents / Benchmark profile
Artificial Analysis private agentic knowledge-work evaluation with Elo over rubric pass rate, analytical quality, and presentation quality on business deliverables.
Observed results
4 ranked models · higher is better · labels show rank and score
| Model | Rank | Model ID | Provider | Score | Unit |
|---|---|---|---|---|---|
| Kimi K3 | #1 | kimi-k3 | Moonshot AI | 152.7 | elo-proxy |
| Gemini 3.6 Flash | #2 | gemini-3-6-flash | 96.136 | elo-proxy | |
| Muse Spark 1.1 | #3 | muse-spark-1-1 | Meta | 86.3 | elo-proxy |
| Gemini 3.5 Flash-Lite | #4 | gemini-3-5-flash-lite | 63.4 | elo-proxy |
One best compatible score per canonical product · higher is better
| Rank | Model | Weights | Evidence | Score |
|---|---|---|---|---|
| 01 | Kimi K3Moonshot AI | Open weights | Public reference | 152.7 elo-proxy |
| 02 | Gemini 3.6 FlashGoogle | Closed weights | Public reference | 96.1 elo-proxy |
| 03 | Muse Spark 1.1Meta | Closed weights | Public reference | 86.3 elo-proxy |
| 04 | Gemini 3.5 Flash-LiteGoogle | Closed weights | Public reference | 63.4 elo-proxy |
Each distinct published measurement is retained. Same-snapshot canonical and configuration projections appear once.
| Published model / configuration | Score | Evidence & protocol | Source & dates |
|---|---|---|---|
Artificial Analysis AA-Briefcase Elo (mid).Gemini 3.6 FlashExact identitySource label without a registered configuration ID Canonical product: gemini-3-6-flash | 96.1 elo-proxy | Public referencesource-checkedVersion & system2026 Artificial Analysis evaluation harness | Gemini 3.6 Flash (Artificial Analysis)Observed Checked |
Artificial Analysis AA-Briefcase Elo.Gemini 3.5 Flash-LiteExact identitySource label without a registered configuration ID Canonical product: gemini-3-5-flash-lite | 63.4 elo-proxy | Public referencesource-checkedVersion & system2026 Artificial Analysis evaluation harness | Gemini 3.5 Flash-Lite (Artificial Analysis)Observed Checked |
Kimi K3; Artificial Analysis AA-Briefcase Elo.Kimi K3Exact identitySource label without a registered configuration ID Canonical product: kimi-k3 | 152.7 elo-proxy | Public referencesource-checkedVersion & system2026 Artificial Analysis independent evaluation | Kimi K3 Intelligence, Performance & Price AnalysisObserved Checked |
Muse Spark 1.1; AA-Briefcase Elo 863 reported via Artificial Analysis; stored as normalized display proxy (Elo/10) pending fixed transform.Muse Spark 1.1Exact identitymuse-spark-1-1-xhigh Canonical product: muse-spark-1-1 | 86.3 elo-proxy | Public referencesource-checkedVersion & system2026 Artificial Analysis independent evaluation | AA-Briefcase evaluation leaderboardObserved Checked |
From result to context
Artificial Analysis private agentic knowledge-work evaluation with Elo over rubric pass rate, analytical quality, and presentation quality on business deliverables.
The summary shows one best compatible source result per canonical product. Versions, effort settings and execution systems remain attached to the underlying records.
Scores from different versions or harnesses may not be interchangeable. The published source rows preserve those distinctions and their original units. A source result is not automatically an input to a current index.
This catalogue entry preserves available source evidence. Current indices admit only their specifically reviewed tracks and configurations.
Contamination risk: Low. Lifecycle: Active.