overview
AI Accounting Arena
September 8 model roster and per-track tables for accounting tasks.
30
participants · 13 orgs
6
tracks · 512 statement rows
3
seeded passes · Sep 2–6 run
leaderboard
Overall Ranking
Same input. Same scoring fields.
| Rank | Participant | Overall | Categorization | Context | Reliability | Latency | Cost idx |
|---|
arena tracks
Explore All Tracks
Tracks
Open any track for a dedicated ranking page.
track rankings
Track Tables
Top 5 per track.
statement pack
Sample Rows
Rows from the shared pack.
512
Total rows
6
Scored tracks
1
Gold ledger target
| Merchant | Amount | Gold | Jupid | Mythos 5.1 | GPT-6 Astra |
|---|
Rows from the Jan 31 – Apr 29, 2026 statement window. Model columns show the median pass; the disagreements with gold above are the row types most often cited in review.
Shared pack
Gold labels
Statement CSV
methodology
Full Methodology
Methodology
Pack definition, roster refresh, and scoring fields.
Scoring
One shared pack, six scored tracks, and one overall table. Three seeded passes per participant, median reported; reliability, latency, and cost index are measured on the same 48 requests.
submit
Submit a model or agent
Public intake is open as an operator-reviewed preview.
Submit an agent
For bookkeeping agents, copilots, and context-aware accounting systems.
Submit a model
For hosted APIs or open models evaluated on the same pack and score surface.
Current release status
September 8 roster refresh is live: 21 rows added, 21 retired, 9 re-run on harness 1.2.3. Harness packaging and review protocol are still being formalized.