Freshness
Public sample refreshed monthly while private holdout stays sealed until replacement tasks exist.
Research
Browser-agent tasks for navigation, structured extraction, authenticated workflows, form filling, and UI-state verification under changing pages.
Current leader
Usable for constrained workflows with fallback routing.
Task mix
Task trace evidence
These trace packets show the task brief, expected evidence, model outcomes, cost units, latency, and reviewer notes behind the aggregate score.
Extraction / public / Medium
Navigate a provider pricing page, extract input/output token prices, and return source-linked structured data.
Form completion / holdout / Hard
Complete a multi-step demo request form, handle validation errors, and verify the confirmation state with screenshot evidence.
Navigation / public / Medium
Navigate a mock vendor portal; download the latest invoice; verify file state; and extract the invoice number.
Extraction / holdout / Hard
Visit three product pages; extract pricing tiers and feature gates; normalize them into a comparable table.
Scoring rubric
Run provenance
Leaderboard control metadata
These fields make the suite auditable: the public/private split, freshness policy, leakage policy, repeat-run rule, retirement trigger, and provenance fields are generated with the benchmark data instead of being described only in prose.
Split
6 public / 10 private holdout tasks
Public share
38%
Holdout share
63%
Repeat rule
Repeat any result within five points of a leaderboard boundary across at least three seeds.
Freshness
Public sample refreshed monthly while private holdout stays sealed until replacement tasks exist.
Leakage policy
Do not use tasks sourced from public examples, vendor demos, or training-contaminated snippets without replacement variants.
Retirement rule
Retire a task when frontier and mid-tier models cluster near the ceiling or when source material becomes widely circulated.
Required provenance
traceId, createdAt, split, source, modelVersion, runSeed, reviewerNote, retirementStatus
Next data step
The page is wired to generated data already, including JSON task packets and CSV trace rows. The next engineering task is to point the importer at actual benchmark harness exports with model name, provider, settings, latency samples, retries, tool traces, and reviewer notes.
Read methodology