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Planned benchmark facet · ranking not published

Which models are best at workflow completion?

Reach the correct end state across multiple dependent steps.

This is the evaluation plan, not a model leaderboard.

No model order or score is shown. Candidate external benchmarks and planned first-party comparisons become evidence only after their exact release gates pass; retired benchmark grades are not reused.

First-party pairwise plan

Six distinct tasks for this facet

5

exploration tasks

Used for comparison coverage and calibrated refinement.

1

sealed holdout task

Kept out of model and judge tuning until release validation.

6

tasks in total

One of four equally weighted facets in this collection.

First-party, task-local pairwise comparisons with deterministic validators acting as hard gates. The final task remains sealed from model and judge tuning until release validation.

Collection-level external evidence map

Candidate benchmarks that can inform this skill

These sources are mapped to Business Workflow Automation, then identity-partitioned and lineage-deduplicated. They are supporting inputs, not a substitute for direct task-local pairwise results, and no score is reproduced on this page.

LMArena Leaderboard Dataset

Agent outcome and steerability

Mapped and runnable
Evidence role
supporting
Maximum directness
45%
Declared subject
harnessed model
Usable lineages mapped
1

Capabilities: task outcome, steerability, tool grounding.

Mapped fields: LMArena Agent — Confirmed success net improvement, LMArena Agent — Steerability net improvement, LMArena Agent — Tool-hallucination outcome net improvement.

Skillsbench

SkillsBench v1.1

Score feed not yet integrated
Evidence role
primary
Maximum directness
70%
Declared subject
agent
Usable lineages mapped
0

Capabilities: workflow completion, skill use.

  • • source is absent from the checked-in source registry

Microsoft STATE-Bench

STATE-Bench v0.8 main

Mapped and runnable
Evidence role
primary
Maximum directness
80%
Declared subject
harnessed model
Usable lineages mapped
1

Capabilities: stateful completion, workflow ux.

Mapped fields: STATE-Bench Main v0.8 — Overall — Task completion pass@1, STATE-Bench Main v0.8 — Overall — Mean UX score.

Zapier Automationbench

AutomationBench

Score feed not yet integrated
Evidence role
primary
Maximum directness
75%
Declared subject
harnessed model
Usable lineages mapped
0

Capabilities: business app execution.

  • • source is absent from the checked-in source registry

Current blockers

Why no ranking is live

  • No approved combined collection artifact has been released.
  • The parent collection has not passed its publication gate.
  • No approved facet-level result artifact has been released.

Publication gate

What must pass first

  1. 1Combine at least one eligible external result with at least one first-party pairwise result.
  2. 2Retain at least 2 independent evidence lineages and 8 eligible model configurations.
  3. 3Complete at least 3 facet tasks with at least 80% required-task coverage.
  4. 4Show that this facet is materially distinct, then pass reliability and sealed-release stability checks.

Business Workflow Automation

Explore all four planned skills

Workflow completion Reach the correct end state across multiple dependent steps. Exception recovery Recover from missing data, failed tools, and conflicting state. Approval and action safety Pause for authorization before consequential or irreversible actions. Operational communication Explain progress, blockers, and handoffs without excess narration.
Back to Business Workflow Automation Sources and safeguards