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Planned benchmark facet · ranking not published

Which models are best at conversion copy?

Write clear landing-page and CTA copy grounded in supplied facts.

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 Sales & Marketing, 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

Business and writing preference

Mapped and runnable
Evidence role
supporting
Maximum directness
30%
Declared subject
foundation model
Usable lineages mapped
1

Capabilities: business preference, writing preference.

Mapped fields: LMArena Text — Business, management and financial operations, LMArena Text — Writing, literature and language.

Writingbench

WritingBench business and marketing

Reuse rights review required
Evidence role
primary
Maximum directness
70%
Declared subject
foundation model
Usable lineages mapped
0

Capabilities: persuasive writing, brief adherence.

  • • result-feed reuse rights require review
  • • source is absent from the checked-in source registry

Zapier Automationbench

AutomationBench Sales and Marketing

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

Capabilities: sales workflow, marketing workflow.

  • • 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.

Sales & Marketing

Explore all four planned skills

Outbound and follow-up Write specific outreach with a credible reason to respond. Discovery and objections Prepare useful questions and answer objections without overclaiming. Positioning and campaigns Turn a brief into differentiated messaging and channel choices. Conversion copy Write clear landing-page and CTA copy grounded in supplied facts.
Back to Sales & Marketing Sources and safeguards