expert-panel

Score marketing and sales content with an auto-assembled expert panel.

3.3k|656|Updated Mar 28, 2026
One-click install
npx skills add https://github.com/ericosiu/ai-marketing-skills --skill expert-panel-ericosiu
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: expert-panel
Source: https://github.com/ericosiu/ai-marketing-skills/tree/main/content-ops
Command: npx skills add https://github.com/ericosiu/ai-marketing-skills --skill expert-panel-ericosiu

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires anthropic, and includes scripts (resource) and references (resource) components.

What problem does it solve?

It removes guesswork from marketing and sales content by reliably scoring, gating, and iterating drafts until they meet a strict quality bar.

Core Features & Use Cases

  • Auto-assembled Expert Panel Scoring: Builds a 7–10 expert review panel tailored to the content type (copy, sequences, landing pages, titles, charts, recruiting/outreach evaluations).
  • Iterative Improvement Loop: Runs up to 3 revision rounds and keeps improving until every expert reaches a 90+ threshold.
  • Anti-AI Quality Enforcement: Includes an AI Writing Detector (“Humanizer”) with 1.5x weighting to penalize known AI writing patterns and banned phrasing.
  • Rubric-Driven Evaluation: Selects the appropriate rubric (content, strategic, conversion, visual, evaluation) and outputs transparent scoring + line-level fixes.

Quick Start

Use the expert-panel skill to “expert panel this LinkedIn post and revise it until every expert scores 90+ (max 3 rounds).”

Frequently Asked Questions about expert-panel

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I score and improve marketing copy using an expert panel?

Marketing copy is scored by an auto-assembled panel of 7-10 domain experts. The evaluation applies rubric selection by content type and iterates through revision rounds until reaching a 90+ quality threshold.

How does AI writing detection work for marketing content scoring?

AI writing detection works through a 'Humanizer' mechanism that applies a 1.5x weighting penalty to known AI writing patterns and banned phrasing. This ensures marketing content scores accurately reflect human-like quality and conversion readiness.

Can I evaluate landing pages and email sequences for conversion optimization?

Yes, you can evaluate landing pages and email sequences for conversion optimization. The scoring system selects appropriate rubrics for various content types including ads, CTAs, strategy documents, and charts to provide line-level fixes.

What is the iterative revision loop for improving content quality?

The iterative revision loop runs up to 3 rounds of scoring and editing. It keeps improving drafts with actionable edits until every expert on the panel reaches a 90+ target score or the maximum iterations are exhausted.

Does the expert panel evaluation require specific formatting or dependencies?

Yes, the evaluation requires YAML-frontmatter activation and the Anthropic dependency. It uses weighted aggregation across rubrics to output transparent scoring and line-level fixes tailored to the specific content type being evaluated.

What types of rubrics are used for content scoring and quality gating?

Rubrics used for content scoring include content, strategic, conversion, visual, and evaluation rubrics. The system selects the appropriate rubric based on the content type, evaluating everything from titles to recruiting and vendor evaluations.