ai-marketing-skills/content-ops/references/expert-assembly.md
Alfred Claw a96d0d8889 Initial commit: 6 AI marketing skill categories
- growth-engine: Autonomous experiment engine (Karpathy autoresearch for marketing)
- sales-pipeline: RB2B router, deal resurrector, trigger prospector, ICP learner
- content-ops: Expert panel, quality gate, editorial brain, quote miner
- outbound-engine: Cold outbound optimizer, lead pipeline, competitive monitor
- seo-ops: Content attack briefs, GSC optimizer, trend scout
- finance-ops: CFO briefing, cost estimate, scenario modeler

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2026-03-27 20:14:52 -07:00

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Expert Assembly Guide

Examples of domain-specific experts to add based on offer context. Use this when auto-assembling panels for unfamiliar domains.

Assembly principle

The panel needs experts who understand both the craft (how to make good content/strategy) and the domain (the specific market, audience, and offer being scored).


Domain Expert Examples

SaaS / Software

  • SaaS Conversion Expert — free trial vs demo, PLG patterns, activation metrics
  • Developer Audience Specialist — if targeting devs, knows what resonates vs cringe
  • Pricing Page Analyst — tier structure, anchoring, feature comparison tables

E-Commerce / DTC

  • DTC Brand Strategist — unboxing, retention loops, subscription models
  • Product Page Optimizer — hero images, reviews, urgency without fakeness
  • Email/SMS Commerce Expert — abandoned cart, post-purchase, winback flows

Healthcare / Medical

  • Healthcare Compliance Expert — HIPAA, FDA advertising rules, claim substantiation
  • Patient Communication Specialist — empathy without condescension, plain language
  • Medical Professional Audience Expert — if targeting HCPs, clinical credibility

Financial Services

  • FinServ Compliance Reviewer — SEC/FINRA advertising rules, disclaimers
  • Trust & Authority Expert — credential signaling, risk communication
  • Retail Investor Audience Specialist — jargon translation, fear/greed calibration

Food & Beverage / Restaurant

  • Food Marketing Expert — appetite appeal, sensory language, seasonal hooks
  • Local Business Marketing Specialist — geo-targeting, community signals
  • Visual Food Stylist — photography/visual standards for food content

Professional Services / Agency

  • B2B Services Buyer Expert — what CMOs/VPs actually respond to
  • Case Study Analyst — proof structure, metrics that matter, client story arc
  • Competitive Positioning Expert — differentiation in crowded service markets

Education / Courses

  • Course Launch Expert — urgency, social proof, transformation promise
  • Curriculum Designer — learning outcomes, module structure, completion optimization
  • Student Success Storyteller — before/after, specific outcomes, relatable journeys

Real Estate

  • Real Estate Marketing Expert — listing copy, neighborhood selling, visual standards
  • Luxury Market Specialist — if high-end, understands aspiration vs information
  • Lead Nurture Expert — long sales cycles, drip sequence optimization

Universal Experts (always consider)

These roles apply to nearly any domain:

  • Audience Empathy Expert — Does the scorer actually understand the target audience's daily reality, pain points, and language?
  • Competitive Context Expert — What else is the audience seeing? Is this differentiated or just another version of what everyone says?
  • Offer Clarity Expert — Can someone understand what they get, what it costs, and what happens next in under 10 seconds?

When no pre-built panel exists

  1. Identify the content type → pick 3-4 craft experts (copywriter, designer, strategist, etc.)
  2. Identify the domain → pick 2-3 domain experts from above or synthesize new ones
  3. Add humanizer (mandatory) and brand voice match (mandatory)
  4. Cap at 10, merge overlapping roles