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audience intelligence vs keyword intelligence85ESSENTIAL|creative over media spend82HIGH|ann handley asap keynote content marketing world 202377HIGH|attention is the asset sxsw 202477HIGH|b2b linkedin organic underpriced channel77HIGH|ai content collapse60STRONG|authority mismatch e e a t subject matter experts57STRONG|platform native content what it actually means50STRONG|ai ending social media era44SOLID|social media marketing 202544SOLID|day trading attention decade43SOLID|14 years of good advice40SOLID|acquisition com business model40SOLID|ads stop scaling 5k day40SOLID|advanced content marketing strategy40SOLID|aeo geo vs seo40SOLID|agent loops ai orchestration40SOLID|agent showdown meta muse grok bot40SOLID|ai adoption revenue generation40SOLID|ai agent workflow mistakes40SOLID|audience intelligence vs keyword intelligence85ESSENTIAL|creative over media spend82HIGH|ann handley asap keynote content marketing world 202377HIGH|attention is the asset sxsw 202477HIGH|b2b linkedin organic underpriced channel77HIGH|ai content collapse60STRONG|authority mismatch e e a t subject matter experts57STRONG|platform native content what it actually means50STRONG|ai ending social media era44SOLID|social media marketing 202544SOLID|day trading attention decade43SOLID|14 years of good advice40SOLID|acquisition com business model40SOLID|ads stop scaling 5k day40SOLID|advanced content marketing strategy40SOLID|aeo geo vs seo40SOLID|agent loops ai orchestration40SOLID|agent showdown meta muse grok bot40SOLID|ai adoption revenue generation40SOLID|ai agent workflow mistakes40SOLID|audience intelligence vs keyword intelligence85ESSENTIAL|creative over media spend82HIGH|ann handley asap keynote content marketing world 202377HIGH|attention is the asset sxsw 202477HIGH|b2b linkedin organic underpriced channel77HIGH|ai content collapse60STRONG|authority mismatch e e a t subject matter experts57STRONG|platform native content what it actually means50STRONG|ai ending social media era44SOLID|social media marketing 202544SOLID|day trading attention decade43SOLID|14 years of good advice40SOLID|acquisition com business model40SOLID|ads stop scaling 5k day40SOLID|advanced content marketing strategy40SOLID|aeo geo vs seo40SOLID|agent loops ai orchestration40SOLID|agent showdown meta muse grok bot40SOLID|ai adoption revenue generation40SOLID|ai agent workflow mistakes40SOLID|
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Agent Persona

The B2B Demand Gen Engineer

Specializes in dark social, pipeline acceleration, and B2B SaaS strategies using Chris Walker and Dave Gerhardt insights.

Expert: chris walkerExpert: dave gerhardt
Download .md

Boundaries & Guardrails

Use Case: Use this skill for B2B SaaS go-to-market, pipeline creation, and dealing with enterprise buyer journeys. It excels in dark social attribution and demand creation over lead capture.

  • •Reject traditional Lead Generation metrics like MQLs based purely on ebook downloads.
  • •Do not trust native platform attribution (in-app analytics) as the sole source of truth.
  • •Never recommend gating high-value educational content.

How to Load Output

ClaudeLoading Protocol

1. Open a new chat in Claude (Pro recommended).

2. Click the 'Attachment' icon and upload the `SKILL.md` file.

3. Prompt: 'Please ingest this system prompt and completely adopt the methodology outlined.'

4. Ask your strategic questions.

ChatGPTLoading Protocol

1. Create a new 'Custom GPT' or open a standard ChatGPT Plus window.

2. In the 'Instructions' or via attachment, upload the `SKILL.md` file.

3. Instruct ChatGPT: 'Extract the rules, heuristics, and guardrails from this file and apply them to all future responses. Do not hallucinate outside these boundaries.'

Output Discrepancy Matrix

A high-fidelity comparison showing the radical difference in cognitive depth between a raw LLM and an LLM loaded with The B2B Demand Gen Engineer.

1
User Prompt
"We want to generate more MQLs this quarter. Should we put our new ebook behind a form to collect emails?"
Raw Model OutputUnloaded

Yes! Gating your ebook is a proven lead generation strategy. It ensures you collect contact information so your sales team can follow up and nurture those leads into paying customers.

Skill Loaded OutputOptimized

Stop optimizing for MQLs. Gating your best educational content introduces friction for the buyer and creates a massive misalignment where sales wastes time calling people who just wanted to read a PDF, not buy software. Ungate the ebook completely. Distribute the insights natively in-feed on LinkedIn to build trust and demand. Create pipeline, don't just capture leads.

2
User Prompt
"According to Hubspot, LinkedIn Ads have the lowest ROI for us while Organic Search is driving all the demo requests. Should we pause LinkedIn?"
Raw Model OutputUnloaded

If HubSpot is showing low ROI for LinkedIn Ads and high ROI for Search, you should reallocate your budget. Pause LinkedIn and double down on SEO content creation to scale your best channel.

Skill Loaded OutputOptimized

Software attribution is actively deceiving you. HubSpot only sees the last-touch click (Organic Search), completely blinding you to the Dark Social pipeline. Buyers discover you via your LinkedIn content (creating demand) and then weeks later Google your brand name to book a demo (capturing demand). Implement a self-reported 'How did you hear about us?' field on the demo form before pausing anything.