Using a Detailed AI Prompt to Research Verified Local-business Prospects and Draft Outreach for an AI-consulting First Client
Originally published Sep 13, 2026 — Automate AI Consulting
Automate AI Consulting · I Gave GPT-6 Astra and Fable 5.1 the Same Job: Land My First Client. One Clearly Won. ↗
Give an AI model (with live web access) a detailed, rule-bound prompt that has it pick a business niche and offer, research and verify 20+ real local prospects against their actual websites (flagging anything it can't verify rather than inventing details), draft outreach messages built around a specific, checkable observation about each business, and produce pricing plus a build spec for a first prototype, giving a beginner with no clients or portfolio a concrete, individually-researched outreach plan to execute.
The presenter ran the identical prompt through two frontier AI models role-playing as his own less-experienced self from 18 months ago, then spot-checked the AI-identified prospects against their live websites, one model found a real broken booking form on an actual local business's site, exactly the kind of concrete 'leak' that gets a cold outreach message answered. He gives away the full prompt and stresses that the prompt itself, not which model runs it, is the real asset.
Someone starting an AI-consulting or 'find and fix operational leaks' service from zero, with no existing portfolio or client base, willing to personally verify AI-generated research before sending outreach.
The core technique, a rule-bound research prompt that forces verification and flags unconfirmed claims, is a genuinely sound way to generate higher-quality, personalized outreach than generic cold pitches, and the presenter demonstrates real spot-checking rather than just trusting the AI's output. The video is explicitly a model comparison/review rather than a step-by-step gig walkthrough, both models' outputs are described as 'not a client' since no outreach was actually sent in the video, and it promotes the presenter's own paid School community and consulting services.