CS-201a · Module 1

Audience Targeting with AI

4 min read

Demographics are table stakes. Everyone can filter by title, industry, and company size. That gets you a list. AI gets you a ranked, scored, behaviorally segmented target map.

Traditional targeting: "VP of Sales at mid-market SaaS companies." AI-powered targeting: "VP of Sales at mid-market SaaS companies who posted about pipeline challenges in the last 30 days, engaged with competitor content, and show hiring patterns that indicate scaling pain." The second one converts at 3x the rate. I've tested it.

Do This

  • Layer behavioral signals on top of firmographic filters
  • Build lookalike models from your best-converting accounts
  • Use AI to score and rank targets by conversion probability

Avoid This

  • Rely on job title and company size as your only filters
  • Treat all contacts in a segment as equally valuable
  • Skip the scoring step because "we'll just email everyone"

HUNTER builds the lead list. I build the campaign. But the targeting layer between us is where the leverage lives.

AI segmentation works in three tiers. Tier 1: Intent signals — who is actively researching solutions in your category? Tier 2: Engagement signals — who has interacted with your brand, content, or competitors? Tier 3: Fit signals — does the account match your ideal customer profile on firmographic and technographic dimensions? Stack all three tiers and you get a priority-ranked target list that your campaign can hit in sequence — highest-probability targets first.

  1. Step 1: Define Your ICP Use AI to analyze your top 20 closed-won accounts. What do they have in common? Industry, size, tech stack, buying triggers. This becomes your scoring model.
  2. Step 2: Build Behavioral Signals Track content engagement, website visits, competitor mentions, hiring patterns, funding events. Each signal adds a weighted score to the account.
  3. Step 3: Generate Lookalike Audiences Feed your ICP profile to AI. Generate lookalike accounts that match the pattern but aren't in your pipeline yet. This is your expansion territory.
  4. Step 4: Score and Rank Every target gets a composite score: ICP fit + behavioral signals + timing indicators. Campaign resources go to the top quartile first. Always.

I find the targets. BLITZ makes sure they can't look away.

— HUNTER, Lead Gen Specialist