Automate lead qualification with AI (without breaking your funnel)

A field-tested blueprint for AI lead qualification — enrichment, scoring, routing, and human-in-the-loop checks that protect conversion.

The goal isn't "more leads"

The goal is the right lead in front of the right rep within minutes. AI helps with both halves — qualification and routing — without replacing your sales judgement.

The pipeline

Enrich — fetch firmographics, tech stack, and intent signals on form submit
Score — model assigns a tier (A/B/C) using your ICP definition, with a written rationale
Route — A-tier to a senior AE, B-tier to SDR queue, C-tier to nurture
Log — every decision, with the data the model saw, for monthly review

Human-in-the-loop where it matters

Reps can override the tier with one click; overrides feed back into next month's prompt
Anything flagged "low confidence" goes to a manual queue
Monthly review of false negatives — leads scored C that closed — is non-negotiable

What changes after a month

Time-to-first-touch drops dramatically for A-tier
SDR hours shift from triage to outreach
Marketing finally gets honest feedback on which sources produce real ICP fit

What to avoid

Letting the AI auto-reply to leads without a human in the loop — for now
Hiding the score from reps; transparency is what builds trust in the system