AI Lead Qualification System
Score, route, and draft follow-ups before reps open the inbox.
Built an AI pipeline integrated with the client CRM that scores, routes, and drafts follow-ups automatically. Manual qualification dropped by 70%.
70% less manual work
The problem
Sales team spent 15+ hours weekly manually qualifying inbound leads from multiple channels.
Inbound form fills, demo requests, and partner referrals landed in a shared inbox and a CRM with incomplete fields. Reps spent mornings scoring leads by gut feel, copying notes between tools, and chasing stale contacts while hot opportunities waited. Automated lead qualification was on the wishlist — but prior Zapier rules broke on messy free-text answers.
What we delivered
We built an AI lead qualification layer on top of their CRM: extract intent and fit signals from form text and enrichment, score against their ICP, route to the right owner with an SLA, and draft a first follow-up for human approval. No auto-send without a rep.
How we approached it
- ✓Mapped ICP criteria with sales leadership before any model wiring
- ✓Normalized multi-channel leads into one CRM object with required fields
- ✓Added AI scoring with explainable reasons reps can trust or override
- ✓Routed by territory and capacity; drafted follow-ups for review, never blind send
- ✓Logged outcomes so scores improve from wins and losses, not vanity dashboards
Outcomes
- ✓Manual qualification time dropped about 70%
- ✓First touch moved from hours to minutes on high-intent leads
- ✓Reps see why a lead scored high or low — not a black-box number
- ✓CRM hygiene improved because enrichment and required fields run before assignment
Related services
Similar work usually starts from one of these service lines.
Questions buyers ask about this project
What is AI lead qualification?
It is software that reads inbound lead data (forms, emails, enrichment), scores fit against your ideal customer profile, routes the lead to the right owner, and often drafts the first reply — so sales does not start every day with a manual triage pile.
Does AI send emails to leads without approval?
In this build, no. Drafts are prepared for review. Auto-send is optional and only enabled when the client sets clear rules and compliance checks.
Will this work with HubSpot or Salesforce?
Yes. We integrate with HubSpot, Salesforce, Pipedrive, or a custom CRM. The hard part is ICP scoring and clean data — not which logo is on the CRM.
More outcomes
