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Kairos: automatic qualification of 1,200 leads/month

Client
Kairos Media
Duration
6 weeks
Team
1 PM, 1 AI engineer, 1 integration engineer
Kairos: automatic qualification of 1,200 leads/month

The challenge

Kairos received over 1,500 inbound leads per month via 4 different channels (website, LinkedIn form, events, partners). The team of 3 SDRs spent 60% of their time on manual qualification, and 40% of hot leads were never called back in time. The CRM was poorly maintained, preventing any serious funnel analysis.

Our approach

  1. 12-day audit: mapping of the 4 channels, scoring of historical leads, identification of 18 extended BANT qualification criteria.
  2. 2Design of a single agent with access to the CRM, Clearbit enrichment, and the product knowledge base.
  3. 3Parallel pilots on the 4 channels for 2 weeks with systematic human validation.
  4. 4Progressive production rollout: 25%, 50%, 75%, 100% over 3 weeks. Guardrail: any lead with score > 80 escalates to a human within 5 minutes.

The results

1,200
Leads qualified per month autonomously
−68%
SDR time on qualification
+34%
Lead → opportunity conversion rate
< 5 min
Average response time on hot leads

Tech stack

GPT-5HubSpot APINext.jsPostgreSQL

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