Context: A connected-vehicle analytics company (think Palantir for cars) had real deployments—but no outbound motion. AEs weren’t prospecting, SDRs lacked a workable ICP, and cold outreach produced zero meetings.
The root cause: aim, not effort
Their target list was full of “quality” titles—good instincts, wrong precision. Roles like Supplier/Launch/Logistics Quality sit upstream. The platform’s value lives post-sale: warranty, field investigations, OTA validation, connected-vehicle analytics. We needed people who own telematics, DTCs, OTA logs, and recall KPIs—not torque audits on the plant floor.
Why ZoomInfo/Apollo dumps failed
- Titles ≠ roles. Dumps flag “Quality Engineer” as a hit; they don’t separate plant/launch/supplier from field/warranty/OTA.
- No post-sale signal. Lists don’t show ownership of telematics, DTCs, OTA, or recall KPIs—the exact data and decisions the platform impacts.
- Stale/incorrect records → reps burn dials on ghosts.
- No intent/context (e.g., report downloads, webinar attendance).
- Authority blind spots (budget owners vs. influencers).
- Geo/org mismatch (U.S. after-sales vs. other regions/subsidiaries).
- Deliverability damage from bounces and low relevance.
Bottom line: generic dumps create noise. We needed precision.
Quick glossary (for non-auto readers)
- Post-sale signal: Real-world “smoke-detector” clues after vehicles are sold.
- Telematics: Vehicle health data sent over the air (like a fitness tracker for cars).
- DTCs: Diagnostic Trouble Codes—computer error messages.
- OTA updates: Remote software updates to vehicles.
- Recall KPIs: Metrics around defect campaigns (scope, speed, cost).
The pivot: Agentic ICP Mapping
We codified what “good” looks like into a persona graph and rules:
- HIGH fit: Field Quality Investigation leaders, Warranty Analytics owners, OTA/Connected-Vehicle data teams, Safety/Regulatory decision makers
- MEDIUM: Software Quality (SDV), Telematics Reliability, After-Sales Ops (influencers)
- LOW: Supplier/Launch/Logistics quality, dealer roles
Scoring rubric: +100 for ABM Golden Account, +100 / +50 / 0 for title/function fit, plus small boosts for intent (e.g., downloaded the After-Sales Quality Report).
We dropped the rules + 20 labeled examples into a tiny vector store—the brain our agents would read.
Up next (Part 2): wiring this brain into HubSpot, Outreach, and Orum so AEs finally have the right people—and the right message—to call.
