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B2B

How we think about ABM data quality.

Role mapping, technographic overlays, and the verification cadence that keeps account lists alive past their quarterly — written up as a working playbook.

B2B 8 min read Feb 2026
The take

ABM lists rot faster than the calendars built around them. The teams running ABM well in 2026 aren't running it from a one-time list — they're running it from a maintained surface, with role mapping, technographic overlays, and a verification cadence built into the operating rhythm.

01 · Section

Role mapping that survives reorgs.

Title-only targeting fails the moment a buying committee shifts. The lists that hold up map roles by function and influence — economic buyer, technical evaluator, end user, blocker — and rebuild that mapping as titles change underneath them.

02 · Section

Technographic overlays that filter for fit.

Two accounts with the same firmographic profile can be wildly different fits depending on their stack. Technographic overlays surface the accounts where your product is technically compatible — and quietly de-prioritize the ones where it never will be.

03 · Section

Verification as a cadence, not a project.

We verify on a continuous cadence — contact movement, role changes, technographic shifts — and we treat the ABM file as a living surface. Once a quarter is too slow. The right cadence is closer to the cadence of your campaigns.

ABM doesn't fail at the campaign layer. It fails at the data layer, in the 90 days between when the list was built and when the campaign actually ran.

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