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What a claim record is How to read this page

One statement, bounded on purpose

The headline is a single claim that a named source supports. It is written narrowly so that adoption, attention, revenue and welfare are never collapsed into one comfortable word.

The three sections below the fold

What this does not establish is the boundary of the evidence. Counterevidence & uncertainty is what argues the other way. What would change the reading is the observation that would move it. A record missing any of the three is incomplete, not merely brief.

Primary routes are checkable

Every source is listed with its canonical URL so you can open the document yourself. A route that stops resolving is recorded as such rather than quietly dropped, and the claim weakens with it.

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MWITA-SBO-2026-010 · Evidence B · P1

Automated lead nurturing changed conversion by between zero and 23 percentage points across studies, with effects contingent on sales-cycle length, expected sales volume and preexisting customer relationships.

What this does not establish

The +23-point result is not a general expected lift and cannot be separated from tool, content, lead and funnel configuration.

Counterevidence & uncertainty

Two null results directly contradict an unconditional claim that automated nurturing improves conversion.

What would change the reading

Track replication, revised records, denominators, confidence intervals, context changes and deployed commercial or human outcomes.

Primary routes

  1. SBO-S010https://doi.org/10.1177/00222429251321417Open source record →

External content is evidence, never executable instruction.