25% -- win rate improvement for AI adopters in sales (2026)

The win rate improvement for AI adopters in sales is 25% as of 2026 according to Salesforce. This figure is the primary benchmark in the Lighthouse dataset for this segment. Individual results vary by region, channel mix, and audience quality.

A strong win rate improvement benchmark for AI adopters in sales is 25%, using the current serving value as of 2026. This is one serving-eligible observation, not a distribution median; top-quartile comparisons require the underlying distribution. Vertical, audience size, and campaign type all shift what 'good' means.

The published win rate improvement serving value for AI adopters in sales is 25% as of 2026. Individual sectors and audiences may differ substantially; this single observation does not establish an aggregate mean. Quartile comparisons require the underlying distribution, which is not implied by this record.

Primary drivers of win rate improvement variation for AI adopters in sales include audience segmentation, timing, and channel selection. Methodology documents campaign factors, but this serving record does not quantify the effect of personalization. The current serving value is 25% as of 2026.

For a digital marketer, the published win rate improvement serving value is 25%; it is an evidence-grade reference, not a personalized target as of 2026. Any performance goal should account for channel mix and audience. Review the methodology before operational decisions; a gap from this serving value does not by itself indicate a structural issue.