46.7%
46.7% -- ai answer consistency rate for AI search engines (local business shortlists) (2026)
Asking an AI search engine the same local business query twice returned matching shortlisted results 46.7% of the time across 269 repeat pairs.
Questions about this data
What is the ai answer consistency rate for AI search engines (local business shortlists)?
The ai answer consistency rate for AI search engines (local business shortlists) is 46.7% as of 2026 according to Pluspoint. This figure is the primary benchmark in the Lighthouse dataset for this segment. Individual results vary by region, channel mix, and audience quality.
What is a good ai answer consistency rate benchmark for AI search engines (local business shortlists)?
A strong ai answer consistency rate benchmark for AI search engines (local business shortlists) is 46.7%, 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.
How does AI search engines (local business shortlists) ai answer consistency rate compare to the industry average?
The published ai answer consistency rate serving value for AI search engines (local business shortlists) is 46.7% 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.
What factors affect ai answer consistency rate for AI search engines (local business shortlists)?
Primary drivers of ai answer consistency rate variation for AI search engines (local business shortlists) 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 46.7% as of 2026.
What ai answer consistency rate should I aim for as a digital marketer in 2026?
For a digital marketer, the published ai answer consistency rate serving value is 46.7%; 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.
Approved for serving with evidence grade B. The record passes the documented quality and serving gates; consult the methodology for provenance details.
Single source - not yet corroborated
Repeat-pair testing of AI search engine answers; 269 repeat pairs measured
<blockquote cite="https://lighthousedata.io/data/ai-search-answer-consistency-46-7" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>46.7%</strong> -- ai answer consistency rate for AI search engines (local business shortlists)<br><small>Source: Pluspoint (2026) · <a href="https://lighthousedata.io/data/ai-search-answer-consistency-46-7" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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