B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Current

46.7%

46.7% -- ai answer consistency rate for AI search engines (local business shortlists) (2026)

2026  · n=269  · Pluspoint

Asking an AI search engine the same local business query twice returned matching shortlisted results 46.7% of the time across 269 repeat pairs.

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Attribution: Pluspoint View source
Lighthouse Research Team
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Graded Evidence graded

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.

Value
46.7%
Unit
Percentage
Data Vintage
2026
Entity
AI search engines (local business shortlists)
Sample Size
269
Geography
Global
B
Strong, reliable evidence

Approved for serving with evidence grade B. The record passes the documented quality and serving gates; consult the methodology for provenance details.

61/100 confidence

Single source - not yet corroborated

Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Pluspoint Primary Tier B
https://www.pluspoint.io/blog/survive-or-sink-navigating-your-business-through-googles-ai-seo-storm ↗
Confidence: 53/100 Vintage: 2026 Channel: Deep Crawl
Source Article
Survive or Sink: Navigating Google's AI SEO Storm
Survive or Sink: Navigating Your Business Through Google's AI SEO Storm As we navigate our world, brimming with questions and doubts, Google's application of Artificial Intelligence (AI) is tirelessly rewriting the rules of Search Engine Optimisation (SEO). Google's AI, in its relentless pursuit of …
Original Research
Pluspoint · Original study ↗

Repeat-pair testing of AI search engine answers; 269 repeat pairs measured

Methodology documented
IndustrySaaS RegionGlobal RoleAll marketers Channelsearch
Plain Text
AI search engines (local business shortlists): 46.7% ai answer consistency rate. Source: Pluspoint (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/ai-search-answer-consistency-46-7
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<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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