AEO for onsite search software: AI search visibility ranking
How AI search engines rank onsite search software by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Onsite search software used to power product discovery, search relevance, merchandising, autocomplete, recommendations, and conversion optimization across commerce and content sites. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers search for the best onsite search software, AI engines frequently point to Algolia as the leader. With a visibility percentage of 37.5%, Algolia stands out among competitors. Elastic and Bloomreach also appear prominently in AI-generated responses, making them notable contenders in the space.
The rankings are influenced by the top sources AI engines reference: g2.com, guideflow.com, and omr.com. These aggregator and review sites contribute significantly to the visibility of brands. Algolia's own site, algolia.com, is also a major source, highlighting its prominence in discussions about its software's capabilities.
For buyers evaluating this page, one critical aspect to consider is how AI engines value the most recent reviews and third-party validations. These elements underscore the importance of topical authority, often reflected in the current analysis of the specific software subcategory, available through respected sources.
At a glance
What we observed in this category
Algolia holds the top rank with a composite score of 48.8, nearly double that of second-placed Elastic at 26.2. Both share identical visibility at 37.5%, which is 31.9 percentage points above the category average of 5.6%. The gap matters because Algolia converts that visibility into citations at 75%, while Elastic records 0% citation despite equal visibility. That divergence means Algolia is not just present in AI responses but is actively referenced as a trusted source.
The visibility-versus-citation split is the sharpest pattern in this dataset. Constructor has zero visibility yet a 25% citation rate, and Coveo similarly has zero visibility but a 12.5% citation rate. This means AI responses are linking to those brands' content without naming them in the narrative. Conversely, Elastic, Luigi's Box, and Searchspring all have visibility above the category average yet zero citations, suggesting they are named but not linked as authoritative references.
Google AI Mode is the top engine for every brand in this category, confirming the audit data is anchored almost entirely on one source. Among third-party citation sources, g2.com appears first, followed by guideflow.com and omr.com. Algolia's own domain (algolia.com) appears directly in the cited sources list, which aligns with its 75% citation rate and helps explain its composite score advantage over all other brands in the category.
Movers & shakers since last refresh
Biggest visibility risers
-
Elastic 0% → 38% · rank #11 → #2+38pp
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Algolia 25% → 38% · rank #1 → #1+12pp
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Luigi's Box 0% → 12% · rank #2 → #4+12pp
Biggest visibility fallers
-
Coveo 12% → 0% · rank #3 → #7-12pp
-
Yext 12% → 0% · rank #5 → #10-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
algolia.com
|
38% | 75% | Google AI Mode |
Algolia leads with a 75% citation rate and a composite score of 48.8, far above the category citation average of 6.2%, and its domain appears directly in the top cited sources list. |
||||
| 2 |
elastic.co
|
38% | 0% | Google AI Mode |
Elastic matches Algolia on visibility at 37.5% after rising from rank 11, but its 0% citation rate produces a composite score of 26.2, nearly half of Algolia's 48.8. |
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| 3 |
bloomreach.com
|
12% | 12% | Google AI Mode |
Bloomreach sits at 12.5% visibility and 12.5% citation, scoring a composite of 12.5, making it the only brand outside the top two to achieve a balanced visibility-to-citation ratio. |
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| 4 |
luigisbox.com
|
12% | 0% | Google AI Mode |
Luigi's Box climbed from zero visibility to 12.5% this period but dropped two rank positions and carries a 0% citation rate, giving it a composite score of just 8.8. |
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| 5 |
searchspring.com
|
12% | 0% | Google AI Mode |
Searchspring shares Luigi's Box's 12.5% visibility and 0% citation rate, producing an identical composite score of 8.8 and double the category visibility average of 5.6%. |
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| 6 |
constructor.com
|
0% | 25% | Google AI Mode |
| 7 |
coveo.com
|
0% | 12% | Google AI Mode |
| 8 |
fastsimon.com
|
0% | 0% | Google AI Mode |
| 9 |
doofinder.com
|
0% | 0% | Google AI Mode |
| 10 |
yext.com
|
0% | 0% | Google AI Mode |
| 11 |
klevu.com
|
0% | 0% | Google AI Mode |
| 12 |
hawksearch.com
|
0% | 0% | Google AI Mode |
| 13 |
nosto.com
|
0% | 0% | Google AI Mode |
| 14 |
clerk.io
|
0% | 0% | Google AI Mode |
| 15 |
solr.apache.org
|
0% | 0% | Google AI Mode |
| 16 |
unbxd.com
|
0% | 0% | Google AI Mode |
| 17 |
expertrec.com
|
0% | 0% | Google AI Mode |
| 18 |
fact-finder.com
|
0% | 0% | Google AI Mode |
| 19 |
syte.ai
|
0% | 0% | Google AI Mode |
| 20 |
prefixbox.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on onsite search software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this AEO ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →
AEO rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own onsite search software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about AEO for onsite search software
Who leads AI visibility in onsite search software?
Algolia leads with a composite score of 48.8 and visibility of 37.5%, which is 31.9 percentage points above the category average of 5.6%. Elastic shares the same visibility score but trails significantly due to a 0% citation rate.
Which brands are cited most often by Google AI Mode in this category?
Algolia is cited in 75% of responses, making it the most cited brand by a wide margin. Constructor is next in citation terms at 25%, despite having zero visibility in AI-generated responses.
What third-party sources does Google AI Mode anchor on for onsite search software research?
The top external sources in this category are g2.com, guideflow.com, and omr.com. Algolia's own domain also appears in the cited sources list, which is unusual and likely contributes to its high citation rate.
Which brands have high visibility but zero citations, and what does that indicate?
Elastic, Luigi's Box, and Searchspring all have visibility above the 5.6% category average but record 0% citation rates, suggesting AI responses name them without linking to their content as references.
Which brands have dropped most in AI visibility recently?
Coveo fell from rank 3 to rank 7 with a visibility drop of 12.5 percentage points, and Yext fell from rank 5 to rank 10 with the same drop, both now sitting at 0% visibility.
Is there any brand being cited by AI without being mentioned in AI responses?
Yes, Constructor has a 25% citation rate and Coveo has a 12.5% citation rate, yet both have 0% visibility, meaning their content is linked as a source without the brands being named in the AI narrative.