AI Visibility Rankings · E-commerce

Search and merchandising software: AI search visibility ranking (2026)

How AI search engines rank search and merchandising 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. Search and merchandising platforms used by online retailers to improve product discovery, ranking, filtering, and revenue from site search. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Refreshed Jun 12, 2026

Avg visibility across category

Avg citation rate

20/20

Brands successfully audited

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At a glance

Category leader Algolia 38% visibility · named in 3 of 8 AI answers

Most cited brand Algolia 12% citation rate · the AI's most-trusted source brand in search and merchandising software

Top cited domain youtube.com Referenced by AI across the search and merchandising software query set — the highest-leverage PR target in this category

Visibility spread 38pp Gap between top and bottom of the ranking · 15 brands at 0% (invisible to the AI)

What we observed in this categoryauto-generated

Algolia leads the search and merchandising software category with a visibility score of 37.5%, more than double the 25.0% shared by Constructor and Bloomreach in joint second place. The category average visibility sits at just 5.6%, meaning Algolia's score is roughly six times the norm. This gap is significant because it suggests Google AI Mode has a strong prior toward Algolia when generating responses, while most of the 20 brands in the field receive no meaningful AI presence at all.

A clear divergence exists between being named and being cited. Constructor and Bloomreach both hold 25.0% visibility yet carry 0.0% citation rates, meaning AI responses mention them without linking to their domains as sources. Algolia is the only brand earning both visibility (37.5%) and citations (12.5%). Clerk.io presents the sharpest inversion: 0.0% visibility but a 12.5% citation rate, indicating its content is used as a reference source even though the brand itself is not being surfaced in AI answers.

The top cited sources in this category are YouTube, Gartner, G2, and Slashdot, alongside smaller specialist sites like gosearch.ai and viewpointanalysis.com. This pattern suggests Google AI Mode is anchoring on third-party review and analyst platforms rather than vendor-owned domains when constructing answers. Clerk.io appearing as a cited source despite zero visibility reinforces that content utility, not brand prominence, drives which domains AI pulls from in this category.

Movers & shakers since last refresh

Biggest visibility risers

Algolia 12% → 38% · rank #2 → #1
+25pp
Bloomreach 0% → 25% · rank #5 → #3
+25pp
Nosto 0% → 12% · rank #9 → #4
+12pp

Biggest visibility fallers

Doofinder 12% → 0% · rank #3 → #7
-12pp

The ranking

#	Brand	Visibility	Citation	Top engine
1	Algolia algolia.com	38%	12%	Google AI Mode
Algolia is the only brand combining meaningful visibility (37.5%) with actual citations (12.5%), placing it well above every peer and roughly six times the 5.6% category average.
2	Constructor constructor.com	25%	0%	Google AI Mode
Constructor matches Bloomreach at 25.0% visibility but holds a 0.0% citation rate, indicating Google AI Mode names it in answers without treating its domain as a trusted source.
3	Bloomreach bloomreach.com	25%	0%	Google AI Mode
Bloomreach jumped from rank 5 to rank 3 with a visibility delta of plus 25.0 percentage points, making it the joint second-largest riser alongside Algolia in this audit period.
4	Nosto nosto.com	12%	0%	Google AI Mode
Nosto climbed five places from rank 9 to rank 4, gaining 12.5 percentage points of visibility from a previous baseline of zero, though it carries no citation presence yet.
5	Unbxd unbxd.com	12%	0%	Google AI Mode
Unbxd sits at 12.5% visibility with a 0.0% citation rate, tying Nosto on composite score (8.8) but showing no rank movement recorded in the current audit data.
6	Clerk.io clerk.io	0%	12%	Google AI Mode
7	Doofinder doofinder.com	0%	0%	Google AI Mode
8	Klevu klevu.com	0%	0%	Google AI Mode
9	Searchspring searchspring.com	0%	0%	Google AI Mode
10	Coveo coveo.com	0%	0%	Google AI Mode
11	Lucidworks lucidworks.com	0%	0%	Google AI Mode
12	FactFinder fact-finder.com	0%	0%	Google AI Mode
13	Elastic Path elasticpath.com	0%	0%	Google AI Mode
14	Expertrec expertrec.com	0%	0%	Google AI Mode
15	Fast Simon fastsimon.com	0%	0%	Google AI Mode
16	Wizzy wizzy.ai	0%	0%	Google AI Mode
17	Attraqt attraqt.com	0%	0%	Google AI Mode
18	GroupBy groupbyinc.com	0%	0%	Google AI Mode
19	Prefixbox prefixbox.com	0%	0%	Google AI Mode
20	HawkSearch hawksearch.com	0%	0%	Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on search and merchandising 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.

youtube.comgartner.comg2.comslashdot.orggosearch.aiclerk.ioincreff.comviewpointanalysis.com

How to read this 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.

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.

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.

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.

Get your own search and merchandising software brand audited

The brands above were curated from public market-leader lists. Want the same 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.

Audit your search and merchandising software brand → Browse all rankings Methodology →

Frequently asked about search and merchandising software AI visibility

Who leads AI visibility in search and merchandising software?

Algolia leads with 37.5% visibility and a composite score of 30.0, more than double the nearest competitors Constructor and Bloomreach at 25.0% each. The category average is just 5.6%, making Algolia's position a significant outlier.

Which brands are cited by Google AI Mode as trusted sources in this category?

Algolia is the only top-ranked brand earning citations at 12.5%, while Clerk.io has a 12.5% citation rate despite 0.0% visibility. Most other named brands including Constructor and Bloomreach carry zero citation rates.

What sources does Google AI Mode anchor on when answering search and merchandising software queries?

The top cited domains are YouTube, Gartner, G2, and Slashdot, with smaller specialist sites like gosearch.ai, clerk.io, increff.com, and viewpointanalysis.com also appearing. Third-party review and analyst platforms dominate over vendor-owned content.

Which brands have gained the most AI visibility recently in this category?

Algolia and Bloomreach both gained 25.0 percentage points of visibility in this audit period, while Nosto climbed five rank positions from rank 9 to rank 4 with a 12.5-point gain. Doofinder is the only recorded faller, dropping from rank 3 to rank 7 with a loss of 12.5 points.

How many brands in this category have zero AI visibility?

At least six of the ten audited brands, including Clerk.io, Doofinder, Klevu, Searchspring, Coveo, and others, show 0.0% visibility in Google AI Mode. Given the category average of 5.6% across 20 brands, the majority of the field is essentially invisible.

Can a brand be cited by AI without being visible in AI answers in this category?

Yes. Clerk.io holds a 12.5% citation rate while recording 0.0% visibility, meaning its content is referenced as a source but the brand is not surfaced in AI-generated answers. This pattern suggests content utility and citation by third parties can operate independently of brand-level mention.