E-commerce personalization software: AI search visibility ranking (2026)
How AI search engines rank e-commerce personalization 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. E-commerce personalization platforms used to tailor search, recommendations, merchandising, and on-site experiences to increase conversion and AOV. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 12, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Insider leads the e-commerce personalization software category with a visibility score of 50.0%, more than double Bloomreach and Dynamic Yield (both at 25.0%), and far above the category average of 5.6%. That gap is significant because the next 16 brands in the 20-brand audit register 12.5% or below, with most sitting at zero. Insider's composite score of 35.0 versus Bloomreach's 25.0 and Dynamic Yield's 17.5 shows the lead is not marginal. The category is effectively a two-tier landscape with one dominant name and a thin mid-tier.
The sharpest divergence between visibility and citation appears at rank 1: Insider holds 50.0% visibility but 0.0% citation, meaning Google AI Mode names it frequently without linking back to its domain. Bloomreach is the only brand in the top five that carries any citation weight at 25.0%, making it the sole player that is both named and trusted as a source. Dynamic Yield mirrors Insider's pattern at 25.0% visibility and 0.0% citations. This visibility-without-citation pattern across the top brands suggests AI responses describe these tools without anchoring on their own web properties.
The top cited sources in the category include insiderone.com, g2.com, youtube.com, bloomreach.com, klaviyo.com, and maestra.io, indicating that Google AI Mode is drawing primarily from review aggregators, third-party commentary, and video content rather than vendor documentation. Bloomreach.com appearing directly in the cited sources list aligns with its 25.0% citation rate, the only brand domain in that list among the top five vendors. Rebuy and LimeSpot both fell from 12.5% visibility to 0.0%, while Insider surged from 12.5% to 50.0% and Bloomreach entered from zero, showing the mid-tier is highly unstable.
Movers & shakers since last refresh
Biggest visibility risers
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Insider 12% → 50% · rank #2 → #1+38pp
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Bloomreach 0% → 25% · rank #5 → #2+25pp
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Dynamic Yield 0% → 25% · rank #7 → #3+25pp
Biggest visibility fallers
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Rebuy 12% → 0% · rank #3 → #5-12pp
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LimeSpot 12% → 0% · rank #4 → #6-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
useinsider.com
|
50% | 0% | Google AI Mode |
Insider leads with 50.0% visibility, nearly nine times the 5.6% category average, but holds 0.0% citation rate, meaning AI names it without linking to its domain. |
||||
| 2 |
bloomreach.com
|
25% | 25% | Google AI Mode |
Bloomreach is the only top-five brand with matching visibility and citation (both 25.0%), and its domain appears directly in the category's top cited sources list. |
||||
| 3 |
dynamicyield.com
|
25% | 0% | Google AI Mode |
Dynamic Yield matches Bloomreach on visibility at 25.0% but carries 0.0% citation, rising four rank positions from rank 7 despite generating no source references. |
||||
| 4 |
nosto.com
|
12% | 0% | Google AI Mode |
Nosto holds 12.5% visibility and 0.0% citation, placing it above 16 brands stuck at zero but well below the top three with a composite score of just 8.8. |
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| 5 |
rebuyengine.com
|
0% | 0% | Google AI Mode |
Rebuy fell from rank 3 to rank 5 with a visibility drop of 12.5 percentage points to zero, recording 0.0% on both visibility and citation in the current period. |
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| 6 |
limespot.com
|
0% | 0% | Google AI Mode |
| 7 |
personizely.net
|
0% | 0% | Google AI Mode |
| 8 |
constructor.com
|
0% | 0% | Google AI Mode |
| 9 |
monetate.com
|
0% | 0% | Google AI Mode |
| 10 |
klevu.com
|
0% | 0% | Google AI Mode |
| 11 |
clerk.io
|
0% | 0% | Google AI Mode |
| 12 |
algolia.com
|
0% | 0% | Google AI Mode |
| 13 |
optimizely.com
|
0% | 0% | Google AI Mode |
| 14 |
yieldify.com
|
0% | 0% | Google AI Mode |
| 15 |
barilliance.com
|
0% | 0% | Google AI Mode |
| 16 |
searchspring.com
|
0% | 0% | Google AI Mode |
| 17 |
unbxd.com
|
0% | 0% | Google AI Mode |
| 18 |
wunderkind.co
|
0% | 0% | Google AI Mode |
| 19 |
segment.com
|
0% | 0% | Google AI Mode |
| 20 |
qubit.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on e-commerce personalization 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 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 e-commerce personalization 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.
Frequently asked about e-commerce personalization software AI visibility
Who leads AI visibility in e-commerce personalization software?
Insider leads with 50.0% visibility in Google AI Mode, more than double the next closest brands Bloomreach and Dynamic Yield, both at 25.0%. The category average is just 5.6%, making Insider's position substantially above the norm.
Which brand is most cited as a trusted source by Google AI Mode in this category?
Bloomreach is the only top-five brand with a non-zero citation rate at 25.0%, and its domain appears directly in the category's top cited sources list. Every other top-five brand, including Insider, records 0.0% citation.
What sources does Google AI Mode anchor on for e-commerce personalization research?
The top cited sources include insiderone.com, g2.com, youtube.com, bloomreach.com, klaviyo.com, and maestra.io, suggesting the AI draws from review platforms, video content, and third-party commentary rather than primarily vendor sites.
How stable is AI visibility in this category across periods?
The mid-tier is highly unstable: Insider surged from 12.5% to 50.0%, Dynamic Yield entered from 0.0% to 25.0%, while Rebuy and LimeSpot each dropped 12.5 percentage points to reach zero visibility.
How many brands in the 20-brand audit have any AI visibility at all?
Only four brands register above zero visibility: Insider at 50.0%, Bloomreach and Dynamic Yield each at 25.0%, and Nosto at 12.5%. The remaining 16 brands all sit at 0.0% visibility.
Is there a gap between being named by AI and being cited as a source in this category?
Yes, the gap is pronounced. Insider has 50.0% visibility but 0.0% citation, and Dynamic Yield shows the same pattern at 25.0% visibility and 0.0% citation. Only Bloomreach aligns both metrics at 25.0% each.