Product experience software: AI search visibility ranking (2026)
How AI search engines rank product experience 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. Product experience software used to onboard users, guide adoption, launch features, and improve in-app engagement across software products. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 17, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Pendo and Gainsight PX share the top two positions with identical scores across every metric: 12.5% visibility, 25.0% citation, and a composite of 16.2. Both brands sit dramatically above the category average visibility of 1.9%, which signals that Google AI Mode is consolidating its product experience software responses around a very small set of established players. The gap between rank 2 and rank 3 (Appcues at 8.8 composite) is already significant, and the drop to zero for ranks 5 through 10 is total.
Appcues presents the clearest divergence between visibility and citation in this dataset. It holds 12.5% visibility, matching the two leaders, but records 0.0% citation, producing a composite of only 8.8. UserGuiding shows the inverse pattern: 0.0% visibility but 12.5% citation, giving it a composite of 3.8. This means Appcues is named in AI responses but not trusted as a source, while UserGuiding is cited as a reference without being prominently named as a brand recommendation.
Google AI Mode is the top engine for every brand in this dataset, indicating the audit is anchored entirely on that single engine. Among the top cited sources, third-party platforms appear prominently: goconsensus.com, g2.com, youtube.com, and contentsquare.com all feature alongside brand-owned domains like gainsight.com and pendo.io. The presence of ai-native domains such as unwrap.ai and getperspective.ai in the cited sources list suggests the AI is also pulling from newer review and analysis layers within this category.
Movers & shakers since last refresh
Biggest visibility risers
-
Pendo 0% → 12% · rank #0 → #1+12pp
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Gainsight PX 0% → 12% · rank #0 → #2+12pp
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Appcues 0% → 12% · rank #0 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
pendo.io
|
12% | 25% | Google AI Mode |
Pendo leads with 12.5% visibility and 25.0% citation, both more than six times the category averages of 1.9% and 3.1% respectively, and its domain appears directly in the top cited sources list. |
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| 2 |
gainsight.com
|
12% | 25% | Google AI Mode |
Gainsight PX matches Pendo exactly on every recorded metric (12.5% visibility, 25.0% citation, 16.2 composite), making it the only true peer to the category leader in AI Mode responses. |
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| 3 |
appcues.com
|
12% | 0% | Google AI Mode |
Appcues holds 12.5% visibility equal to the top two brands but records 0.0% citation, dropping its composite to 8.8 and revealing it is named but not sourced by Google AI Mode. |
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| 4 |
userguiding.com
|
0% | 12% | Google AI Mode |
UserGuiding is the only brand with zero visibility but a positive citation rate of 12.5%, suggesting AI Mode references its content as a source without recommending it as a named brand. |
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| 5 |
walkme.com
|
0% | 0% | Google AI Mode |
WalkMe scores 0.0% across all metrics despite being a recognised enterprise player, indicating no presence in Google AI Mode responses during this audit period. |
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| 6 |
userpilot.com
|
0% | 0% | Google AI Mode |
| 7 |
whatfix.com
|
0% | 0% | Google AI Mode |
| 8 |
chameleon.io
|
0% | 0% | Google AI Mode |
| 9 |
userflow.com
|
0% | 0% | Google AI Mode |
| 10 |
apty.io
|
0% | 0% | Google AI Mode |
| 11 |
intercom.com
|
0% | 0% | Google AI Mode |
| 12 |
productfruits.com
|
0% | 0% | Google AI Mode |
| 13 |
commandbar.com
|
0% | 0% | Google AI Mode |
| 14 |
usetiful.com
|
0% | 0% | Google AI Mode |
| 15 |
stonly.com
|
0% | 0% | Google AI Mode |
| 16 |
inlinemanual.com
|
0% | 0% | Google AI Mode |
| 17 |
helppier.com
|
0% | 0% | Google AI Mode |
| 18 |
frigade.com
|
0% | 0% | Google AI Mode |
| 19 |
spekit.com
|
0% | 0% | Google AI Mode |
| 20 |
puzzler.co
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on product experience 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 product experience 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 product experience software AI visibility
Who leads AI visibility in product experience software?
Pendo and Gainsight PX share the top position with identical scores of 12.5% visibility and 25.0% citation, both producing a composite score of 16.2. No other brand in the category comes close to either metric.
What is the average AI visibility score for product experience software brands?
The category average visibility is 1.9% and the average citation rate is 3.1% across 20 brands audited. The top three brands (Pendo, Gainsight PX, Appcues) account for virtually all of the category's AI presence.
Which brands are named in AI responses but not cited as sources?
Appcues is the clearest example, holding 12.5% visibility but 0.0% citation in this audit. It is mentioned in Google AI Mode answers but its domain is not used as a reference source.
Which brands are cited as sources without being named as recommended products?
UserGuiding records 0.0% visibility but 12.5% citation, meaning AI Mode pulls from its content as a reference while not surfacing it as a brand recommendation in responses.
What sources does Google AI Mode cite most for product experience software research?
The top cited sources include goconsensus.com, contentsquare.com, youtube.com, g2.com, gainsight.com, pendo.io, unwrap.ai, and getperspective.ai. Third-party review and analysis platforms feature alongside brand-owned domains.
How concentrated is AI visibility in this category?
Extremely concentrated: ranks 5 through 10 (WalkMe, Userpilot, Whatfix, Chameleon, Userflow, Apty) all score 0.0% on both visibility and citation, leaving the entire measurable AI presence with just four brands.