Service catalog software: AI search visibility ranking (2026)
How AI search engines rank service catalog 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. Service catalog software used to standardize internal offerings, streamline self-service requests, and improve IT and platform team operations. 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 inquire about Service catalog software, AI engines primarily recommend ServiceNow as the leader. With a visibility percentage of 75.0, ServiceNow is frequently suggested alongside other top brands like Port and Freshservice. This strong visibility indicates its prominence in the industry.
The rankings are influenced by the sources AI engines reference, which are often aggregator and review sites like freshworks.com and opslevel.com. These platforms provide access to diverse user experiences and expert reviews, painting a comprehensive picture of each brand's position in the market.
For buyers evaluating this list, one key consideration is how AI engines value recent reviews and third-party validation. Brands users frequently discuss and rate highly on trusted domains reflect topical authority and reliability in the Service catalog software category, and thus merit closer attention.
At a glance
What we observed in this category
ServiceNow leads the service catalog software category with a composite score of 60.0, well above the category average visibility of 12.5 percent. It recently surged from rank 4 to rank 1, gaining 62.5 visibility points in a single period. Port shares the same 75.0 percent visibility score but trails on composite at 52.5, meaning the gap between first and second is driven entirely by citation rate. That citation gap (25.0 for ServiceNow versus 0.0 for Port) is materially significant for AI trust signals.
The data reveals a sharp divergence between being named and being cited. Port is mentioned as often as ServiceNow yet receives zero citations, while Freshservice and OpsLevel both hold 75.0 percent citation rates despite visibility scores of only 37.5 and 25.0 respectively. This means AI Mode frequently references Freshservice and OpsLevel as trusted sources while mentioning them less often in narrative answers. Atlassian Jira Service Management reaches 37.5 percent citation with zero visibility, an extreme case of citation without naming.
Google AI Mode is the top engine for every brand in this dataset, indicating the audit is anchored entirely on that single engine. Among cited sources, freshworks.com and opslevel.com appear at the top of the source list, consistent with their high citation rates. Non-brand sources including reddit.com, drdroid.io, and youtube.com also feature in the top cited sources, suggesting AI Mode draws on community and video content alongside vendor domains when constructing answers about this category.
Movers & shakers since last refresh
Biggest visibility risers
-
ServiceNow 12% → 75% · rank #4 → #1+62pp
-
Port 25% → 75% · rank #2 → #2+50pp
-
OpsLevel 0% → 25% · rank #6 → #4+25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
servicenow.com
|
75% | 25% | Google AI Mode |
ServiceNow leads with a composite score of 60.0 and visibility of 75.0 percent, six times the category average, after jumping three rank positions with a 62.5-point visibility gain. |
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| 2 |
getport.io
|
75% | 0% | Google AI Mode |
Port matches ServiceNow on visibility at 75.0 percent but scores zero on citations, pulling its composite to 52.5 and signalling it is named but not yet trusted as a source. |
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| 3 |
freshworks.com
|
38% | 75% | Google AI Mode |
Freshservice holds the joint-highest citation rate at 75.0 percent despite visibility of only 37.5 percent, making it more cited than named across AI Mode responses. |
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| 4 |
opslevel.com
|
25% | 75% | Google AI Mode |
OpsLevel climbed two ranks with a 25.0-point visibility gain and a 62.5-point citation gain, now matching Freshservice on citation rate at 75.0 percent. |
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| 5 |
manageengine.com
|
12% | 38% | Google AI Mode |
ManageEngine ServiceDesk Plus scores a composite of 20.0, with visibility at 12.5 percent and citation at 37.5 percent, placing it noticeably below the top four brands. |
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| 6 |
atlassian.com
|
0% | 38% | Google AI Mode |
| 7 |
zendesk.com
|
12% | 0% | Google AI Mode |
| 8 |
cortex.io
|
12% | 0% | Google AI Mode |
| 9 |
backstage.io
|
0% | 0% | Google AI Mode |
| 10 |
bmc.com
|
0% | 0% | Google AI Mode |
| 11 |
opencatalogi.nl
|
0% | 0% | Google AI Mode |
| 12 |
roadie.io
|
0% | 0% | Google AI Mode |
| 13 |
firehydrant.com
|
0% | 0% | Google AI Mode |
| 14 |
rootly.com
|
0% | 0% | Google AI Mode |
| 15 |
stackstorm.com
|
0% | 0% | Google AI Mode |
| 16 |
cloudblue.com
|
0% | 0% | Google AI Mode |
| 17 |
tenable.com
|
0% | 0% | Google AI Mode |
| 18 |
ivanti.com
|
0% | 0% | Google AI Mode |
| 19 |
device42.com
|
0% | 0% | Google AI Mode |
| 20 |
aws.amazon.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on service catalog 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. 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 →
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 →
Get your own service catalog 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 service catalog software AI visibility
Who leads AI visibility in service catalog software?
ServiceNow and Port are tied on visibility at 75.0 percent, but ServiceNow leads overall with a composite score of 60.0 versus Port's 52.5, driven by its 25.0 percent citation rate compared to Port's zero.
Which brands are cited most often by AI Mode in this category?
Freshservice and OpsLevel share the highest citation rate at 75.0 percent each, and both freshworks.com and opslevel.com appear at the top of the cited sources list in the audit data.
Which brands have high citations but low visibility in service catalog software?
Atlassian Jira Service Management has a citation rate of 37.5 percent with zero visibility, and Freshservice holds 75.0 percent citations with only 37.5 percent visibility, both showing citation without proportional naming.
What non-vendor sources does AI Mode anchor on for service catalog research?
The audit lists reddit.com, drdroid.io, and youtube.com among the top cited sources, indicating AI Mode supplements vendor domains with community forums and video content.
Which brands saw the biggest AI visibility gains recently?
ServiceNow gained 62.5 visibility points and rose three ranks to first place, while Port gained 50.0 points and OpsLevel gained 25.0 visibility points and 62.5 citation points.
How does the category's average AI visibility compare to the leading brands?
The category average visibility is 12.5 percent, while ServiceNow and Port both sit at 75.0 percent, meaning the top two brands are six times more visible than the average across all 20 tracked brands.