Access review software: AI search visibility ranking (2026)
How AI search engines rank access review software by visibility and citations. 18 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. Access review software used to audit entitlements, certify user permissions, and reduce identity sprawl across cloud and enterprise systems. 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 Access review software, AI engines overwhelmingly point to Lumos as the leader in this sector. With a visibility percentage of 12.5, Lumos stands out among its peers. Okta and SailPoint are other frequently mentioned names, indicating strong recognition in the industry.
The rankings are heavily influenced by top cited sources, which include domains like cloudeagle.ai, console.com, and getsecureslate.com. These sites are often aggregators or review platforms, contributing significantly to how AI engines gather and provide information.
For buyers evaluating the list on this page, it's crucial to consider what AI engines emphasize. Prioritizing brands with recent reviews or those with strong third-party validation can be beneficial. Furthermore, identifying brands with clear topical authority on Access review software will aid in making a well-informed decision.
At a glance
What we observed in this category
Lumos leads the access review software category with a composite score of 35.0, nearly 9 points ahead of second-ranked Okta at 26.2. That gap matters because Lumos achieves it with only 12.5% visibility, the lowest among ranked brands, while carrying an 87.5% citation rate. Okta, by contrast, holds 37.5% visibility, the highest in the category, yet records zero citations. The category average visibility sits at just 7.6%, meaning Okta alone is driving a significant share of overall named presence.
The visibility-versus-citation divergence is sharp and consistent across the top 10. Okta, SailPoint, Saviynt, and ConductorOne all register 25% or higher visibility but 0% citations each. Veza, CyberArk, and Zluri show the inverse pattern, earning citations of 37.5%, 25%, and 25% respectively while holding 0% visibility. Lumos is the only brand that scores meaningfully on both dimensions simultaneously, making it the only brand Google AI Mode both names frequently and treats as a trusted reference source.
Google AI Mode is the top engine for every brand in the dataset, indicating the entire competitive landscape is being shaped by a single engine's retrieval behaviour. The top cited sources include cloudeagle.ai, console.com, getsecureslate.com, and lumos.com itself, none of which are the dominant enterprise vendors like Okta or SailPoint. This suggests AI Mode is anchoring its sourcing on third-party review and comparison sites rather than on the official domains of the highest-visibility brands.
Movers & shakers since last refresh
Biggest visibility risers
-
Okta 0% → 38% · rank #7 → #2+38pp
-
SailPoint 0% → 25% · rank #4 → #3+25pp
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Saviynt 0% → 25% · rank #5 → #4+25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
lumos.com
|
12% | 88% | Google AI Mode |
Lumos ranks first with a composite score of 35.0, driven entirely by an 87.5% citation rate despite visibility of just 12.5%, well above the 10.4% category citation average. |
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| 2 |
okta.com
|
38% | 0% | Google AI Mode |
Okta holds the highest visibility in the category at 37.5%, nearly five times the 7.6% average, yet records zero citations, creating a significant trust gap versus Lumos. |
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| 3 |
sailpoint.com
|
25% | 0% | Google AI Mode |
SailPoint rose from rank 4 to rank 3 with a visibility jump of 25 percentage points from zero, but its 0% citation rate matches Okta and limits its composite score to 17.5. |
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| 4 |
saviynt.com
|
25% | 0% | Google AI Mode |
Saviynt shares an identical composite score of 17.5 with SailPoint and ConductorOne, also rising from zero visibility, with no citation activity distinguishing it from those two peers. |
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| 5 |
conductorone.com
|
25% | 0% | Google AI Mode |
ConductorOne holds 25% visibility and a composite score of 17.5, matching SailPoint and Saviynt exactly, with zero citations placing all three in a statistically indistinct cluster. |
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| 6 |
veza.com
|
0% | 38% | Google AI Mode |
| 7 |
microsoft.com
|
12% | 0% | Google AI Mode |
| 8 |
cyberark.com
|
0% | 25% | Google AI Mode |
| 9 |
zluri.com
|
0% | 25% | Google AI Mode |
| 10 |
delinea.com
|
0% | 12% | Google AI Mode |
| 11 |
oneidentity.com
|
0% | 0% | Google AI Mode |
| 12 |
ibm.com
|
0% | 0% | Google AI Mode |
| 13 |
omadaidentity.com
|
0% | 0% | Google AI Mode |
| 14 |
rsa.com
|
0% | 0% | Google AI Mode |
| 15 |
oracle.com
|
0% | 0% | Google AI Mode |
| 16 |
pingidentity.com
|
0% | 0% | Google AI Mode |
| 17 |
opal.dev
|
0% | 0% | Google AI Mode |
| 18 |
eviden.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on access review 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 access review 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 access review software AI visibility
Who leads AI visibility in access review software?
Lumos leads with a composite score of 35.0, ahead of Okta at 26.2 and SailPoint at 17.5. Lumos achieves this ranking primarily through a citation rate of 87.5% rather than broad visibility.
Which brand has the highest raw visibility in this category?
Okta has the highest visibility at 37.5%, nearly five times the category average of 7.6%, but records zero citations, meaning it is named often but not sourced as a trusted reference.
What sources does Google AI Mode cite most for access review software research?
The top cited sources are cloudeagle.ai, console.com, getsecureslate.com, lumos.com, infisign.ai, securends.com, toriihq.com, and opti.ai. These are predominantly third-party comparison and review sites rather than the domains of major enterprise vendors.
Are there brands that receive citations but no visibility in this category?
Yes, Veza, CyberArk, and Zluri each have 0% visibility but citation rates of 37.5%, 25%, and 25% respectively, indicating AI Mode sources their content without naming them in category responses.
Which engine dominates AI visibility across access review software brands?
Google AI Mode is listed as the top engine for all 10 ranked brands in the dataset, meaning the entire category's AI visibility landscape is currently shaped by a single engine.
Which brands showed the biggest visibility gains in the most recent period?
Okta gained 37.5 visibility points from zero to reach rank 2, while SailPoint and Saviynt each gained 25 points from zero, all three recording no accompanying citation growth.