Applicant assessment software: AI search visibility ranking (2026)
How AI search engines rank applicant assessment 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. Applicant assessment software used to screen candidates with aptitude, coding, behavioral, language, and role-fit tests during hiring workflows. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 11, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Willo leads the applicant assessment software category with a composite score of 20.0, well ahead of TestGorilla and HireVue, which both sit at 12.5. The gap matters because Willo's citation rate of 37.5% is three times higher than its nearest cited peers, signalling that Google AI Mode not only surfaces Willo but actively references it as a source. The category average visibility is just 2.5%, meaning even the tied runners-up are performing five times above the norm.
A clear divergence exists between named visibility and citation trust. Toggl Hire matches the top brands on visibility at 12.5% but holds a 0.0% citation rate, meaning it appears in AI responses without being sourced. Conversely, iMocha and Adaface each carry a 25.0% citation rate despite 0.0% visibility, making them trusted reference points that AI draws on without directly naming them in answers. Established players like SHL, Mercer Mettl, and Criteria record zero on both metrics.
Google AI Mode is the dominant engine across every brand in this category, with no outliers pulling from alternative engines. The top cited external sources include youtube.com, peoplemanagingpeople.com, selectsoftwarereviews.com, and adaface.com, indicating the AI anchors on review aggregators, HR editorial content, and vendor-owned resources alike. Willo's own domain, willo.video, appears in the cited sources list, which likely contributes directly to its elevated citation rate relative to peers.
Movers & shakers since last refresh
Biggest visibility risers
-
Willo 0% → 12% · rank #4 → #1+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
willo.video
|
12% | 38% | Google AI Mode |
Willo holds the top composite score of 20.0 and a citation rate of 37.5%, triple the rate of TestGorilla and HireVue, after rising from rank 4 with a visibility delta of 12.5%. |
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| 2 |
testgorilla.com
|
12% | 12% | Google AI Mode |
TestGorilla matches Willo on visibility at 12.5% but its citation rate of 12.5% leaves it at a composite score of 12.5, well behind Willo's 20.0. |
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| 3 |
hirevue.com
|
12% | 12% | Google AI Mode |
HireVue shares identical visibility and citation scores with TestGorilla at 12.5% each, producing the same composite of 12.5 despite being a larger incumbent brand. |
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| 4 |
toggl.com
|
12% | 0% | Google AI Mode |
Toggl Hire reaches 12.5% visibility, matching the top three brands, but its 0.0% citation rate drags its composite to 8.8, revealing a named-but-not-trusted gap. |
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| 5 |
imocha.io
|
0% | 25% | Google AI Mode |
iMocha records 0.0% visibility yet a 25.0% citation rate, higher than TestGorilla or HireVue, indicating AI sources it as a reference without surfacing it in direct answers. |
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| 6 |
adaface.com
|
0% | 25% | Google AI Mode |
| 7 |
vervoe.com
|
0% | 12% | Google AI Mode |
| 8 |
criteriacorp.com
|
0% | 0% | Google AI Mode |
| 9 |
mettl.com
|
0% | 0% | Google AI Mode |
| 10 |
shl.com
|
0% | 0% | Google AI Mode |
| 11 |
hackerrank.com
|
0% | 0% | Google AI Mode |
| 12 |
codility.com
|
0% | 0% | Google AI Mode |
| 13 |
plum.io
|
0% | 0% | Google AI Mode |
| 14 |
harver.com
|
0% | 0% | Google AI Mode |
| 15 |
hipeople.io
|
0% | 0% | Google AI Mode |
| 16 |
testdome.com
|
0% | 0% | Google AI Mode |
| 17 |
eskill.com
|
0% | 0% | Google AI Mode |
| 18 |
bryq.com
|
0% | 0% | Google AI Mode |
| 19 |
canditech.io
|
0% | 0% | Google AI Mode |
| 20 |
equalture.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on applicant assessment 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 applicant assessment 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 applicant assessment software AI visibility
Who leads AI visibility in applicant assessment software?
Willo leads with a composite score of 20.0 and a citation rate of 37.5%, significantly ahead of TestGorilla and HireVue, which both score 12.5.
What is the average AI visibility for brands in this category?
The category average visibility is 2.5% and average citation rate is 6.2%, meaning most of the 20 tracked brands have minimal or zero AI presence.
Which brands are cited by AI but not visibly named in responses?
iMocha and Adaface both show 0.0% visibility but 25.0% citation rates each, meaning Google AI Mode references their content without surfacing them as named answers.
What sources does Google AI Mode cite most for applicant assessment research?
The top cited sources include youtube.com, peoplemanagingpeople.com, selectsoftwarereviews.com, adaface.com, and willo.video, spanning video, editorial, and review content.
Which brand showed the biggest recent rise in AI visibility?
Willo is the only recorded riser, jumping from rank 4 to rank 1 with a visibility delta of 12.5%, moving from 0.0% to 12.5% visibility.
How do established brands like SHL and Mercer Mettl perform in AI visibility?
Both SHL and Mercer Mettl record 0.0% on visibility, citation, and composite score, indicating no measurable presence in Google AI Mode responses for this category.