Pre-employment assessment software: AI search visibility ranking (2026)
How AI search engines rank pre-employment 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. Pre-employment assessment software used to evaluate skills, aptitude, behavior, coding ability, and job readiness across modern hiring workflows. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 19, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
TestGorilla holds the top composite score at 12.5, making it the only brand where visibility and citation are perfectly aligned, both at 12.5 percent. That alignment matters because every other brand in the top five (Criteria, Codility, HackerRank, Harver) carries 12.5 percent visibility but zero citation, producing a composite of 8.8 versus TestGorilla's 12.5. The gap between rank one and ranks two through five is therefore entirely a citation effect, not a visibility effect.
A clear divergence exists between being named and being trusted as a source. HireVue and Bryq each score zero visibility yet carry 12.5 percent citation, meaning Google AI Mode references their content without surfacing them in brand-level answers. Criteria shows the inverse risk: it was the previous rank-one brand with 50 percent visibility, now dropped to 12.5 percent visibility and zero citation, a combined decline of 37.5 visibility points and 12.5 citation points in a single audit period.
Google AI Mode is the top engine for every brand in this dataset, confirming the category is effectively a single-engine story. The cited sources list includes youtube.com, gartner.com, reddit.com, and specialist directories such as myshortlister.com and discovered.ai, suggesting Google AI Mode anchors its answers on a mix of review aggregators, analyst platforms, and community forums rather than brand-owned domains. HireVue's own domain appears in the cited sources list despite its zero visibility score, illustrating how a brand's site can feed the AI without receiving named visibility credit.
Movers & shakers since last refresh
Biggest visibility risers
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Codility 0% → 12% · rank #5 → #3+12pp
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HackerRank 0% → 12% · rank #6 → #4+12pp
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Harver 0% → 12% · rank #9 → #5+12pp
Biggest visibility fallers
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Criteria 50% → 12% · rank #1 → #2-38pp
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TestGorilla 38% → 12% · rank #2 → #1-25pp
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eSkill 25% → 0% · rank #3 → #18-25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
testgorilla.com
|
12% | 12% | Google AI Mode |
TestGorilla is the only top-five brand with citation matching visibility (both 12.5%), giving it a composite score of 12.5 versus the category average of 3.1. |
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| 2 |
criteriacorp.com
|
12% | 0% | Google AI Mode |
Criteria fell from rank one with 50% visibility to rank two at 12.5% visibility and zero citation, the steepest visibility decline recorded in this audit period. |
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| 3 |
codility.com
|
12% | 0% | Google AI Mode |
Codility rose from rank five to rank three after gaining 12.5 visibility points from zero, but it holds no citation share, capping its composite at 8.8. |
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| 4 |
hackerrank.com
|
12% | 0% | Google AI Mode |
HackerRank moved from rank six to rank four with a 12.5-point visibility gain, yet like Codility it carries zero citation, leaving both brands at an identical composite of 8.8. |
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| 5 |
harver.com
|
12% | 0% | Google AI Mode |
Harver recorded the largest rank jump in the dataset (rank nine to rank five, up four places) but carries zero citation, matching the 8.8 composite shared by ranks three and four. |
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| 6 |
hirevue.com
|
0% | 12% | Google AI Mode |
| 7 |
bryq.com
|
0% | 12% | Google AI Mode |
| 8 |
shl.com
|
0% | 0% | Google AI Mode |
| 9 |
vervoe.com
|
0% | 0% | Google AI Mode |
| 10 |
imocha.io
|
0% | 0% | Google AI Mode |
| 11 |
testlify.com
|
0% | 0% | Google AI Mode |
| 12 |
mettl.com
|
0% | 0% | Google AI Mode |
| 13 |
wonderlic.com
|
0% | 0% | Google AI Mode |
| 14 |
plum.io
|
0% | 0% | Google AI Mode |
| 15 |
toggl.com
|
0% | 0% | Google AI Mode |
| 16 |
canditech.io
|
0% | 0% | Google AI Mode |
| 17 |
xobin.com
|
0% | 0% | Google AI Mode |
| 18 |
eskill.com
|
0% | 0% | Google AI Mode |
| 19 |
adaface.com
|
0% | 0% | Google AI Mode |
| 20 |
alvalabs.io
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on pre-employment 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 pre-employment 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 pre-employment assessment software AI visibility
Who leads AI visibility in pre-employment assessment software?
TestGorilla ranks first with a composite score of 12.5, the only brand where visibility and citation both sit at 12.5 percent. Criteria, Codility, HackerRank, and Harver share 12.5 percent visibility but carry zero citation, giving them a lower composite of 8.8.
What sources does Google AI Mode cite most for pre-employment assessment research?
The top cited sources include youtube.com, gartner.com, reddit.com, myshortlister.com, and discovered.ai, indicating Google AI Mode draws on a mix of analyst sites, review directories, and community forums rather than primarily brand-owned domains.
Which brands are cited by Google AI Mode without receiving named visibility?
HireVue and Bryq each carry 12.5 percent citation but zero visibility, meaning the AI references their content or is associated with their domain without surfacing them as named brands in answers.
Which brands have seen the biggest visibility drops recently?
Criteria lost 37.5 visibility points (falling from 50% to 12.5%) and TestGorilla dropped 25 points (from 37.5% to 12.5%). eSkill was the most dramatic faller overall, dropping from rank three to rank eighteen with visibility collapsing from 25% to zero.
Is AI visibility in this category concentrated on one engine or spread across multiple?
Every brand in the dataset lists Google AI Mode as its top engine, making this a single-engine category with no evidence of meaningful visibility distributed across other AI platforms in the current audit.
How does the category average compare to the leading brands?
The category average visibility is 3.1 percent and average citation is 1.9 percent, well below the 12.5 percent visibility shared by the top five brands, reflecting how concentrated AI presence is among a small cluster of named players.