AEO for software composition analysis tools: AI search visibility ranking
How AI search engines rank software composition analysis tools by visibility and citations. 20 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Application security tools used to inventory open-source dependencies, detect vulnerabilities, and manage software supply chain risk. 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 Software composition analysis tools, AI engines frequently highlight Endor Labs as the standout choice. It holds a 25.0% visibility percentage. In addition to Endor Labs, other notable mentions include Snyk and Mend. Such recommendations suggest a strong recognition in the category.
The rankings favor Endor Labs largely due to frequent citations from top sources like endorlabs.com and aikido.dev. These sources are a mix of vendor websites and niche security forums, indicating a blend of direct product information and community validation.
For buyers evaluating options on this page, it's important to consider the sources AI engines prioritize, such as recent reviews and third-party validations. Notably, attention should be given to brands with substantial topical authority and endorsements from specific subcategory experts, as seen in the sources referenced.
At a glance
What we observed in this category
Endor Labs holds the top composite score at 47.5, a gap of nearly 14 points above second-ranked Snyk at 33.8. That gap matters because Endor Labs achieves it with only 25% visibility, meaning its 100% citation rate is doing the heavy lifting. Snyk and Mend both sit at 37.5% visibility, the highest in the category, yet their citation rates are 25% and 12.5% respectively, showing that raw mention frequency does not translate directly into composite ranking dominance.
The most striking divergence between visibility and citation appears at rank 5, where Cycode records 0% visibility but a 62.5% citation rate, the second highest citation figure in the entire dataset. FOSSA shows the same pattern: zero visibility, yet a 25% citation rate. This means AI is referencing these brands as trusted sources in answers where it does not prominently name them as featured tools, a clear split between being cited as evidence and being surfaced as a recommended brand.
Every brand in the top 10 lists Google AI Mode as its top engine, with no variation across the dataset. The top cited sources list reinforces this anchor: endorlabs.com and cycode.com appear alongside third-party domains like aikido.dev, appsecsanta.com, and reddit.com, suggesting Google AI Mode is drawing heavily on review and community content rather than vendor sites alone. The presence of reddit.com in top cited sources confirms that AI answers in this category are partially grounded in user-generated discussion.
Movers & shakers since last refresh
Biggest visibility risers
-
Endor Labs 0% → 25% · rank #2 → #1+25pp
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Snyk 25% → 38% · rank #5 → #2+12pp
-
Socket 0% → 12% · rank #15 → #7+12pp
Biggest visibility fallers
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FOSSA 12% → 0% · rank #7 → #8-12pp
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GitLab 12% → 0% · rank #8 → #18-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
endorlabs.com
|
25% | 100% | Google AI Mode |
Endor Labs leads with a 47.5 composite score driven by a 100% citation rate, despite visibility of just 25%, well above the 7.5% category average. |
||||
| 2 |
snyk.io
|
38% | 25% | Google AI Mode |
Snyk has the highest visibility in the dataset at 37.5%, five times the category average, but its 25% citation rate limits its composite score to 33.8. |
||||
| 3 |
mend.io
|
38% | 12% | Google AI Mode |
Mend matches Snyk on visibility at 37.5% but its citation rate of 12.5% is the lowest among the top four, holding its composite score to 30.0. |
||||
| 4 |
blackduck.com
|
25% | 38% | Google AI Mode |
Black Duck achieves a 37.5% citation rate on only 25% visibility, appearing in the top cited sources list alongside brands with far higher visibility scores. |
||||
| 5 |
cycode.com
|
0% | 62% | Google AI Mode |
Cycode is the sharpest visibility-citation outlier in the dataset, recording 0% visibility yet a 62.5% citation rate, the second highest citation figure overall. |
||||
| 6 |
sonatype.com
|
12% | 25% | Google AI Mode |
| 7 |
socket.dev
|
12% | 0% | Google AI Mode |
| 8 |
fossa.com
|
0% | 25% | Google AI Mode |
| 9 |
github.com
|
0% | 12% | Google AI Mode |
| 10 |
aquasec.com
|
0% | 12% | Google AI Mode |
| 11 |
apiiro.com
|
0% | 12% | Google AI Mode |
| 12 |
checkmarx.com
|
0% | 12% | Google AI Mode |
| 13 |
anchore.com
|
0% | 12% | Google AI Mode |
| 14 |
ox.security
|
0% | 0% | Google AI Mode |
| 15 |
dependencytrack.org
|
0% | 0% | Google AI Mode |
| 16 |
spectralops.io
|
0% | 0% | Google AI Mode |
| 17 |
opentext.com
|
0% | 0% | Google AI Mode |
| 18 |
gitlab.com
|
0% | 0% | Google AI Mode |
| 19 |
jfrog.com
|
0% | 0% | Google AI Mode |
| 20 |
veracode.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on software composition analysis tools, 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 AEO 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 →
AEO 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 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own software composition analysis tools brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for software composition analysis tools
Who leads AI visibility in software composition analysis tools?
Endor Labs leads with the highest composite score of 47.5, achieved through a 100% citation rate despite visibility of only 25%. Snyk and Mend share the highest raw visibility at 37.5% but score lower overall.
Which brand has the biggest gap between visibility and citation in this category?
Cycode has zero visibility yet a 62.5% citation rate, the most extreme divergence in the dataset. FOSSA shows the same pattern with 0% visibility and a 25% citation rate.
What sources does AI cite most for software composition analysis research?
The top cited sources include endorlabs.com, cycode.com, and blackduck.com from the vendor side, alongside third-party domains such as aikido.dev, appsecsanta.com, and reddit.com. This mix suggests AI answers draw on both vendor content and community or review sites.
Which engine dominates AI visibility for this category?
Google AI Mode is the top engine for every single brand in the top 10, with no other engine appearing as a top performer in the dataset.
Which brands have risen most in AI visibility recently?
Socket made the largest rank jump, moving from rank 15 to rank 7, a change of 8 positions. Endor Labs moved from rank 2 to rank 1 with a visibility delta of plus 25 percentage points.
What is the average visibility and citation rate across software composition analysis tools?
The category average visibility is 7.5% and the average citation rate is 17.5%, meaning most of the 20 brands tracked have very limited AI presence. Only the top three brands exceed the average visibility figure by a meaningful margin.