The standing depends on who is buying. Every model is asked the same questions for each company size.
Snyk Open Source is first at 38%.
Snyk Open Source is first at 34%. 3 of 14 models made it the first choice when asked directly.
Sonatype Lifecycle is first at 30%.
“For most mid-market B2B companies, Mend.io or Snyk would be the primary recommendations”MiniMax M2.5 · Direct question · first choice
“Mend.io stands out as the leading choice for many mid-market organizations.”Claude Haiku 4.5 · Direct question · first choice
“Mend.io (best for automated remediation and proactive SCA)”Claude Haiku 4.5 · Comparative question · first choice
“Mend.io is the strongest default choice”Perplexity Sonar · Direct question · first choice
“Mend.io: Powerful but historically complex to configure and priced for enterprise”Kimi K2 · Direct question · warning
“Use with Caution (For High-Volume Repositories) ... historically, it has struggled with accuracy and performance in very large codebases.”Qwen 3.7 Flash · Negative question · warning
“Most mainstream tools (Snyk, Black Duck, Dependabot, Whitesource/Mend, etc.) fall into this category to some degree.”DeepSeek V4 Flash · Negative question · warning
“similar enterprise platforms (e.g., older WhiteSource/Mend.io versions, Checkmarx in some setups)”Grok 4.20 · Negative question · warning
The products named in the same answers as Mend.io – Mend SCA, over the 117 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 113 | 45 | Compare → | |
| 88 | 11 | View → | |
| 81 | 20 | View → | |
| 46 | 0 | View → | |
| 37 | 3 | Compare → | |
| 36 | 1 | View → | |
| 33 | 7 | Compare → | |
| 32 | 0 | View → | |
| 31 | 0 | View → | |
| 31 | 0 | View → |
What the models named instead of Mend.io – Mend SCA →
A side-by-side page exists where both products are among a category's top eight.
Stated on Mend.io – Mend SCA's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 106 of the 117 answers that named Mend.io – Mend SCA and are not a share of its labels.
318 of the 362 domain citations in answers naming Mend.io – Mend SCA came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 0 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 3 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 0 | 3 |
| Perplexity Sonar | 1 | 0 | 1 | 0 | 2 |
| Grok 4.20 | 0 | 2 | 3 | 2 | 7 |
| Mistral Small | 0 | 1 | 2 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 1 | 4 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 1 | 2 |
| Kimi K2 | 0 | 2 | 0 | 2 | 4 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 2 | 0 | 0 | 2 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 586 | 13 | 2026-09-10 | SCA, SAST | |
| News or press | 152 | 7 | 2026-08-10 | SCA, SAST | |
| Webinar or virtual event | 59 | 0 | 2023-07-11 | SAST | |
| Comparison | 44 | 3 | 2026-09-09 | SCA, SAST | |
| Podcast or video | 34 | 0 | 2023-09-08 | ||
| Case study | 30 | 0 | 2025-01-24 | SCA, SAST | |
| Glossary or explainer | 19 | 0 | 2026-03-09 | SCA | |
| Report or ebook | 15 | 0 | 2025-09-22 | SAST | |
| Conference or event | 3 | 0 | 2026-05-11 | ||
| Template or tool | 1 | undated |
As the event pages on mend.io state them, read September 28, 2026.
Every page mend.io exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.