Safeguard SCA
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Safeguard SCA has 4.
Why models recommend it
“Other top contenders include FOSSA, Safeguard SCA, Socket, Semgrep Supply Chain, and Endor Labs.”Llama 4 Maverick · Direct question · alternative
“Safeguard SCA is another option that provides robust commercial support”Qwen 3.7 Flash · Direct question · alternative
“FOSSA or Safeguard SCA (free plans, policy enforcement)”GLM 4.7 FlashX · Budget-constrained question · alternative
“ranked the top free-plan option: #3 of 65”Muse Glimmer 30B · Budget-constrained question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as Safeguard SCA, over the 7 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 7 | 5 | View → | |
| 5 | 0 | View → | |
| 5 | 0 | View → | |
| 4 | 1 | View → | |
| 4 | 0 | View → | |
| 2 | 1 | View → | |
| 2 | 1 | View → | |
| 2 | 0 | View → | |
| 2 | 0 | View → | |
| 2 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
How this is measured
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 →Sources returned with these answers
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 7 of the 7 answers that named Safeguard SCA and are not a share of its labels.
Domains cited
No domain is on file for Safeguard SCA, so its own site is not marked. Five were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |