Eleven of fourteen models named Aikido Security first on the direct prompt; one named Snyk. Aikido Security was named by fourteen of the fourteen models and Snyk by twelve and Aikido Security carries 36 labels and Snyk 34, so the shares are not directly comparable.
Named in ten categories this edition.
Named in seven categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the application security posture management page.
Across every category in the November 2026 Edition, Aikido Security and Snyk were named in the same answer sixty-eight times, of the 326 answers naming Aikido Security and the 181 naming Snyk. In those answers Snyk took the first choice zero times and Aikido Security fifty-one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid scanner add-ons (e.g., basic features from Snyk or Checkmarx)” Grok 4.20 · paraphrase prompt · hard negative
“I'd recommend starting with Snyk if your team is developer-centric” MiniMax M2.5 · direct prompt · first choice
“The Best Overall Choice: Snyk ... Start with a pilot using Snyk.” Qwen 3.7 Flash · paraphrase prompt · first choice
“The Best "Freemium" Platform: Snyk ... Snyk is the industry leader” Qwen 3.7 Flash · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.