Seven of fourteen models named Aikido Security first on the direct prompt; zero named Jit. Aikido Security was named by fourteen of the fourteen models and Jit by ten and Aikido Security carries 35 labels and Jit 18, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in two 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 October 2026 Edition, Aikido Security and Jit were named in the same answer forty times, of the 342 answers naming Aikido Security and the 67 naming Jit. In those answers Jit took the first choice two times and Aikido Security thirty.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Users note the lack of advanced features in Aikido Security, such as dark mode and in-depth analysis options, and find the pricing structure expensive for micro businesses” Muse Glimmer 30B · negative prompt · soft negative
“Users report lack of advanced features (e.g., no dark mode, limited deep-analysis options). May not scale well for complex enterprise needs.” DeepSeek V4 Flash · negative prompt · soft negative
“best for smaller teams or simpler environments, less ideal as the primary pick for a typical mid-market company” Perplexity Sonar · direct prompt · soft negative
“Aikido Security - an all-in-one ASPM platform with native scanning for IaC, SAST, DAST, SCA, container scanning, secrets detection, and CSPM.” Llama 4 Maverick · direct prompt · first choice
“Aikido Security is an all-in-one ASPM platform designed especially for startups and mid-sized development teams” Claude Haiku 4.5 · budget prompt · first choice
“For a small company that wants one affordable, mostly all-in-one AppSec platform, I'd start with Aikido.” GPT-6 Luna · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Users report integration issues—doesn't support all enterprise environments, requires extra manual setup. Also lacking customer support” DeepSeek V4 Flash · negative prompt · soft negative
“For most mid-sized B2B companies: Start with Jit for its ease of use, built-in scanning, and developer-friendly approach.” Mistral Small · paraphrase prompt · first choice
“Jit is a cloud-native, developer-first Application Security Posture Management (ASPM) and DevSecOps orchestration platform.” Muse Glimmer 30B · comparative prompt · first choice
“Jit is considered the best overall ASPM tool in 2026” Claude Haiku 4.5 · paraphrase 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.