Snyk vs Jit
Two of fourteen models named Snyk first on the direct prompt; zero named Jit. Snyk was named by thirteen of the fourteen models and Jit by ten and Snyk carries 34 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.
By framing
SnykFirst choices, of fourteen modelsJit
Across every category in the October 2026 Edition, Snyk and Jit were named in the same answer twenty-five times, of the 177 answers naming Snyk and the 67 naming Jit. In those answers Jit took the first choice four times and Snyk seven.
Every model, every framing
| 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 | | | |
Snyk Jit first choice named as an alternative argued againstblank: not namedEach cell is one answer, Snyk on the left and Jit on the right.The direct prompt
Snyk first, Jit an alternative
2 of 14 modelsJit was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
What the models said about Snyk
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Vendor-locked scanner suites (e.g., those bundling ASPM with proprietary tools like Checkmarx, Cycode, or Snyk)” Grok 4.1 Fast · negative prompt · soft negative
“Snyk would cost significantly more for the same breadth of coverage” DeepSeek V4 Flash · paraphrase prompt · soft negative
“I'd recommend starting with Snyk or Aikido due to their balance of features, pricing transparency, and mid-market-friendly onboarding” Kimi K2 · direct prompt · first choice
“I'd recommend starting with Snyk or Aikido Security due to their free tiers and affordability” MiniMax M2.5 · budget prompt · first choice
“I'd recommend Snyk as a strong starting point for Application Security Posture Management (ASPM)” Grok 4.1 Fast · paraphrase prompt · first choice
What the models said about Jit
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.