Cycode ASPM vs Jit
Two of fourteen models named Cycode ASPM first on the direct prompt; zero named Jit. Cycode ASPM was named by thirteen of the fourteen models and Jit by ten and Cycode ASPM carries 36 labels and Jit 18, so the shares are not directly comparable.
Named in one category 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
Cycode ASPMFirst choices, of fourteen modelsJit
Across every category in the October 2026 Edition, Cycode ASPM and Jit were named in the same answer twenty-six times, of the 95 answers naming Cycode ASPM and the 67 naming Jit. In those answers Jit took the first choice three times and Cycode ASPM two.
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 | | | |
Cycode ASPM Jit first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cycode ASPM on the left and Jit on the right.The direct prompt
Cycode ASPM first, Jit not the choice
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
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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
Cycode ASPM0%#7 of 12Jit0%#5 of 12What the models said about Cycode ASPM
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“ASPM platforms like Apiiro, ArmorCode, Cycode, OX Security, AccuKnox, and Snyk AppRisk aggregate security findings into a unified posture view; they cannot test a compiled mobile binary” Muse Glimmer 30B · negative prompt · soft negative
“their pricing models are built for large enterprises and often start at tens of thousands of dollars, requiring enterprise sales calls” Gemini 3.5 Flash · budget prompt · soft negative
“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
“Cycode and Snyk are currently the top contenders for general use cases.” GLM 4.7 FlashX · direct prompt · first choice
“or Cycode if you need to consolidate multiple existing tools” Kimi K2 · paraphrase prompt · first choice
“I'd recommend Cycode as the strongest default choice” Perplexity Sonar · 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.