# Jit vs Wiz: which do AI models recommend for ASPM, October 2026

IT AI Recommendation Index, October 2026 Edition, Application security posture management. Zero of fourteen models named Jit first on the direct prompt; one named Wiz. Page: https://it-ai-index.com/developer/application-security-posture-management/jit-vs-wiz/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Jit | 6% | #5 of 12 | 6% | 18 | 10 of 14 |
| Wiz | 2% | #7 of 12 | 11% | 18 | 9 of 14 |

## The direct prompt, model by model

- Perplexity Sonar: wiz first (first choices: Wiz) (alternatives: ArmorCode, Checkmarx One, Snyk)
- Grok 4.1 Fast: neither first, one named (first choices: Aikido Security, Strobes ASPM) (alternatives: Jit, StackHawk)
- Qwen 3.7 Flash: neither first, one named (first choices: Aikido Security) (alternatives: ArmorCode, Jit, Snyk AppRisk)
- Kimi K2: neither first, one named (first choices: Aikido Security, Snyk) (alternatives: Apiiro, Cycode ASPM, Jit, Semgrep)
- Claude Haiku 4.5: neither named (first choices: Aikido Security) (alternatives: Cycode ASPM, Snyk)
- GPT-5.4 mini: neither named (first choices: Cycode ASPM) (alternatives: ArmorCode, Legit Security, Snyk AppRisk)
- Gemini 3.5 Flash: neither named (first choices: Aikido Security) (alternatives: ArmorCode, Cycode ASPM, DefectDojo, Jit.io)
- Mistral Small: neither named (first choices: Phoenix Security) (alternatives: Aikido Security, Snyk AppRisk)
- DeepSeek V4 Flash: neither named (first choices: Aikido Security) (alternatives: Cycode ASPM, Jit.io, Legit Security, Snyk, Snyk AppRisk)
- Llama 4 Maverick: neither named (first choices: Aikido Security) (alternatives: ArmorCode, Snyk AppRisk)
- GLM 4.7 FlashX: neither named (first choices: Cycode ASPM, Snyk) (alternatives: Invicti ASPM, Strobes, Xygeni)
- MiniMax M2.5: neither named
- GPT-6 Luna: neither named (first choices: ArmorCode) (alternatives: CrowdStrike Falcon ASPM, Snyk AppRisk, Wiz ASPM)
- Muse Glimmer 30B: neither named

## What the models said about Jit

- "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)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.