# Application security posture management: what AI models recommend, October 2026

IT AI Recommendation Index, October 2026 Edition. Asked as "ASPM platform" and as "application security posture management tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories. Page: https://it-ai-index.com/developer/application-security-posture-management/

**Standing:** Aikido Security leads with 37% of first choices; verdict contested. 49 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Aikido Security | 37% | 9% | 35 |
| 2 | Snyk | 14% | 6% | 34 |
| 3 | DefectDojo | 10% | 11% | 18 |
| 4 | Cycode ASPM | 8% | 17% | 36 |
| 5 | Jit | 6% | 6% | 18 |
| 6 | ArmorCode | 4% | 24% | 33 |
| 7 | Wiz | 2% | 11% | 18 |
| 8 | Checkmarx One | 0% | 17% | 18 |
| 9 | Snyk AppRisk | 0% | 13% | 15 |
| 10 | Legit Security | 0% | 0% | 12 |
| 11 | Apiiro | 0% | 32% | 25 |
| 12 | OX Security | 0% | 21% | 19 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Aikido Security; alternatives Cycode ASPM, Snyk
- GPT-5.4 mini: Cycode ASPM; alternatives ArmorCode, Legit Security, Snyk AppRisk
- Gemini 3.5 Flash: Aikido Security; alternatives ArmorCode, Cycode ASPM, DefectDojo, Jit.io
- Perplexity Sonar: Wiz; alternatives ArmorCode, Checkmarx One, Snyk
- Grok 4.1 Fast: Aikido Security, Strobes ASPM; alternatives Jit, StackHawk
- Mistral Small: Phoenix Security; alternatives Aikido Security, Snyk AppRisk
- DeepSeek V4 Flash: Aikido Security; alternatives Cycode ASPM, Jit.io, Legit Security, Snyk
- Llama 4 Maverick: Aikido Security; alternatives ArmorCode, Snyk AppRisk
- Qwen 3.7 Flash: Aikido Security; alternatives ArmorCode, Jit, Snyk AppRisk
- Kimi K2: Aikido Security, Snyk; alternatives Apiiro, Cycode ASPM, Jit, Semgrep
- GLM 4.7 FlashX: Cycode ASPM, Snyk; alternatives Invicti ASPM, Strobes, Xygeni
- MiniMax M2.5: no first choice
- GPT-6 Luna: ArmorCode; alternatives CrowdStrike Falcon ASPM, Snyk AppRisk, Wiz ASPM
- Muse Glimmer 30B: no first choice

## Sources the answers cite

80 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- checkmarx.com: 41 answers, 59 citations
- cycode.com: 36 answers, 48 citations
- orca.security: 36 answers, 42 citations
- guideflow.com: 36 answers, 37 citations
- gartner.com: 35 answers, 45 citations
- expertinsights.com: 34 answers, 38 citations
- appsecsanta.com: 31 answers, 53 citations
- stackhawk.com: 28 answers, 28 citations

Pages named in the most answers:

- https://guideflow.com/blog/aspm-software (35 answers)
- https://gartner.com/reviews/market/application-security-posture-management-aspm-tools (34 answers)
- https://orca.security/resources/blog/best-aspm-tools (34 answers)
- https://stackhawk.com/blog/best-aspm-tools (28 answers)
- https://checkmarx.com/learn/aspm/best-aspm-tools-5-platforms-to-watch-in-2026 (26 answers)
- https://cycode.com/blog/best-application-secuirty-posture-management-tools (24 answers)
- https://expertinsights.com/application-security/the-top-application-security-posture-management-aspm-tools (24 answers)
- https://jit.io/resources/app-security/top-aspm-tools (23 answers)
- https://ox.security/blog/aspm-tools (23 answers)
- https://appsecsanta.com/aspm-tools (20 answers)

## Warned against

- Apiiro: 8 of 25 labels negative. "What to Avoid - Apiiro: Strong platform but enterprise-focused pricing (starts ~$250K/year)" (Kimi K2, paraphrase prompt)
- ArmorCode: 8 of 33 labels negative. "Enterprise-grade ASPM platforms (such as ArmorCode, Cycode, and Apiiro) are incredibly powerful, but their pricing models are built for large enterprises and often start at tens of thousands of dollars" (Gemini 3.5 Flash, budget prompt)
- Cycode ASPM: 6 of 36 labels negative. "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)
- OX Security: 4 of 19 labels negative. "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)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.