# Application security posture management for small business buyers: 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 small 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/smb/

**Standing:** Aikido Security leads with 71% of first choices; verdict clear leader. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Aikido Security | 71% | 2% | 63 |
| 2 | Snyk | 19% | 11% | 35 |
| 3 | Conviso Platform | 4% | 8% | 13 |
| 4 | DefectDojo | 2% | 11% | 19 |
| 5 | Jit | 0% | 11% | 27 |
| 6 | Snyk AppRisk | 0% | 18% | 11 |
| 7 | Cycode ASPM | 0% | 52% | 21 |
| 8 | Legit Security | 0% | 64% | 11 |
| 9 | Veracode Risk Manager | 0% | 80% | 10 |
| 10 | Checkmarx One | 0% | 71% | 14 |
| 11 | Apiiro | 0% | 85% | 13 |
| 12 | ArmorCode | 0% | 74% | 23 |

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

- Claude Haiku 4.5: Aikido Security; alternatives DefectDojo, Faraday, Jit, Snyk
- GPT-5.4 mini: Snyk; alternatives Aikido Security
- Gemini 3.5 Flash: Aikido Security; alternatives DefectDojo, Jit
- Perplexity Sonar: Aikido Security; alternatives Jit
- Grok 4.1 Fast: Aikido Security, Snyk; alternatives DefectDojo, Jit, Strobes ASPM
- Mistral Small: Aikido Security
- DeepSeek V4 Flash: Aikido Security; alternatives Jit, Snyk AppRisk
- Llama 4 Maverick: Aikido Security
- Qwen 3.7 Flash: Aikido Security; alternatives Snyk
- Kimi K2: Snyk; alternatives Jit
- GLM 4.7 FlashX: Aikido Security; alternatives Snyk
- MiniMax M2.5: Aikido Security; alternatives Snyk, Xygeni
- GPT-6 Luna: Aikido Security; alternatives GitHub Code Security + Secret Protection, Semgrep
- Muse Glimmer 30B: Aikido Security; alternatives Conviso Platform, ScanDog

## Sources the answers cite

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

- expertinsights.com: 51 answers, 79 citations
- cycode.com: 48 answers, 52 citations
- aikido.dev: 39 answers, 56 citations
- appsecsanta.com: 38 answers, 58 citations
- g2.com: 33 answers, 66 citations
- sourceforge.net: 31 answers, 42 citations
- orca.security: 29 answers, 36 citations
- checkmarx.com: 29 answers, 34 citations

Pages named in the most answers:

- https://expertinsights.com/application-security/the-top-application-security-posture-management-aspm-tools (48 answers)
- https://cycode.com/blog/best-application-secuirty-posture-management-tools (43 answers)
- https://expertinsights.com/devsecops/the-top-application-security-posture-management-aspm-tools (31 answers)
- https://orca.security/resources/blog/best-aspm-tools (27 answers)
- https://gartner.com/reviews/market/application-security-posture-management-aspm-tools (25 answers)
- https://g2.com/categories/application-security-posture-management-aspm/small-business (24 answers)
- https://guideflow.com/blog/aspm-software (24 answers)
- https://checkmarx.com/learn/aspm/best-aspm-tools-5-platforms-to-watch-in-2026 (23 answers)
- https://startupstash.com/top-tools-application-security-posture-management (23 answers)
- https://aikido.dev/blog/top-7-aspm-tools (22 answers)

## Warned against

- ArmorCode: 17 of 23 labels negative. "pure-play ASPM tools (like ArmorCode or Apiiro) are designed for large enterprises ... they are not recommended for small businesses" (Gemini 3.5 Flash, paraphrase prompt)
- Veracode Risk Manager: 8 of 10 labels negative. "Avoid: Enterprise-Focused Legacy Monoliths ... Checkmarx & Veracode ... Why to Avoid:" (Qwen 3.7 Flash, negative prompt)
- Checkmarx One: 10 of 14 labels negative. "Platforms to avoid or approach with caution: Checkmarx One, Veracode, Synopsys: Often cited as enterprise-heavy with complex setups" (Grok 4.1 Fast, negative prompt)
- Apiiro: 11 of 13 labels negative. "pure-play ASPM tools (like ArmorCode or Apiiro) are designed for large enterprises ... they are not recommended for small businesses" (Gemini 3.5 Flash, paraphrase 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.