AI Features in Popular Cybersecurity Platforms
August 17, 2025
ChatGPT helped generate this analysis of the the competitive landscape for AI features across various cybersecurity platforms.
| Vendor | AI Autofix (code) | Explain / Triage AI | Agentic / Assistant | AI Rule Authoring | IDE-native Fix | Auto PR / MR | SCA AI automation | Model / Hosting notes |
|---|---|---|---|---|---|---|---|---|
| Contrast | SmartFix generates fixes from Assess findings | Intelligent Remediation Guidance (framework-aware) | MCP Server exposes Contrast data to IDE agents | — | Via agents/IDE through MCP; primary flow is PR via GH Action | Yes (GitHub Action opens PRs) | Standard SCA; no public AI auto-upgrade PRs | IRG routes to Anthropic via AWS Bedrock; SmartFix is BYO-LLM |
| Snyk | Agent Fix one-click fixes (IDE/PR), validated by engine | Issue summaries & prioritization integrated in platform | DeepCode AI experiences across Snyk Code | — | Yes (IDE + PR) | Yes for dependencies (auto fix/upgrade PRs across SCMs) | Yes (auto upgrade PRs for OSS) | — |
| GitHub (GHAS + Copilot) | Copilot Autofix for CodeQL alerts | Explains alerts; inline suggestions | Copilot in security workflows | — | Yes (PR UI) | Suggestions in PR; not auto-PR by default | — | — |
| GitLab | Duo can propose fixes; “Resolve with AI” | “Explain this vulnerability” | Duo Chat / security path | — | Yes (MR UI) | Yes (auto-generate MRs with suggestions) | — | — |
| Veracode | Fix (AI remediation; 10+ languages) | Guidance + learning content | — | — | Yes (IDE & CI integrations) | — | — | — |
| Synopsys | Polaris Assist suggests fixes | AI summaries for SAST findings | Polaris Assist assistant | — | In-product; IDE mention not emphasized | — | — | — |
| Checkmarx | One Assist (agentic prevention/detection/correction) | Explainers & guidance | One Assist agent | AI Query Builder (NL→CxQL) | Yes (platform/IDE integrations) | — | — | — |
| Fortify (OpenText) | Aviator suggests code fixes for SAST | Explains issues; TP/FP auditing (LLM) | Aviator assistant | — | Embedded in dev env | — | — | — |
| Semgrep | Assistant proposes remediation snippets | AI triage & explanations | Semgrep Assistant | — (rules remain code-based) | Yes (PR/MR comments) | Suggestions in PR; not auto-PR | — | — |
| Sonatype | — (focus is OSS risk) | Explains & recommends upgrades | AI features inside Nexus Platform | — | — | Yes (Lifecycle auto remediation PRs) | Yes (auto upgrade PRs; firewalling) | — |
| Apiiro | AutoFix Agent (context-aware fixes) | Risk-aware prioritization | Agentic orchestration across SDLC | — | Developer-workflow integrations | MR/PR creation as part of flow (platform-driven) | — | — |