Head-to-Head Comparison
Unified AppSec Platform — All-in-one application security platform with SAST, DAST, SCA, Secrets, IaC, and Container scanning, powered by AI triaging and AutoFix
| Capability | DryRun Security | Aikido | Verdict |
|---|---|---|---|
| AI & Intelligence7 | |||
| AI-Native Architecture | ✓ AI-native since 2023; model-independent; multi-agent agentic system (Code Review Agent, DeepScan Agent, Custom Policy Agent, Codebase Insight Agent) |
~ AI-enhanced platform with Aikido Infinite AI pentesting; not fully AI-native architecture |
DryRun leads |
| Business Logic Flaw Detection | ✓ IDOR, broken auth, multi-tenant isolation, logic flaws, mass assignment, privilege escalation, TOCTOU race conditions, OAuth failures, WebSocket auth bypass; 88% detection OOTB; outperformed 5 leading SAST tools (2025 SAST Accuracy Report) |
✓ AI pentesting explicitly tests IDOR, auth bypass, privilege escalation via Aikido Infinite |
Tie |
| Contextual / Semantic Code Analysis | ✓ Contextual Security Analysis (CSA): data flow, architecture, change history, intent, exploitability; detects issues pattern-based SAST cannot — middleware defined but not mounted, trust boundary misalignment, config not wired up; reads AGENTS.md |
~ Contextual prioritization via AI; not deep semantic code graph |
DryRun leads |
| Vulnerability Coverage Breadth | ✓ 48+ vulnerability categories: SQLi, XSS, SSRF, IDOR, RCE, auth bypass, CSRF, XXE, path traversal, prompt injection, LLM tool misuse, OAuth failures, TOCTOU, WebSocket auth bypass, and more |
✓ Broad via unified SAST+DAST+SCA+Secrets+IaC+Container platform |
Tie |
| Git Behavioral Analysis | ✓ Git Behavioral Graphs: code churn, temporal coupling, knowledge decay, temporal anomalies, intent mining |
✗ | DryRun leads |
| Natural Language Policies | ✓ Natural Language Code Policies (NLCP); Policy Library with 16+ pre-built policies; Custom Policy Agent enforces on every PR |
~ Custom rules with some NL support; not a full NL policy engine |
DryRun leads |
| False Positive Reduction | ✓ 90% lower noise; CSA-driven reasoning; Risk Register dismissal with fingerprinting suppresses FPs in future scans |
✓ Strong FP reduction; Reddit: 'switched from Snyk, 70%+ less false positives' |
Tie |
| AI Coding Agent Security6 | |||
| Securing AI-Generated Code | ✓ Reviews all code equally — human or AI-generated; model-independent verification layer; Agentic Coding Security Report (Mar 2026): 143 issues found across Claude/Codex/Gemini builds, 87% of PRs had vulns |
~ Scans AI-generated code; VibeSec-like real-time protection; not purpose-built for AI code |
DryRun leads |
| Malicious AI Agent Skill Detection | ✓ Policy Library includes Malicious AI Agent Skills Detection: flags skills/plugins that could enable data theft, backdoors, or code execution |
✗ No dedicated MCP/agent skill scanning; general SAST/DAST only |
DryRun leads |
| MCP Integration | ✓ DryRun Insights MCP server: security summaries, PR analysis, trend monitoring, file-level history; connects via Direct HTTP, Claude Shortcuts, or mcp-remote |
✓ Aikido MCP documented and available as expansion pack. |
Tie |
| AI Coding Tool Integrations | ✓ Native integrations: Cursor, Codex, Claude Code, Windsurf, VS Code (via Insights MCP + Add Skill); reviews output of any AI tool via PR workflow |
~ VS Code extension; limited AI coding tool integrations vs. MCP-first tools |
DryRun leads |
| AI Coding Visibility / Observability | ✓ Code Insights with AI Assistance (beta): NL queries for risk, trends, exposure; org-wide visibility; per-repo drill-down; file-level security history |
~ Security dashboard with findings overview; no dedicated AI coding observability |
DryRun leads |
| AI Red Teaming / Threat Modeling | ✗ | ✓ Aikido Infinite: 200+ AI pentesting agents; automated red team testing; IDOR, auth bypass testing |
Competitor leads |
| Code Security Intelligence3 | |||
| Code Security Knowledge Graph | ✓ Accumulates organizational knowledge across PRs; cross-repo intelligence; learns risk tolerance from dismissal patterns (nitpicks, FPs, accepted risks); FP fingerprinting improves decision quality over time |
~ Learns from triage decisions but not deep org-specific knowledge graph |
DryRun leads |
| Model-Independent Verification | ✓ Separates code generation from code verification; works regardless of which AI model or human generates code |
✗ | DryRun leads |
| Continuous Baseline & Risk Trending | ✓ Risk Register with Critical/High/Medium/Low severity; AI Assistance for Insights with NL queries, trend monitoring, and 30-day window analysis |
✓ Real-time continuous monitoring; changelog every ~10 days; active vulnerability tracking |
Tie |
| Core Detection6 | |||
| SAST (Static Analysis) | ✓ AI-native Contextual Security Analysis engine; agentic multi-agent architecture; works on human and AI-generated code alike |
✓ AI-enhanced SAST with custom rules; 10+ languages |
Tie |
| DAST (Dynamic Analysis) | ✗ | ✓ Surface monitoring + Aikido Infinite continuous AI pentesting (200+ agents) |
Competitor leads |
| SCA (Dependency / Supply Chain) | ✓ SCA agent with dependency and supply chain analysis; Risk Register tracks SCA findings by severity |
✓ Reachability analysis, malware detection, auto-fix PRs |
Tie |
| Secrets Detection | ✓ AI-native secrets analyzer; detects obfuscated secrets (concatenation, base64, logging); hard-coded credentials policy in Policy Library |
✓ Detects leaked credentials across code and containers |
Tie |
| IaC Scanning | ✓ IaC scanning (Terraform, YAML, and infrastructure-as-code analysis) |
✓ Docker, Terraform, CloudFormation scanning |
Tie |
| Container Scanning | ✗ | ✓ Image scanning, runtime protection (Zen Firewall) |
Competitor leads |
| Remediation & Fixes3 | |||
| Auto-Fix / AI Remediation | ✓ Tessl remediation skill for AI coding tools: extracts finding, researches authoritative sources, applies context-grounded fixes in the developer's codebase; co-authored commits; works in Cursor, Claude Code, Codex, VS Code |
✓ One-click fix PRs for SCA, SAST, IaC findings |
Tie |
| Fix Verification / Re-testing | ✓ Re-runs DryRun Security analysis after remediation is applied to verify the fix resolves the finding |
✓ Only vendor with exploitation-based fix verification via Aikido Infinite AI pentesting. |
Tie |
| Finding Dismissal & Triage Workflow | ✓ Risk Register with structured dismissal: Accepted Risk, False Positive, In Progress, Resolved, Won't Fix / Nitpick; learns risk tolerance of the repo and org from dismissal patterns (nitpicks, FPs, accepted risks); developer dismissal from PR comments (GitHub + GitLab) |
✓ Structured triage workflow; one-click fix or dismiss; auto-triage by AI |
Tie |
| Developer Workflow5 | |||
| PR / Merge Request Reviews | ✓ Every PR; real-time contextual feedback; pass/fail checks; inline explanations; reads AGENTS.md for project context |
✓ PR scanning with inline security findings |
Tie |
| Full Repository / Deep Scan | ✓ DeepScan Agent: full-repo security review in hours; discovers root and nested AGENTS.md for context; findings flow to Risk Register |
✓ Full repo scanning across all supported scan types |
Tie |
| IDE Integration | ✓ DryRun Insights MCP integrates with VS Code, Cursor, Windsurf, Claude Code, and Codex for security-aware coding assistance |
✓ VS Code extension; IDE-level scanning |
Tie |
| CI/CD Integration | ✓ GitHub and GitLab native integration; webhook notifications (Slack + generic) |
✓ CI/CD integration; GitHub Actions, GitLab CI; deployment gate blocking |
Tie |
| SCM Support | GitHub and GitLab (native apps with OAuth) | GitHub, GitLab, Bitbucket, Azure DevOps | Tie |
| Coverage2 | |||
| Language Support | ✓ 15+ languages optimized: Python, JS/TS, Ruby, Go, C#, Java, Kotlin, PHP, Swift, Elixir, HTML, IaC (Terraform, YAML) |
✓ 10+ languages in SAST; broader via SCA and container scanning |
Tie |
| Out-of-Box Accuracy (No Tuning) | ✓ 88% detection rate OOTB; 2x more accurate than nearest competitor in independent testing |
~ Good OOTB for SMB; G2/Latio note SAST depth not at Semgrep/Checkmarx level for complex enterprise codebases |
DryRun leads |
| Reporting & Compliance3 | |||
| Security Dashboard / Analytics | ✓ Risk Register (Critical/High/Medium/Low); AI Assistance for Insights with NL queries; Codebase Insight Agent; per-repo and file-level drill-down |
✓ Comprehensive dashboard; all scan types; risk scoring; compliance overview |
Tie |
| Compliance / Audit Readiness | ~ Audit-ready reporting; policy enforcement evidence; structured finding dismissals with reasons and context |
✓ SOC 2, ISO 27001, NIS2 compliance tracking; automated compliance reporting |
Competitor leads |
| SBOM / AI-BOM Generation | ✓ DeepScan generates SBOM; SCA agent provides dependency inventory and license checking (Dependency License Check policy) |
✓ CycloneDX SBOM generation; container image SBOM |
Tie |
| Architecture & Positioning4 | |||
| Agentic / Multi-Agent System | ✓ Code Review Agent, Custom Policy Agent, DeepScan Agent, Codebase Insight Agent + specialized sub-agents; AGENTS.md support (Linux Foundation) |
✓ 200+ AI pentesting agents (Aikido Infinite) is a genuine agentic architecture. |
Tie |
| API / Extensibility | ✓ DryRun Simple API (REST); Swagger/OpenAPI spec; webhook integrations (Slack + generic); MCP server |
✓ REST API; Jira, Slack, PagerDuty integrations; 100+ integrations |
Tie |
| Approach / Category | ℹ Code Security Intelligence: continuous, model-independent layer that understands, evaluates, and enforces code security for both human and AI-generated code; used to benchmark Claude, Codex, and Gemini security (Agentic Coding Security Report, Mar 2026) |
ℹ All-in-one AppSec platform: SAST+DAST+SCA+Secrets+IaC+Container+Cloud+AI pentesting; Latio 2026 Platform Leader; fastest-growing in segment |
— |
| Key Structural Differentiator | ℹ Durable knowledge graph + model-independent verification: accumulates proprietary data about code behavior, vuln patterns, and org risk posture; proven benchmarking tool for AI coding agent security (Agentic Coding Security Report, Mar 2026) |
ℹ Aikido Infinite: 200+ AI pentesting agents; only vendor with exploitation-based fix verification via AI pentesting; fastest-growing AppSec platform (Latio 2026 Leader); changelog every ~10 days |
— |
| Market Feedback (G2)4 | |||
| G2 Rating / Review Count | ℹ 4.9/5 (19 reviews) — g2.com/products/dryrun-security/reviews |
ℹ 4.6/5 (139 reviews) — g2.com/products/aikido-security/reviews |
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| Notable G2 Praise (Attributed) | ℹ "DryRun goes far beyond what rule-based SAST tools offer. It catches things other tools completely miss — like middleware that's defined but never mounted, or trust boundary misalignments." — Jabez A., Director, Product Security Architecture, Enterprise (g2.com/products/dryrun-security/reviews) |
ℹ "Great all-in-one security platform for startups" — praised for ease of setup and unified scanning (g2.com/products/aikido-security/reviews) |
— |
| Notable G2 Criticisms (Attributed) | ℹ "I do somewhat wish there were more customization options for tuning the analyzers, but that seems to be in the works." — Kyle R. (g2.com/products/dryrun-security/reviews) |
ℹ "SAST depth not at enterprise level for complex codebases." (g2.com/products/aikido-security/reviews) |
— |
| Common G2 Complaint Themes | ℹ UI/portal speed; desire for more analyzer customization (g2.com/products/dryrun-security/reviews) |
ℹ SAST depth not enterprise-grade; some integrations still maturing (g2.com/products/aikido-security/reviews) |
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