G8KEPR vs Harness API Security (formerly Traceable AI)
Traceable AI merged with Harness (announced Feb 2025, closed 2025) and is now sold as 'Traceable Cloud WAAP' within the Harness DevSecOps platform. It retains Traceable's ML-based behavioral detection, DDoS defense, shadow AI discovery, and OWASP LLM risk coverage — but customers now buy and deploy it through Harness enterprise licensing rather than as a standalone product. G8KEPR covers what Traceable doesn't: a full API/AI gateway proxy, inline LLM routing with cost management, MCP scope enforcement and content inspection, and a Verification Engine that validates every output's structural and semantic correctness — not just detects anomalous behavior. G8KEPR is a standalone product that does not require bundling into a broader DevSecOps suite.
Feature data based on publicly available vendor documentation as of May 2026. Feature presence only — no benchmark numbers or performance claims.
The Four Pillars
G8KEPR is a unified platform. Four capabilities working together that no single-purpose tool can match.
AI Gateway
Multi-LLM routing, automatic failover, cost tracking, prompt caching
MCP Security
Secure every AI agent tool call — registration, auditing, sandboxing
AI Threat Detection
Prompt injection, jailbreak attempts, PII leakage — 1,700+ ML patterns
Verification Engine
Structural, semantic, and constraint verification of every AI output
Full Feature Breakdown
Acquisition Context
| Feature | G8KEPR | Harness API Security |
|---|---|---|
| Standalone, Purpose-Built Product | ||
| Bundled Into a Broader DevSecOps Platform |
API Security & Discovery
| Feature | G8KEPR | Harness API Security |
|---|---|---|
| API Discovery & Inventory | ||
| Shadow AI / Unauthorized GenAI API Discovery | ||
| WAF / Cloud WAAP (OWASP Top 10) | ||
| Bot Detection (Volumetric, Behavioral, Device) | ||
| Credential Stuffing & Carding Detection | ||
| API Abuse Detection (Business Logic) | ||
| Rate Limiting | ||
| API Gateway & Reverse Proxy (Inline) | ||
| Self-Hosted / On-Prem Deployment |
Authentication & Authorization
| Feature | G8KEPR | Harness API Security |
|---|---|---|
| JWT / OAuth2 Validation | ||
| RBAC | ||
| API Key Management | ||
| IP Allow / Block Lists |
AI Threat Detection
| Feature | G8KEPR | Harness API Security |
|---|---|---|
| Prompt Injection Detection | ||
| PII / Sensitive Data Detection in AI Responses | ||
| Data Exfiltration via AI Detection | ||
| Jailbreak Attempt Detection | ||
| Toxic Content Filtering | ||
| ML-Based Threat Pattern Library (1,700+) | ||
| Context Window Manipulation Detection | ||
| Inline Real-Time Threat Blocking |
MCP / Agent Security
| Feature | G8KEPR | Harness API Security |
|---|---|---|
| MCP Security Capabilities | ||
| MCP Server Registration & Auth | ||
| MCP Tool Call Auditing | ||
| MCP Scope Enforcement | ||
| MCP Sandboxing | ||
| MCP Tool Call Content Inspection | ||
| Agent-to-Agent (A2A) Traffic Inspection | ||
| Agent Behavioral Anomaly Detection | ||
| Per-Tool Authorization (Intent-Aware) |
AI Gateway
| Feature | G8KEPR | Harness API Security |
|---|---|---|
| Unified AI/LLM Gateway | ||
| LLM Provider Routing & Failover | ||
| AI Cost Tracking & Budget Enforcement | ||
| Prompt Caching | ||
| Semantic Caching | ||
| Token Budget Per Request / User | ||
| Streaming Response Support | ||
| LLM Observability / Usage Analytics |
Verification Engine
| Feature | G8KEPR | Harness API Security |
|---|---|---|
| AI Output Structural Verification | ||
| AI Output Semantic Validation | ||
| Output Constraint Enforcement | ||
| API Response Schema Validation | ||
| MCP Tool Output Verification Before Agent Consumption | ||
| Cross-Pillar Unified Policy Engine | ||
| Inline Verification — Not a Post-Hoc Detection Model |
Observability & Compliance
| Feature | G8KEPR | Harness API Security |
|---|---|---|
| Audit Logs | ||
| Threat Analytics & Forensic Analysis | ||
| SOC 2 Controls | ||
| HIPAA Controls | ||
| GDPR Controls | ||
| AI-Specific Usage Dashboards | ||
| AI-Specific Compliance Reporting |
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Comparison Methodology
This comparison is based on publicly available vendor documentation, pricing pages, and official product announcements as of May 2026. Feature presence reflects each vendor's published capabilities at the time of writing — no benchmark numbers, performance claims, or proprietary testing data are used. We review and update these comparisons quarterly.
If you believe any claim is inaccurate or outdated, please email comparisons@g8kepr.com — we review and publish corrections within 5 business days.
Traceable AI merged with Harness (announced Feb 10, 2025; closed 2025). The product is now 'Traceable Cloud WAAP' within the Harness DevSecOps platform. Feature data sourced from Traceable AI and Harness public documentation as of May 2026.