TrojAI vs Robust Intelligence: Which One Covers More of the OWASP LLM Top 10 in 2026?
TrojAI and Robust Intelligence are both AI Red Teaming vendors. TrojAI covers 5 of 10 OWASP LLM risks and Robust Intelligence covers 3, as of 2026-07-13. Based on llmthreat's coverage scoring, TrojAI covers more of the OWASP LLM Top 10 (5 vs 3). The full row-by-row diff is below.
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Spec comparison
| Attribute | TrojAI | Robust Intelligence |
|---|---|---|
| Category | AI Red Teaming | AI Red Teaming |
| Deployment | SaaS and self-hosted; runtime firewall (Defend), incl. MCP | SaaS + self-hosted; inline AI firewall proxy + validation pipeline |
| Best for | Enterprises wanting model/agent red teaming with OWASP mapping plus runtime firewall for LLM and MCP/agentic workflows | Automated pre-deployment red teaming plus runtime guardrails, especially for Cisco-aligned enterprise stacks |
| Founded | Undisclosed | 2019 |
| Funding | Undisclosed | ~$44M total (seed + Series A + $30M Series B) |
| Status | Acquired · A10 Networks | Acquired · Cisco |
OWASP LLM Top 10 coverage: TrojAI vs Robust Intelligence
This diff is llmthreat's editorial read of both vendors' public documentation as of 2026-07-13, not an audited or vendor-endorsed score.
| OWASP LLM Risk | TrojAI | Robust Intelligence |
|---|---|---|
| LLM01 Prompt Injection | Covered | Covered |
| LLM02 Sensitive Information Disclosure | Covered | Covered |
| LLM03 Supply Chain | Partial | Partial |
| LLM04 Data and Model Poisoning | Partial | Covered |
| LLM05 Improper Output Handling | Partial | Partial |
| LLM06 Excessive Agency | Covered | Partial |
| LLM07 System Prompt Leakage | Covered | Partial |
| LLM08 Vector and Embedding Weaknesses | Covered | Unverified |
| LLM09 Misinformation | Partial | Partial |
| LLM10 Unbounded Consumption | Unverified | Unverified |
Where they differ
TrojAI addresses LLM08 Vector and Embedding Weaknesses — risks where Robust Intelligence scores Not covered or Unverified.
On the rest, they overlap. Past those gaps the decision is depth per risk, deployment, and price, not breadth.
Which should you choose?
TrojAI edges it on breadth, 5 covered risks to 3. TrojAI is built for enterprises wanting model/agent red teaming with OWASP mapping plus runtime firewall for LLM and MCP/agentic workflows, while Robust Intelligence suits automated pre-deployment red teaming plus runtime guardrails, especially for Cisco-aligned enterprise stacks. Both rows sit in the full coverage matrix — read the profiles before deciding: TrojAI and Robust Intelligence.
Frequently asked questions
Does TrojAI or Robust Intelligence cover more of the OWASP LLM Top 10?
TrojAI does, 5 risks to 3 by our scoring. The diff table above shows exactly where they part ways.
Are TrojAI and Robust Intelligence independent?
TrojAI was acquired by A10 Networks; Robust Intelligence was acquired by Cisco, as of 2026-07-13.