All analysis was generated autonomously, without human review. Scores are analytical opinions drawn from the cited public sources, without hands-on testing. They are not audits, certifications, investment reports, purchasing advice, or evaluations of quality.
Robust Intelligence no longer sells separately in the record. Cisco bought it in 2024, calls it foundational to Cisco AI Defense and Foundation AI (s1), and enforces the guardrails inside the network without agents or libraries. The capability is hard to build, and s2 shows an assessment initiated with a simple API call when a model enters a registry. Its detections map to OWASP and MITRE ATLAS, a shared vocabulary that does not force a buyer to stay. Cisco places the capability inside products its install base already runs, conversion into sales undocumented, so it is easy to reach for a Cisco customer and hard to price against a standalone rival. It stays defensible while a buyer standardizes on Cisco and becomes exposed the moment that buyer evaluates the capability on its own.
| Description | Robust Intelligence, now part of Cisco AI Defense, tests AI models for safety and security vulnerabilities using algorithmic red teaming and protects running AI applications with runtime guardrails that block adversarial attacks. | [f1] |
|---|---|---|
| Acquisition | Cisco, announced 2024-08-26 , now Cisco AI Defense | [f2] |
| Deployment | SaaS, Self-hosted | [f3] |
| Product | What it does |
|---|---|
| Robust Intelligence | Algorithmic red teaming and runtime guardrails for AI models and apps: tests models against attacks and screens prompts, responses, and agent workflows. Now part of Cisco AI Defense. |
AI Defense Matrix
| Govern | Identify | Protect | Detect | Respond | Recover | |
|---|---|---|---|---|---|---|
| AI-Workload Platforms Inference servers, training platforms, vector DB platforms, and the model-loading supply chain. | ||||||
| AI Orchestration Tools Agentic orchestration tools, plus their plugins, skills, hooks, system prompts, scaffolding, harnesses, configuration settings, and MCP clients on user devices. | ||||||
| AI-Generated Code Code produced by AI tools, AI-assisted reviews, AI-generated infrastructure-as-code and tests, and vibe-coded apps that bypass CI/CD. | ||||||
| AI Gateways & Routers MCP proxies and gateways, LLM routers, outbound AI-service traffic, shadow AI egress, and model-registry traffic. | ||||||
| AI Model Model weights, fine-tuning checkpoints, model cards, registries, AIBOM, and the third-party LLMs your enterprise consumes. | ||||||
| Training Data Datasets used for training, fine-tuning, and continued learning. | ||||||
| Runtime AI Data User prompts, inference inputs, RAG content, vector DB content, persistent agent memory, and interaction history. | ||||||
| AI Agent Identities AI agents as non-human principals, plus credentials, keys, permission scopes, service accounts, and delegation chains across agents and tools. |
Robust Intelligence tests AI models against attacks and screens prompts, responses, and agent workflows with algorithmic red teaming and runtime guardrails, and is now part of Cisco AI Defense. It is mapped to the AI Defense Matrix. [f4]
How well the company can compete in its security market, scored across eight dimensions against public evidence.
| Dimension | Score |
|---|---|
| Problem Clarity How precisely the company defines its problem, with evidence the problem exists at the scale claimed. | 3/5 |
| Capability Depth How specific the technical capabilities are, with evidence beyond marketing claims such as docs, demos, and third-party validation. | 3/5 |
| Market Timing Whether the market is ready for this product, with evidence that buyers are actively seeking solutions. | 3/5 |
| Team Credibility Demonstrated domain expertise with public signals such as prior exits, publications, and industry recognition. | 3/5 |
| GTM Proof Evidence of actual traction (customers, revenue signals, partnerships) beyond stated intentions. | 3/5 |
| Funding Efficiency Whether funding matches go-to-market ambition, with signs of capital-efficient growth. | 2/5 |
| Category Clarity Whether the company creates or fits a recognizable category that buyers can quickly place in their stack. | 3/5 |
| Incumbent Defensibility How vulnerable the core value proposition is to absorption as a feature by a platform vendor. | 2/5 |
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A closer look at the company's product strategy, measuring how defensible it is against market forces and examining the eight areas behind it.
reinforce or reposition
| Dimension | Score |
|---|---|
| Value Delivery Does the product sell software as the product, or judgment, trust, or accountability with software as the delivery mechanism. | 1/3 |
| Switching Cost How expensive leaving is for a customer: data portability, integrations, learned workflows, network effects, regulatory data residency. | 2/3 |
| Compliance Moat Whether certifications, liability acceptance, or audit trails block an easy replacement. | 1/3 |
| Problem Complexity Whether the product requires ML, optimization, real-time systems, or years of specialized expertise. | 3/3 |
| Buyer Profile Whether buyers are SMB operators, mid-market IT teams, or regulated enterprises and governments with procurement gates. | 3/3 |
| Layer Whether the product is an end-user application, a platform with application features, or infrastructure other applications depend on. | 3/3 |
| Proprietary Data, Content, or IP Whether the product accumulates datasets, content licenses, or IP that a rival cannot recreate from scratch. | 1/3 |
Unlock the Full Analysis
The reasoning for the scores, the strategy deep dive, the business risks, and more. AI access comes with the purchase, so your AI tools can read the full profile too. You keep 12 months of access.
One-time purchase: $20 per profile.
UnlockReading several? Unlock the entire catalog.
| Id | Source | Tier | Accessed |
|---|---|---|---|
| f1 | Cisco: AI Defense product page | official | 2026-07-09 |
| f2 | Cisco announces intent to acquire Robust Intelligence (with completion update) | official | 2026-06-07 |
| f3 | AI Defense Matrix Catalog entry | other | 2026-06-07 |
| f4 | AI Defense Matrix Catalog mapping | other | 2026-06-23 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | Robust Intelligence is now part of Cisco “The company was acquired by Cisco in October 2024 and has been foundational to the development of Cisco AI Defense and Cisco Foundation AI.” | official | 2026-06-18 |
| s2 | AI Model and Application Validation “AI model and application validation performs an automated, algorithmic assessment of a model's safety and security vulnerabilities, continuously updated through AI Threat Research teams.” | official | 2026-06-14 |
| s3 | Cisco AI Defense “Cisco enforces AI security at the network-level without the need for agents or libraries, decoupling AI development from security.” | official | 2026-06-14 |
| s4 | Cisco announces intent to acquire Robust Intelligence (with completion update) “All detections and tests are mapped to industry and regulatory standards like OWASP and MITRE ATLAS.” | official | 2026-06-18 |
| s5 | Cisco to acquire Yaron Singer's Robust Intelligence to enhance AI security “Robust Intelligence's platform offers protection for AI models throughout their lifecycle, from development to production. Through advanced automation and risk mitigation, Robust Intelligence helps organizations to securely deploy AI applications while adhering to industry and regulatory standards.” | press | 2026-06-18 |
| s6 | Cisco Bolsters AI Security by Buying Robust Intelligence “The acquisition of Robust Intelligence will help Cisco integrate advanced AI defense features into its existing security and networking products, giving customers better control and visibility over AI traffic.” | press | 2026-06-18 |
| s7 | Protect against AI supply chain attacks “AI Validation automatically scans open-source models, data, and files to block supply chain threats, such as malicious model files that can allow for arbitrary code execution in your environment.” | official | 2026-06-14 |
| s8 | Robust Intelligence is at the core of Cisco Foundation AI and Cisco AI Defense “Robust Intelligence is widely recognized for pioneering the AI security category with cutting-edge research and product innovation, including algorithmic red teaming and the industry's first AI Firewall.” | official | 2026-06-18 |
| s9 | Robust Intelligence and Yale, Tree of Attacks: jailbreaking black-box LLMs automatically “In this work, we present Tree of Attacks with Pruning (TAP), an automated method for generating jailbreaks that only requires black-box access to the target LLM.” | research | 2026-06-30 |
| s10 | Tree of Attacks accepted at NeurIPS 2024 (arXiv listing) “Accepted for presentation at NeurIPS 2024.” | research | 2026-06-30 |
| s11 | SEC EDGAR full-text search: Robust Intelligence named in Cisco Systems filings (forms 10-K, 8-K, DEF 14A, S-8) “"match_phrase":{"doc_text":"Robust Intelligence"} ... "display_names":["CISCO SYSTEMS, INC. (CSCO) (CIK 0000858877)"] ... "form":"10-K" ... "file_date":"2025-09-03" ... "form":"8-K"” | regulatory | 2026-06-30 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | Robust Intelligence is now part of Cisco “The company was acquired by Cisco in October 2024 and has been foundational to the development of Cisco AI Defense and Cisco Foundation AI.” | official | 2026-06-14 |
| s2 | AI Model and Application Validation “AI model and application validation performs an automated, algorithmic assessment of a model's safety and security vulnerabilities, continuously updated through AI Threat Research teams.” | official | 2026-06-18 |
| s3 | Cisco AI Defense “Cisco enforces AI security at the network-level without the need for agents or libraries, decoupling AI development from security.” | official | 2026-06-14 |
| s4 | Cisco announces intent to acquire Robust Intelligence (with completion update) “All detections and tests are mapped to industry and regulatory standards like OWASP and MITRE ATLAS.” | official | 2026-06-14 |
| s5 | Cisco to acquire Yaron Singer's Robust Intelligence to enhance AI security “Robust Intelligence's platform offers protection for AI models throughout their lifecycle, from development to production. Cisco has announced its intention to acquire Robust Intelligence, a company founded by Israeli mathematician Professor Yaron Singer. The purchase amount was not disclosed.” | press | 2026-06-18 |
| s6 | Cisco Bolsters AI Security by Buying Robust Intelligence “The acquisition of Robust Intelligence will help Cisco integrate advanced AI defense features into its existing security and networking products, giving customers better control and visibility over AI traffic.” | press | 2026-06-18 |
| s7 | Protect against AI supply chain attacks “AI Validation automatically scans open-source models, data, and files to block supply chain threats, such as malicious model files that can allow for arbitrary code execution in your environment.” | official | 2026-06-14 |
| s8 | Robust Intelligence is at the core of Cisco Foundation AI and Cisco AI Defense “Robust Intelligence is widely recognized for pioneering the AI security category with cutting-edge research and product innovation, including algorithmic red teaming and the industry's first AI Firewall.” | official | 2026-06-14 |
| s9 | Acquisition will accelerate existing Cisco bets “Gillis said Robust Intelligence's technology and expertise will accelerate existing Cisco bets in areas such as simplified configuration, attack prediction, adaptive policy enforcement and user experience.” | press | 2026-06-14 |
| s10 | Robust Intelligence and Yale, Tree of Attacks: jailbreaking black-box LLMs automatically “In this work, we present Tree of Attacks with Pruning (TAP), an automated method for generating jailbreaks that only requires black-box access to the target LLM.” | research | 2026-06-30 |
| s11 | Tree of Attacks accepted at NeurIPS 2024 (arXiv listing) “Accepted for presentation at NeurIPS 2024.” | research | 2026-06-30 |
| s12 | SEC EDGAR full-text search: Robust Intelligence named in Cisco Systems filings (forms 10-K, 8-K, DEF 14A, S-8) “"match_phrase":{"doc_text":"Robust Intelligence"} ... "display_names":["CISCO SYSTEMS, INC. (CSCO) (CIK 0000858877)"] ... "form":"10-K" ... "file_date":"2025-09-03" ... "form":"8-K"” | regulatory | 2026-06-30 |
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