{"id":"robust-intelligence--robustintelligence-com","name":"Robust Intelligence","url":"https://www.cisco.com/site/us/en/products/security/ai-defense/robust-intelligence-is-part-of-cisco/index.html","page":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/robust-intelligence--robustintelligence-com","family":"agents","section":"Use-case-specific agent harnesses","sections":["Use-case-specific agent harnesses"],"tier":2,"last_verified_at":"2026-10-29","lifecycle":{"status":"acquired","severity":2,"note":"acquired by Cisco"},"taxonomy":null,"cells":{"type":{"value":"ML/AI risk platform (acquired by Cisco Sep 2024)","citation":"https://www.robustintelligence.com/","status":"real-data","tier":"T2","source_class":"vendor"},"desc":{"value":"Founded 2019 by Yaron Singer (Harvard); ML risk management — model testing, validation, runtime detection. Acquired by Cisco (2024-10); now foundational to Cisco AI Defense and Cisco Foundation AI. Note: Harrison Chase (LangChain CEO) was an early Robust Intelligence ML lead.","citation":"https://www.cisco.com/site/us/en/products/security/ai-defense/robust-intelligence-is-part-of-cisco/index.html","status":"real-data","tier":"T2","source_class":"vendor"},"claims":{"value":"Cisco acquisition Sep-2024 (terms undisclosed; reported ~$300M+); pre-acq raised ~$44M total","citation":"https://www.robustintelligence.com/","status":"real-data","tier":"T2","source_class":"vendor"},"modalities":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"created":{"value":"2019 (founded)","citation":"https://www.robustintelligence.com/","status":"real-data","tier":"T2","last_verified_at":"2026-05-13","source_class":"vendor"},"latest-release":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-13"},"license":{"value":"not applicable — not OSS","citation":null,"status":"not-applicable","tier":"T3"},"gh":{"value":"not applicable — no GitHub repo","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-13"},"mindshare":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-13"},"citations":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-13"},"funding":{"value":"Acquired by Cisco (2024-10; terms undisclosed); ~$44M raised pre-acquisition","citation":"https://www.cisco.com/site/us/en/products/security/ai-defense/robust-intelligence-is-part-of-cisco/index.html","status":"real-data","tier":"T2","last_verified_at":"2026-10-29","source_class":"vendor"},"customers":{"value":"Pre-acq: Fortune 100 financial + healthcare","citation":"https://www.robustintelligence.com/","status":"real-data","tier":"T2","source_class":"vendor"},"pricing":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"compliance":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"data-handling":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"deployment":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"hq":{"value":"San Francisco","citation":"https://www.robustintelligence.com/","status":"real-data","tier":"T2","source_class":"vendor"},"founders":{"value":"Yaron Singer (CEO; Harvard Prof. CS)","citation":"https://www.robustintelligence.com/","status":"real-data","tier":"T2","source_class":"vendor"},"volume":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"perf":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"repro":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"code-release":{"value":"not applicable — not OSS","citation":null,"status":"not-applicable","tier":"T3"},"api-surface":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"latency":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"throughput":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"backend-storage":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"multi-tenancy":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"encryption":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"sso-rbac":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"embedding-model":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"consistency":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"versioning":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"tombstoning":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"schema-evolution":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"namespace":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"contradiction":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"forgetting":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"mcp-support":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"a2a-support":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"otel":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"webhooks":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"import-export":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"integration-count":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"orchestration":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"programmatic-control":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"vendor-benchmarks":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-13"},"pricing-specifics":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"agent-abstraction":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"memory-primitives":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"llm-lock":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"runtimes":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"session-handling":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"validated-verticals":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"time-to-running":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"anti-fit":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"optimised-for":{"value":"enterprise ML risk + AI security (Cisco SecureAI tier)","citation":"https://www.robustintelligence.com/","status":"real-data","tier":"T2","source_class":"vendor"},"adjacent-infrastructure":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"pros":{"value":"Cisco-scale distribution post-acq; long history (one of first ML-risk vendors); broad customer base.","citation":"https://www.robustintelligence.com/","status":"real-data","tier":"T2","source_class":"vendor"},"cons":{"value":"Post-acq direction uncertain; was historically more ML-eval than GenAI-runtime.","citation":"https://www.robustintelligence.com/","status":"real-data","tier":"T2","source_class":"vendor"},"links":{"value":"www.robustintelligence.com/","citation":"https://www.robustintelligence.com/","status":"real-data","tier":"T2","source_class":"vendor"},"obs-langsmith":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-opentelemetry":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-datadog":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-helicone":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-weave":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-langfuse":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-arize":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-custom":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-token-budget":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-prompt-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-semantic-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-batching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-model-routing":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-streaming-only":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-observability-cost-attribution":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-langsmith-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-braintrust":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-weights-and-biases-agent":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-helicone-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-custom-test-harness":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-human-loop":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-production-traffic-replay":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"commit-trajectory":{"value":"not applicable — no GitHub repo","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"citation-trajectory":{"value":"not applicable — non-paper row","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"download-trajectory":{"value":"not applicable — not published as a package","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"cost-input-usd-per-mtok":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"cost-output-usd-per-mtok":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"cost-tier":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"cost-pricing-model":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"cost-last-verified":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"capability-composite-score":{"value":"60","citation":null,"status":"estimate","tier":"T3"},"capability-band":{"value":"competent","citation":null,"status":"estimate","tier":"T3"},"capability-benchmark-sources":{"value":"general capability estimate — no specific benchmark recalled","citation":null,"status":"estimate","tier":"T3"},"capability-last-verified":{"value":"2026-06-29","citation":null,"status":"estimate","tier":"T3"},"use-case-tags":{"value":"scoped-agentic, code-generation-focused","citation":null,"status":"estimate","tier":"T3"},"use-case-anti-tags":{"value":"memory-augmented-chat, offline-capable","citation":null,"status":"estimate","tier":"T3"},"adoption-accelerator":{"value":"","citation":null,"status":"no-data","tier":"T3"},"architecture-deployment-locus":{"value":"","citation":null,"status":"no-data","tier":"T3"},"licensing-bucket":{"value":"commercial","citation":"https://www.cisco.com/site/us/en/products/security/ai-defense/robust-intelligence-is-part-of-cisco/index.html","status":"real-data","tier":"T2","source_class":"vendor"},"positioning-platform-vs-product":{"value":"","citation":null,"status":"no-data","tier":"T3"},"taxonomy-three-layer-rollup":{"value":"agent-infra","citation":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/docs/schema/section-to-three-layer-rollup.json","status":"real-data","tier":"T1","source_class":"repo"},"developer-activity-opendigger":{"value":"","citation":null,"status":"no-data","tier":"T3"},"freshness-date":{"value":"2026-10-29","citation":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/robust-intelligence--robustintelligence-com","status":"real-data","tier":"T2","source_class":"catalog"},"compliance-certifications":{"value":"","citation":null,"status":"no-data","tier":"T3"},"sdk-languages":{"value":"","citation":null,"status":"no-data","tier":"T3"},"protocol-support":{"value":"","citation":null,"status":"no-data","tier":"T3"},"maturity":{"value":"","citation":null,"status":"no-data","tier":"T3"}},"corroboration":{"cited_cells":14,"third_party_cells":0},"edges":{"outgoing":[],"incoming":[]},"history":[{"date":"2026-10-29","commit":"a5ff184341","pr":305,"kind":"update","changes":[{"field":"url","label":"Homepage","from":"https://www.robustintelligence.com/","to":"https://www.cisco.com/site/us/en/products/security/ai-defense/robust-intelligence-is-part-of-cisco/index.html"},{"field":"funding","label":"Funding / ownership","from":"Acquired by Cisco Sep-2024 (terms undisclosed; ~$44M pre-acq)","to":"Acquired by Cisco (2024-10; terms undisclosed); ~$44M raised pre-acquisition","source":"https://www.cisco.com/site/us/en/products/security/ai-defense/robust-intelligence-is-part-of-cisco/index.html"}]}],"license":"CC-BY-4.0","source":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/data/landscape.json"}