{"id":"roboflow--roboflow-com","name":"Roboflow","url":"https://roboflow.com/","page":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/roboflow--roboflow-com","family":"models-ops","section":"Training infrastructure","sections":["Training infrastructure"],"tier":1,"last_verified_at":"2026-10-27","lifecycle":{"status":"active","severity":0,"note":null},"taxonomy":null,"cells":{"type":{"value":"Computer-vision data platform","citation":"https://roboflow.com/","status":"real-data","tier":"T2","source_class":"vendor"},"desc":{"value":"End-to-end computer-vision platform — dataset hosting, annotation, training, deployment. Universe public-dataset library; widely used for production CV.","citation":"https://roboflow.com/","status":"real-data","tier":"T2","source_class":"vendor"},"claims":{"value":"$60M total raised through Series B (2024-04); 500k+ developer users; computer-vision MLOps platform — image annotation, training, deployment.","citation":"https://blog.roboflow.com/announcing-our-40m-series-b/","status":"real-data","tier":"T2","source_class":"vendor"},"modalities":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"created":{"value":"2019","citation":"https://blog.roboflow.com/about/","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"latest-release":{"value":"v1.7.3 (2026-10-26) — roboflow","citation":"https://pypi.org/project/roboflow/","status":"real-data","tier":"T2","last_verified_at":"2026-10-27","source_class":"registry"},"license":{"value":"proprietary; Python SDK Apache-2.0","citation":"https://pypi.org/project/roboflow/","status":"real-data","tier":"T2","source_class":"registry"},"gh":{"value":"roboflow/inference — ~2.5k stars, last commit 2026-10","citation":"https://github.com/roboflow/inference","status":"real-data","tier":"T1","last_verified_at":"2026-10-27","source_class":"repo"},"mindshare":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"citations":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"funding":{"value":"$60M raised: $20M Series A 2022, $40M Series B 2024-04 (Two Sigma Ventures led).","citation":"https://blog.roboflow.com/announcing-our-40m-series-b/","status":"real-data","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"customers":{"value":"Cardinal Health, Walmart, Rivian, USAF, Medtronic; 500k+ developers self-serve.","citation":"https://roboflow.com/customers","status":"real-data","tier":"T2","source_class":"vendor"},"pricing":{"value":"Free $0 (10 credits/mo); Core $39/mo (credit packs from $89/mo); Enterprise custom","citation":"https://roboflow.com/pricing","status":"real-data","tier":"T2","source_class":"vendor"},"compliance":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"data-handling":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"deployment":{"value":"Both (self-hosted + managed cloud) — hosted training/inference; self-hosted Roboflow Inference free on own hardware; on-prem and air-gapped on Enterprise","citation":"https://roboflow.com/pricing","status":"real-data","tier":"T2","source_class":"vendor"},"hq":{"value":"Des Moines, IA, USA (remote-first).","citation":"https://www.crunchbase.com/organization/roboflow","status":"real-data","tier":"T2","source_class":"third-party"},"founders":{"value":"Joseph Nelson (CEO), Brad Dwyer (CTO); founded 2019 (initially as Magic Sudoku).","citation":"https://blog.roboflow.com/about/","status":"real-data","tier":"T2","source_class":"vendor"},"volume":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"perf":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"repro":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"code-release":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"api-surface":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"latency":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"throughput":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"backend-storage":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"multi-tenancy":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"encryption":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"sso-rbac":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"embedding-model":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"consistency":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"versioning":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"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 — not a memory product","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":"yes — official Roboflow MCP server and Skills installable into coding agents (Claude, Codex, Cursor, Gemini CLI)","citation":"https://roboflow.com/pricing","status":"real-data","tier":"T2","source_class":"vendor"},"a2a-support":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"otel":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"webhooks":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"import-export":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"integration-count":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"orchestration":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"programmatic-control":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"vendor-benchmarks":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","last_verified_at":"2026-05-12","source_class":"vendor"},"pricing-specifics":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"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":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"time-to-running":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"anti-fit":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"optimised-for":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"adjacent-infrastructure":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"pros":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cons":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"links":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","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":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-output-usd-per-mtok":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-tier":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-pricing-model":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"cost-last-verified":{"value":"searched not found","citation":"https://roboflow.com/","status":"depth-floor-reached","tier":"T2","source_class":"vendor"},"capability-composite-score":{"value":"not applicable — computer-vision data / training platform, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-band":{"value":"not applicable — computer-vision data / training platform, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-benchmark-sources":{"value":"not applicable — computer-vision data / training platform, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-last-verified":{"value":"not applicable — computer-vision data / training platform, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-tags":{"value":"not applicable — CV data platform, not a deployable agent/memory use case","citation":null,"status":"not-applicable","tier":"T3"},"use-case-anti-tags":{"value":"not applicable — training/data infrastructure, no inference-time use case to flag against","citation":null,"status":"not-applicable","tier":"T3"},"adoption-accelerator":{"value":"yc-s20","citation":"https://www.ycombinator.com/companies/roboflow","status":"real-data","tier":"T2","source_class":"third-party"},"architecture-deployment-locus":{"value":"hybrid","citation":"https://raw.githubusercontent.com/roboflow/inference/main/README.md","status":"real-data","tier":"T2","source_class":"repo"},"licensing-bucket":{"value":"commercial","citation":"https://pypi.org/project/roboflow/","status":"real-data","tier":"T2","source_class":"registry"},"positioning-platform-vs-product":{"value":"platform","citation":"https://roboflow.com/","status":"real-data","tier":"T2","source_class":"vendor"},"taxonomy-three-layer-rollup":{"value":"model-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":"{\"activity\":201.32,\"as_of\":\"2026-09\",\"openrank_12mo\":18.3,\"openrank_current\":22.49,\"participants\":52}","citation":"https://oss.open-digger.cn/github/roboflow/inference/openrank.json","status":"real-data","tier":"T2","last_verified_at":"2026-10-28","source_class":"third-party"},"freshness-date":{"value":"2026-10-27","citation":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/roboflow--roboflow-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":20,"third_party_cells":3},"edges":{"outgoing":[],"incoming":[{"source":"chroma--trychroma-com","target":"roboflow--roboflow-com","type":"integrates-with","evidence":"Chroma's docs have a Roboflow integration page.","citation":"https://docs.trychroma.com/integrations/embedding-models/roboflow","verified_at":"2026-10-29"},{"source":"supabase-vector--supabase-com","target":"roboflow--roboflow-com","type":"integrates-with","evidence":"Supabase's AI & Vectors docs have a Roboflow integration page.","citation":"https://supabase.com/docs/guides/ai/integrations/roboflow","verified_at":"2026-10-29"}]},"history":[{"date":"2026-10-27","commit":"1cb64f4c58","pr":272,"kind":"update","changes":[{"field":"license","label":"License","from":"","to":"proprietary; Python SDK Apache-2.0","first":true,"source":"https://pypi.org/project/roboflow/"},{"field":"latest-release","label":"Latest release","from":"","to":"v1.7.3 (2026-10-26) — roboflow","first":true,"source":"https://pypi.org/project/roboflow/"},{"field":"pricing","label":"Pricing","from":"","to":"Free $0 (10 credits/mo); Core $39/mo (credit packs from $89/mo); Enterprise custom","first":true,"source":"https://roboflow.com/pricing"},{"field":"deployment","label":"Deployment","from":"","to":"Both (self-hosted + managed cloud) — hosted training/inference; self-hosted Roboflow Inference free on own hardware; on-prem and air-gapped on Enterprise","first":true,"source":"https://roboflow.com/pricing"},{"field":"mcp-support","label":"MCP support","from":"","to":"yes — official Roboflow MCP server and Skills installable into coding agents (Claude, Codex, Cursor, Gemini CLI)","first":true,"source":"https://roboflow.com/pricing"}]}],"license":"CC-BY-4.0","source":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/data/landscape.json"}