{"id":"tensorrt-llm--gh-nvidia-tensorrt-llm","name":"TensorRT-LLM","url":"https://github.com/NVIDIA/TensorRT-LLM","page":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/tensorrt-llm--gh-nvidia-tensorrt-llm","family":"models-ops","section":"Inference platforms & gateways","sections":["Inference platforms & gateways"],"tier":1,"last_verified_at":"2026-10-27","lifecycle":{"status":"active","severity":0,"note":null},"taxonomy":null,"cells":{"type":{"value":"NVIDIA inference compiler for LLMs","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"real-data","tier":"T1","source_class":"repo"},"desc":{"value":"NVIDIA's TensorRT extension for LLM inference — compiles transformers to optimised kernels for Hopper/Blackwell. Used in NIM and downstream deployments.","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"real-data","tier":"T1","source_class":"repo"},"claims":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"modalities":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"created":{"value":"2023","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"real-data","tier":"T1","last_verified_at":"2026-05-12","source_class":"repo"},"latest-release":{"value":"v1.2.1 (2026-04-20) — tensorrt-llm; GitHub pre-release v1.4.0rc1 (2026-10-22)","citation":"https://pypi.org/project/tensorrt-llm/","status":"real-data","tier":"T2","last_verified_at":"2026-10-27","source_class":"registry"},"license":{"value":"Apache-2.0","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"real-data","tier":"T1","source_class":"repo"},"gh":{"value":"NVIDIA/TensorRT-LLM — ~15.0k stars, last commit 2026-10","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"real-data","tier":"T1","last_verified_at":"2026-10-27","source_class":"repo"},"mindshare":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","last_verified_at":"2026-05-12","source_class":"repo"},"citations":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","last_verified_at":"2026-05-12","source_class":"repo"},"funding":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","last_verified_at":"2026-05-12","source_class":"repo"},"customers":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"pricing":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"compliance":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"data-handling":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"deployment":{"value":"Self-hosted only — inference library/runtime for NVIDIA GPUs","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"real-data","tier":"T1","source_class":"repo"},"hq":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"founders":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"volume":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"perf":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"repro":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"code-release":{"value":"Active — last commit 2026-05 · 13,617★","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"real-data","tier":"T1","source_class":"repo"},"api-surface":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"latency":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"throughput":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"backend-storage":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"multi-tenancy":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"encryption":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"sso-rbac":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"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":"not applicable — not a memory product","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 — 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":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"a2a-support":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"otel":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"webhooks":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"import-export":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"integration-count":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"orchestration":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"programmatic-control":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"vendor-benchmarks":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","last_verified_at":"2026-05-12","source_class":"repo"},"pricing-specifics":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"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://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"time-to-running":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"anti-fit":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"optimised-for":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"adjacent-infrastructure":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"pros":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"cons":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"links":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"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":"[{\"ym\":\"2026-03\",\"cum\":5796},{\"ym\":\"2026-04\",\"cum\":6326},{\"ym\":\"2026-05\",\"cum\":6621}]","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"real-data","tier":"T1","last_verified_at":"2026-05-14","source_class":"repo"},"citation-trajectory":{"value":"not applicable — non-paper row","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"download-trajectory":{"value":"[{\"ym\":\"2025-11\",\"monthly\":6793,\"cum\":6793},{\"ym\":\"2025-12\",\"monthly\":9130,\"cum\":15923},{\"ym\":\"2026-01\",\"monthly\":10402,\"cum\":26325},{\"ym\":\"2026-02\",\"monthly\":9927,\"cum\":36252},{\"ym\":\"2026-03\",\"monthly\":12814,\"cum\":49066},{\"ym\":\"2026-04\",\"monthly\":11800,\"cum\":60866}]","citation":"https://pypi.org/project/tensorrt-llm/","status":"real-data","tier":"T2","last_verified_at":"2026-05-14","source_class":"registry"},"cost-input-usd-per-mtok":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"cost-output-usd-per-mtok":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"cost-tier":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"cost-pricing-model":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"cost-last-verified":{"value":"searched not found","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"capability-composite-score":{"value":"not applicable — inference compiler infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-band":{"value":"not applicable — inference compiler infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-benchmark-sources":{"value":"not applicable — inference compiler infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-last-verified":{"value":"not applicable — inference compiler infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-tags":{"value":"not applicable — inference compiler infrastructure, not a deployable end-user system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-anti-tags":{"value":"not applicable — infrastructure component, no end-use anti-tags apply","citation":null,"status":"not-applicable","tier":"T3"},"adoption-accelerator":{"value":"","citation":null,"status":"no-data","tier":"T3"},"architecture-deployment-locus":{"value":"local","citation":"https://raw.githubusercontent.com/NVIDIA/TensorRT-LLM/main/README.md","status":"real-data","tier":"T2","source_class":"repo"},"licensing-bucket":{"value":"open-source","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"real-data","tier":"T1","source_class":"repo"},"positioning-platform-vs-product":{"value":"platform","citation":"https://raw.githubusercontent.com/NVIDIA/TensorRT-LLM/main/README.md","status":"real-data","tier":"T2","source_class":"repo"},"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\":1449.91,\"as_of\":\"2026-09\",\"openrank_12mo\":249.91,\"openrank_current\":215.57,\"participants\":279}","citation":"https://oss.open-digger.cn/github/NVIDIA/TensorRT-LLM/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/tensorrt-llm--gh-nvidia-tensorrt-llm","status":"real-data","tier":"T2","source_class":"catalog"},"compliance-certifications":{"value":"not applicable — no hosted service","citation":"https://github.com/NVIDIA/TensorRT-LLM","status":"not-applicable","tier":"T1","source_class":"repo"},"sdk-languages":{"value":"python","citation":"https://raw.githubusercontent.com/NVIDIA/TensorRT-LLM/main/README.md","status":"real-data","tier":"T2","source_class":"repo"},"protocol-support":{"value":"openai-compatible","citation":"https://nvidia.github.io/TensorRT-LLM/commands/trtllm-serve/trtllm-serve.html","status":"real-data","tier":"T2","source_class":"vendor"},"maturity":{"value":"","citation":null,"status":"no-data","tier":"T3"}},"corroboration":{"cited_cells":17,"third_party_cells":1},"edges":{"outgoing":[],"incoming":[{"source":"llamaindex-framework--llamaindex-ai","target":"tensorrt-llm--gh-nvidia-tensorrt-llm","type":"integrates-with","evidence":"LlamaIndex has an official LLM integration package llama-index-llms-nvidia-tensorrt in its repo.","citation":"https://github.com/run-llama/llama_index/tree/main/llama-index-integrations/llms/llama-index-llms-nvidia-tensorrt","verified_at":"2026-10-29"}]},"history":[{"date":"2026-10-27","commit":"1cb64f4c58","pr":272,"kind":"update","changes":[{"field":"latest-release","label":"Latest release","from":"","to":"v1.2.1 (2026-04-20) — tensorrt-llm; GitHub pre-release v1.4.0rc1 (2026-10-22)","first":true,"source":"https://pypi.org/project/tensorrt-llm/"},{"field":"deployment","label":"Deployment","from":"","to":"Self-hosted only — inference library/runtime for NVIDIA GPUs","first":true,"source":"https://github.com/NVIDIA/TensorRT-LLM"}]}],"license":"CC-BY-4.0","source":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/data/landscape.json"}