Automotive · Hybrid
Tesla
Tesla runs a vertically integrated, edge-first architecture where custom FSD hardware in vehicles and robots performs real-time inference, while a hybrid cloud (including AWS and in-house GPU clusters) ingests telemetry into Kafka/Flink streams, S3/LakeFS lakes, and Snowflake/BigQuery warehouses for continuous model training and OTA updates.[1][7][8][10] Production for cars, energy products, and robots is tightly coupled to this AI and data infrastructure, effectively making Gigafactories and AI clusters part of a single closed-loop manufacturing and autonomy system.[2][6][7]
Foundation proximity: Native (own / self-hosted weights)
Foundational models & how they consume them
PrimaryTesla FSD / autonomous driving "world model"· Tesla-owned GPU clusters (Cortex, Colossus) and on-device FSD computers · Native (own / self-hosted weights)
SecondaryOptimus robot control and perception models· Tesla-owned training clusters and Optimus onboard compute · Native (own / self-hosted weights)
Cloud & datastore
HybridAWS S3 (object storage / data lake)[10]LakeFS (data lake versioning)[10]Parquet (columnar file format for video / telemetry)[10]TFRecord (training data format)[10]Snowflake (cloud data warehouse)[10]BigQuery (cloud data warehouse)[10]Redis (real-time state / caching)[1]Kafka / Pulsar (streaming backbone)[1][10]Compliance
TLS/SSL-encrypted APIs for vehicle-cloud communication[10]Tokenized vehicle identifiers for data ingestion[10]Phased OTA rollout and canary deployments for safety and reliability[1][4]Simulation-driven QA and regression testing before production updates[4]Similar companies
Mercedes-BenzRivianOthers that build on proprietary / self-built models
Abnormal SecurityAbridgeAdobeAI21 LabsAleph AlphaAmbienceExplore
FAQ
Does Tesla use a foundational AI model?
Tesla uses Tesla FSD / autonomous driving "world model", Optimus robot control and perception models (Native (own / self-hosted weights)).
What cloud does Tesla run on?
Tesla runs on Hybrid.
What database does Tesla use?
Tesla uses AWS S3 (object storage / data lake)[10], LakeFS (data lake versioning)[10], Parquet (columnar file format for video / telemetry)[10], TFRecord (training data format)[10], Snowflake (cloud data warehouse)[10], BigQuery (cloud data warehouse)[10], Redis (real-time state / caching)[1], Kafka / Pulsar (streaming backbone)[1][10].
How close does Tesla run to the foundational model?
Tesla is Native (own / self-hosted weights) — close to the metal, so cheaper tokens and more control over outputs.
Sources
tesla.com ↗Also on the map
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Architecture inferred from public sources · confidence medium · verify before betting on a detail.