Covariant
Pieter Abbeel / Peter Chen-founded robotics FM company — built RFM-1 (Robotics Foundation Model, Mar 2024) for warehouse pick-and-place. In Aug 2024 Amazon took a non-exclusive license to its robotic foundation models and hired founders Abbeel, Chen and Rocky Duan plus research staff; Covariant was not acquired and continued serving customers. As of 2026-10-29 covariant.ai is a placeholder page (logo, video and a 2026 copyright line only; no product or contact pages).
Active · Verified 2026-10-29 · fresh as of 2026-10-29 · 40 cited facts, 2 with a third-party source · Suggest a correction
At a glance
- Type
- Robotics foundation-model company (warehouse pick-and-place) — acqui-hired by Amazon Aug 2024 vendor fix
- Tier
- T2
- Created
- 2017 (founded) vendor fix
- Latest release
- RFM-1 (Mar 2024) vendor fix
- License
- not applicable — not OSS fix
- GitHub
- not applicable — no GitHub repo fix
- Pricing
- Enterprise; per-robot / per-pick fees vendor fix
- Funding
- $222M total raised — $80M Series C 2021 (Index + Radical); Amazon acqui-hire 2024 reported $1.5B-equivalent licensing-fee third-party fix
- Freshness
- 2026-10-29 fix
- Layer
- large-models repo fix
- Licensing
- commercial vendor fix
When to use
Optimised for: Universal warehouse picking via FM
Anti-fit: Warehouse-pick-and-place only; not for humanoid or autonomous-driving
Pros & cons
Pros
Production-validated robotics FM; warehouse-scale customer base; Amazon validation.
Cons
Acqui-hire diluted team (founders to Amazon); narrow scope (warehouse); closed weights.
Claims & capabilities
RFM-1 announced Mar-2024 — 8B-param robotics FM; Amazon acqui-hire Aug-2024
Technical surface
- API surface
- Proprietary robot-control API
- Backend storage
- Customer trajectory data on Covariant + customer infra
- Deployment
- On-prem (warehouse) + cloud hybrid
- Embedding model
- not applicable — not a memory product
- Multi-tenancy
- Per-customer deployment
- MCP
- not applicable — wrong section
- A2A
- not applicable — wrong section
- OpenTelemetry
- searched not found
Similar systems
Other robotics foundation models & agent stacks in the catalog, ranked by inbound references.
- Google DeepMind Gemini Robotics T1
Google DeepMind's Gemini Robotics + Gemini Robotics-ER (Embodied Reasoning) released Mar-2025. VLA models built on Gemini 2.0 backbone. Reference platform: Apptronik Apollo. The DeepMind line of robotics-FM, descendant of earlier RT-1 / RT-2 / RT-X work.
- Physical Intelligence (π) T1
Founded 2024 by Sergey Levine (UC Berkeley) and Karol Hausman + others (ex-Google Brain Robotics). Building general-purpose robot foundation models (π0 released Oct-2024; π0.5 in 2025) trained on cross-embodiment robot trajectories. Raised $400M Series A (Nov-2024; Jeff Bezos, OpenAI, Thrive, Lux) at $2.4B val. Released π0.7 (2026-04-16) and opened its models through the Pi API beta (2026-10-13).
- 1X Technologies T2
Norway / US humanoid robot company — Eve (wheeled bimanual) + Neo (legged humanoid, consumer-targeted, late 2025 / 2026 launch). Raised $100M Series B (Jan-2024, EQT + OpenAI Startup Fund); $40M Series A (Mar-2023, OpenAI lead). Distinguishing feature: consumer-home positioning rather than industrial.
- Agility Robotics T2
Oregon-based humanoid maker; Digit is in production at GXO Logistics warehouses since Sep-2024 — claimed first humanoid in commercial service in the US. Spinout of Oregon State University. $400M+ raised (Amazon Industrial Innovation Fund participant).
- Apptronik T2
Apollo humanoid maker, spun out of University of Texas Human Centered Robotics Lab. Raised $350M Series A (Feb-2025; B Capital + Capital Factory); Mercedes-Benz manufacturing partner (Mar 2024). Partnered with Google DeepMind on Gemini Robotics (Mar 2025) — Apollo is the headline reference platform for Gemini Robotics.
- Collaborative Robotics T3
Founded 2022 by Brad Porter (ex-Amazon Robotics VP + Scale AI CTO). Stealthier than the humanoid pack; raised $100M Series B Apr-2024 (General Catalyst). Targets warehouse + healthcare collaborative robots.
Sources (39 cited facts, 2 third-party)
Each fact links to the page it came from; the badge says who published it (how to read sources).
- What it is Robotics foundation-model company (warehouse pick-and-place) — acqui-hired by Amazon Aug… vendor
- What it does & what's distinct Pieter Abbeel / Peter Chen-founded robotics FM company — built RFM-1 (Robotics Foundatio… vendor
- Claims / benefits RFM-1 announced Mar-2024 — 8B-param robotics FM; Amazon acqui-hire Aug-2024 vendor
- Modalities vision + language + action vendor
- Created 2017 (founded) vendor
- Latest release RFM-1 (Mar 2024) vendor
- Mindshare Reuters / Bloomberg coverage of Amazon acqui-hire third-party
- Citations RFM-1 research blog cited in robotics-FM literature paper
- Funding $222M total raised — $80M Series C 2021 (Index + Radical); Amazon acqui-hire 2024 report… third-party
- Customers / scale ABB warehouse robots; Knapp; Otto Group (German retailer); various 3PLs vendor
- Pricing Enterprise; per-robot / per-pick fees vendor
- Compliance Industrial / warehouse compliance; no public SOC 2 cert vendor
- Data handling Customer-owned trajectory data; on-prem + cloud vendor
- Deployment On-prem (warehouse) + cloud hybrid vendor
- HQ US (Emeryville, CA) vendor
- Founders / pedigree Pieter Abbeel + Peter Chen + Rocky Duan + Tianhao Zhang (UC Berkeley) vendor
- Memory volume / scale Hundreds of warehouse robots in production globally vendor
- Performance RFM-1 demonstrates few-shot manipulation across SKUs; vendor benchmarks only vendor
- API surface Proprietary robot-control API vendor
- Throughput Production pick rate metrics vendor-confidential vendor
- Backend storage Customer trajectory data on Covariant + customer infra vendor
- Multi-tenancy Per-customer deployment vendor
- Encryption TLS + enterprise security vendor
- SSO / RBAC Enterprise SSO vendor
- Versioning RFM model versioning per deployment vendor
- Namespace primitives per-customer / per-warehouse vendor
- Webhooks / events Robot-event webhooks (enterprise) vendor
- Validated verticals warehousing, e-commerce fulfillment, parcel sortation vendor
- Time to running Months (warehouse integration) vendor
- Anti-fit Warehouse-pick-and-place only; not for humanoid or autonomous-driving vendor
- Optimised for Universal warehouse picking via FM vendor
- Adjacent infrastructure ABB + Knapp robot hardware; Amazon Robotics (post-acqui-hire) vendor
- Pros Production-validated robotics FM; warehouse-scale customer base; Amazon validation. vendor
- Cons Acqui-hire diluted team (founders to Amazon); narrow scope (warehouse); closed weights. vendor
- Project & sources covariant.ai; reuters.com/technology/artificial-intelligence/amazon-hires-co-founders-ai… vendor
- cost-pricing-model subscription vendor
- cost-last-verified 2026-06-29 vendor
- licensing-bucket commercial vendor
- taxonomy-three-layer-rollup large-models repo