Covariantai

Market position

Described by investors and trade press as one of the leading AI robotics companies for warehouse automation, with a multi-year lead cited by Index Ventures and Radical Ventures over newer entrants. Sources place it in a broader field of AI robotics and robotics foundation model developers, and note that other large technology companies including Apple, OpenAI (with Figure) and Google DeepMind are investing in robotics AI.

Sources describe Covariant's approach as a unified, hardware-agnostic AI platform applied across multiple robot types and use cases, rather than a single robotic product, built on what one source calls the largest dataset in the industry — billions of units of real-world robotics data accumulated from robot arms deployed in warehouses since 2018. Investors cited multi-year progress in AI robotics relative to newer entrants, and one source reports Covariant won an ABB robotic picking competition against 19 other companies, with an executive remarking on the quality of its AI.

Technology

The Covariant Brain is AI software that powers robotic arms, combining deep learning, imitation learning and reinforcement learning so robots can perceive, reason about and manipulate objects in unstructured environments rather than executing only pre-programmed tasks. From 2018 the company collected data from 30 variations of robot arms in warehouses globally, building a database of billions of units of real-world robotics data. RFM-1, announced March 2024, is a robotics foundation model trained on text, images, videos, robot actions and numerical sensor readings from warehouse robots. Reported capabilities include picking and sorting items from bins at rates exceeding human performance across highly varied SKU catalogs.

Go-to-market

Covariant reaches end users largely through robotics and automation partners and integrators — ABB, KNAPP (Pick-it-Easy Robot) and warehouse integration providers — as well as directly with large retailers and logistics operators such as Otto Group and Radial. It has also used market research, including a 2022 survey of over 300 logistics professionals on fulfillment center modernization plans.

Retailers, third-party logistics providers, e-commerce companies and warehouse integration providers operating fulfillment centers and warehouses, plus factories; named users include Otto Group, Radial, Würth and Obeta.

Geography

Headquartered in Emeryville, California, with an address listed at 707 Heinz Ave., Suite B, Berkeley, California 94710. Deployments and partnerships referenced include the United States (Radial's Louisville fulfillment center) and Germany (Obeta via Knapp, Würth, and Otto Group), with data collected from robot arms in warehouses around the world.

History

The company was founded in 2017 as Embodied Intelligence by Pieter Abbeel, Peter Chen, Rocky Duan and Tianhao Zhang, and is legally registered as Embodied Intelligence Inc. It spent more than two years building the Covariant Brain and began collecting data in 2018 from 30 variations of robot arms deployed in warehouses worldwide. Commercial partnerships followed with ABB (announced February 2020) and KNAPP, whose Pick-it-Easy Robot was paired with the Covariant Brain and shown at ProMatDX in April 2021 and later deployed at Würth. Funding progressed from $7 million at founding to a $20 million Series A, a $40 million Series B in May 2020, an $80 million Series C in July 2021 and a $75 million Series C extension in April 2023, bringing disclosed totals to $222 million. Customer deployments in 2023 included Radial (robotic order sortation) and Otto Group (item induction, with plans for more than 100 robots). RFM-1 was launched on 11 March 2024. On 30 August 2024 Amazon announced a non-exclusive license to Covariant's technology together with the hiring of founders Abbeel, Chen and Duan and about a quarter of the workforce; Ted Stinson and Tianhao Zhang took over leadership of the remaining company.

Risks & controversies

A 2025 whistleblower complaint filed with the FTC, SEC and DOJ alleged that Amazon's August 2024 transaction was a reverse acquihire deliberately structured to avoid antitrust review, that the $380 million price (plus $20 million deferred licensing payment) was well below the $625 million valuation from Covariant's 2023 round, that founders received substantial payouts while investors and rank-and-file employees were heavily diluted and received very little, and that Amazon imposed penalties-backed restrictions on Covariant's future sales and licensing. The complaint characterises Covariant as a 'zombie company' existing only on paper; Wikipedia notes no public updates to the company's website or social accounts since August 2024. Third-party commentary also frames the deal as a 'stealth acquisition' designed to avoid FTC filing. Sources conflict on total funding raised ($222 million versus $245 million).