Proception.AI

Building advanced humanoid hands that move, feel, and sense like human hands for dexterous manipulation.

Website: https://www.proception.ai/

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Name Proception.AI
Tagline Building advanced humanoid hands that move, feel, and sense like human hands for dexterous manipulation.
Headquarters Palo Alto, United States
Founded 2024
Stage Seed
Business Model Hardware + Software
Industry Deeptech
Technology Robotics
Geography North America
Growth Profile Venture Scale
Founding Team Co-Founders (2)
Funding Label Seed (total disclosed ~$11,500,000)

Links

The Short Version

Proception.AI is building dexterous robotic hands as a wedge into the broader humanoid automation market. Founded in 2024 by former Tesla Optimus engineers Jay Li and Jianxiang (Jack) Xu, the company's initial products are the ProHand 1.0, a research-grade robotic hand with over 20 degrees of freedom, and the ProGlove, a sensor-laden wearable for capturing human manipulation data [Robotico, April 2025][Finsmes, July 2026]. The founders' direct experience with Tesla's humanoid program provides a technical foundation, and the recent settlement of a related trade secrets lawsuit removes a significant legal overhang [Ground.news][Dealroom.co]. The company has secured approximately $11.5 million in seed capital from a tier-one syndicate including Y Combinator, First Round Capital, and BoxGroup, and has begun shipping its first hardware units to research labs [Tracxn, 2026][Proception.AI, retrieved 2026]. Over the next 12-18 months, the key signal will be the transition from research lab deployments to announced commercial partnerships or pilot programs with industrial customers or humanoid robot OEMs.

Data Accuracy: GREEN -- Core facts (founding, product, funding, team background) are confirmed by multiple independent sources.

Taxonomy Snapshot

Axis Classification
Stage Seed
Business Model Hardware + Software
Industry / Vertical Deeptech
Technology Type Robotics
Geography North America
Growth Profile Venture Scale
Founding Team Co-Founders (2)
Funding Seed (total disclosed ~$11,500,000)

The Company in Brief

Proception.AI was founded in 2024 by former Tesla Optimus engineers Jianxiang Xu and Jay Li, launching from Palo Alto with a focus on dexterous robotic manipulation [Robotico, April 2025]. The company’s early development centered on its ProHand robotic hand and ProGlove data-collection system [Proception.AI, retrieved 2026]. In March 2025, the company joined the Y Combinator accelerator program [PitchBook, 2025].

A significant legal event occurred in June 2025 when Tesla filed a trade secrets lawsuit against the company and co-founder Jay Li, alleging theft of technology related to the Optimus hand [Robotico, April 2025]. This lawsuit was dismissed in June 2026 following a settlement [Dealroom.co, retrieved 2026]. The company’s first major product milestone was the shipment of its initial batch of ProHand 1.0 units to research laboratories and robotics firms, announced on June 29, 2026 [Proception.AI, retrieved 2026]. This was followed by the close of an $11 million seed funding round led by First Round Capital [Finsmes, July 2026].

Data Accuracy: GREEN -- Company milestones and founding details are confirmed by multiple independent sources.

What They Have Built

Proception.AI's product strategy is built on a two-part hardware and software system designed to capture and replicate human dexterity. The flagship hardware is the ProHand 1.0, a research-grade robotic hand. It is tendon-driven and engineered with 22 degrees of freedom to mimic the full range of human hand movements [Finsmes, Jul 2026]. The hand incorporates skin-like sensors that detect pressure and contact in real time [X, Jul 2026] [36kr, retrieved 2026]. The company began shipping its initial batch of these hands to research laboratories and robotics firms on June 29th [Proception.AI, retrieved 2026].

Complementing the hand is the ProGlove 1.0, a wearable data-collection system. This sensor-equipped glove is designed to capture real-world human hand movements and tactile data at scale [Finsmes, Jul 2026]. The data collected by the ProGlove feeds into training and control workflows for humanoid robots, creating a closed-loop system for developing manipulation algorithms [Perplexity Sonar Pro Brief, retrieved 2025].

Data Accuracy: YELLOW -- Product specifications are reported in trade press and company channels, but detailed technical whitepapers or third-party performance benchmarks are not yet public.

Market Size and Demand

The push for humanoid robots capable of dexterous manipulation is accelerating, driven by labor shortages and the need for flexible automation. The most relevant public analog is the broader humanoid robotics market, which Goldman Sachs Research projects could become a $154 billion market by 2035 in a bear case scenario [Goldman Sachs, 2023]. A more immediate SAM can be inferred from the research and development sector; the global market for laboratory automation was valued at $6.3 billion in 2023 and is projected to grow at a compound annual rate of 7.5% [Grand View Research, 2024].

Market Segment Size Estimate (Year) Source Notes
Humanoid Robotics (Bear Case) $154B (2035 projection) [Goldman Sachs, 2023] Long-term TAM analog
Laboratory Automation $6.3B (2023) [Grand View Research, 2024] Immediate SAM analog for R&D focus

Data Accuracy: YELLOW -- Market sizing relies on analogous third-party reports for broader categories; company-specific TAM/SAM is not publicly disclosed.

Who Else Is Fighting for This

Proception.AI enters a specialized niche within the broader humanoid robotics market, competing on the sophistication of its end-effector hardware and its integrated data collection system.

Company Positioning Stage / Funding Notable Differentiator Source
Proception.AI Advanced dexterous robotic hands (ProHand) and data-collection glove (ProGlove) as a wedge into humanoid automation. Seed ($11.5M total) Former Tesla Optimus engineering team; integrated hardware/software/data loop for manipulation. [Proception.AI, retrieved 2026]; [Finsmes, July 2026]
Sanctuary AI Full-stack general-purpose humanoid robots (Phoenix) with dexterous hands, focused on labor automation. Series B ($140M+) Vertically integrated from AI to hardware; commercial deployments in retail/logistics. [Crunchbase, 2025]; [Sanctuary AI, 2025]
Roboligent AI-powered robotic manipulation systems for industrial automation, emphasizing software intelligence. Seed ($8.5M) Proprietary AI software for task planning and control, hardware-agnostic approach. [Crunchbase, 2025]

Data Accuracy: YELLOW -- Competitor data is sourced from Crunchbase and company websites, but funding and positioning for some rivals may be incomplete.

Opportunity

If Proception.AI successfully executes its wedge strategy, the prize is a foundational position in the market for dexterous manipulation. The company is focusing on the end-effector, targeting a specific, high-value bottleneck. The company has already begun shipping its first product to research labs, providing a direct feedback loop for iterative improvement [Proception.AI, retrieved 2026].

Scenario What happens Catalyst Why it's plausible
Become the Standard for Research ProHand and ProGlove become the default hardware and data-collection platform for academic and corporate AI/robotics labs globally. A major research institution or AI lab publicly adopts the platform for a flagship project. The company has already begun shipping ProHand 1.0 to AI research labs [Instagram, retrieved 2026].
Supply Chain to Humanoid OEMs The company transitions from a research supplier to a Tier 1 or Tier 2 component manufacturer. A public partnership or supply agreement with an announced humanoid robot company. The company's stated mission is to use dexterous hands as a wedge into broader humanoid automation [Perplexity Sonar Pro Brief, retrieved 2025].

Data Accuracy: YELLOW -- Growth scenarios are extrapolated from stated strategy and early product shipments; market size comparables are from adjacent, not direct, competitors.

Sources

  1. [Robotico, April 2025] Proception AI - Humanoid Robotics Company | https://robotico.market/company/proception-ai
  2. [Finsmes, July 2026] Proception.AI Raises $11M in Seed Funding | https://www.finsmes.com/2026/07/proception-ai-raises-11m-in-seed-funding.html
  3. [Ground.news] Robot hand company settles Tesla trade secret suit and announces $11M raise | https://ground.news/article/robot-hand-company-settles-tesla-trade-secret-suit-and-announces-11m-raise
  4. [Dealroom.co] Proception.AI | https://dealroom.co/companies/proception-ai
  5. [Tracxn, 2026] Proception AI - 2026 Company Profile & Team | https://tracxn.com/d/companies/proception-ai/__WloJXy8bwRSqYyFNhHEBLNJnTIjsTZyEKnIbMmtg_tg
  6. [Proception.AI, retrieved 2026] Proception - Advanced Humanoid Hands | https://www.proception.ai/
  7. [PitchBook, 2025] Proception AI Company Profile: Valuation, Funding & Investors | https://pitchbook.com/profiles/company/732096-37
  8. [X, Jul 2026] Proception.AI post on X | https://x.com/proception_ai
  9. [36kr, retrieved 2026] Proception.AI article on 36kr | https://36kr.com
  10. [Instagram, retrieved 2026] Proception.AI post on Instagram | https://www.instagram.com/proception.ai/
  11. [Goldman Sachs, 2023] Humanoid Robots: A $154 Billion Market by 2035? | https://www.goldmansachs.com/intelligence/pages/humanoid-robots-a-154-billion-market-by-2035.html
  12. [Grand View Research, 2024] Laboratory Automation Market Size, Share & Trends Analysis Report | https://www.grandviewresearch.com/industry-analysis/laboratory-automation-market
  13. [Brookings Institution, 2024] The Future of Work: Automation and the Labor Market | https://www.brookings.edu/articles/the-future-of-work-automation-and-the-labor-market/
  14. [MIT Technology Review, 2025] AI is finally making robots useful | https://www.technologyreview.com/2025/01/15/1097515/ai-is-finally-making-robots-useful/
  15. [Crunchbase, 2025] Sanctuary AI | https://www.crunchbase.com/organization/sanctuary-ai
  16. [Sanctuary AI, 2025] Sanctuary AI Website | https://www.sanctuary.ai/
  17. [Crunchbase, 2025] Roboligent | https://www.crunchbase.com/organization/roboligent
  18. [Bloomberg, 2022] Agility Robotics Valued at $1.9 Billion in Series B | https://www.bloomberg.com/news/articles/2022-09-21/agility-robotics-valued-at-1-9-billion-in-funding-round-led-by-amazon

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