Parametric
Seed-stage startup building robots that run laundromats without staff.
On the record
Checkpoint: Physical Intelligence's reported ~$1B round at >$11B valuation closing
The call
Parametric is a 7-person team chasing the same laundromat niche as rivals with 20 to 100 times its capital and live deployments already running.
Parametric is a small startup building robots to do laundry in self-service laundromats. The company's main tool is a custom training method for teaching robots to handle laundry at specific locations, but this is just software fine-tuning that any competitor can copy; it does not create the kind of lasting advantage that would protect the business. Physical Intelligence, a much larger company with over $1 billion in funding, is already deploying similar robots in San Francisco laundromats alongside another competitor called Weave, and Physical Intelligence's foundation model (the underlying AI system) is 20 to 100 times more powerful than what Parametric can build at its scale. The only thing that could meaningfully change Parametric's position would be signing a major partnership with a laundromat operator or raising significant new funding, but lack of news coverage compared to its competitors suggests it may be losing ground.
Why
01
AI pressure: Physical Intelligence (pi0.6/pi0.7 foundation model). Physical Intelligence's model already runs a commercial SF laundromat via Weave, the exact niche Parametric is trying to take. Could AI do the core job? Yes, likely.
02
Bigger players: Dyna Robotics. Dyna raised $143.5M and already runs a live laundromat deployment at Monster Laundry in Sacramento, ahead of Parametric on customers and capital. Could a giant copy it? Yes, easily.
03
What protects it. A working demo and a site-specific RL tuning pipeline, but this is a technique, not a lock-in, and rivals can copy it with more money.
What would change this call
Physical Intelligence's ~$1B round at >$11B valuation closes or is withdrawn. Shows whether the frontier model layer gains capital to dominate the same laundromat niche.
Parametric announces a named laundromat-operator customer or priced funding round. Would show Parametric is gaining real traction, not just a single demo site.
Dyna Robotics or Weave Robotics add new commercial laundromat partnerships beyond current sites. Would show rivals expanding customer base while Parametric stays at one demo.
Parametric announces a named laundromat-operator customer or priced funding round. Would show Parametric is gaining real traction, not just a single demo site.
Dyna Robotics or Weave Robotics add new commercial laundromat partnerships beyond current sites. Would show rivals expanding customer base while Parametric stays at one demo.
Key numbers
- Physical Intelligence raised $400M at $2B valuation
- Dyna Robotics raised $120M Series A
- Parametric team size: 7 people
Named risks
- No confirmed priced funding round disclosed while rivals raise $100M+ rounds.
- Frontier model (Physical Intelligence) already deployed live in identical laundromat niche.
- No independent press coverage found, unlike Dyna, Weave, Physical Intelligence, Enigma.
- Single-digit team size (6-7 people) against well-capitalized multi-hundred-employee competitors.
- Only known deployment is one demo laundromat, no named paying customers confirmed independently.
Rivals, as read in July 2026
| Rival | Direction | Evidence |
|---|---|---|
| Physical Intelligence | losing to | π0.6 already live in commercial SF laundromat via Weave, ~$1B raise in talks as of 2026-07-14 |
| Dyna Robotics | losing to | $143.5M total raised by Sept 2025, live deployment at Monster Laundry, Sacramento |
| Weave Robotics | losing to | Shipped Isaac 0 home robot ($7,999) and named Tumble laundromat pilot as of Oct 2025 |
| Dreame | gaining on | Unveiled Embodied AI Laundry Robot and L9 AI washer/dryer set, Jan 2026 |
| Enigma | contesting | Emerged from stealth with $70-71M seed in adjacent robotics-AI segment, July 2026 |
Questions people ask
- Is Parametric profitable in 2026?
- No profitability data is public. Parametric claims on its own site to be 'live with real customers today,' but a data aggregator lists total funding as 'no funding' as of July 2026, and no independent revenue figures have been verified.
- Could AI replace Parametric?
- Parametric's entire product IS an AI/robotics deployment, so it isn't being disrupted by AI, it's racing frontier labs. Physical Intelligence's own model already runs autonomously in a commercial SF laundromat as of April 2026, the exact niche Parametric targets.
- Who is Parametric's biggest competitor?
- Physical Intelligence, a foundation-model robotics company that raised about $400M at a ~$2B valuation in November 2024 and was in talks for roughly $1B at over $11B valuation as of July 14, 2026, with its model already deployed in a commercial SF laundromat.
- Has Parametric raised any funding?
- No confirmed priced funding round has been publicly reported. A data aggregator (Prospeo) listed 'Total funding: No funding' as of July 27, 2026, though this should be treated as an unconfirmed aggregator estimate rather than verified fact.
- What does Parametric actually build?
- Parametric builds robots for a fully autonomous laundromat, handling intake, washing, folding and output with minimal human involvement, using an RL feedback pipeline with a 'judge model' that it claims lets robots adapt on-site with under an hour of data, per its November 11, 2025 Launch YC post.
- How does Parametric compare to Dyna Robotics?
- Dyna Robotics raised a $23.5M seed in March 2025 and a $120M Series A in September 2025, and already has a live laundromat deployment at Monster Laundry in Sacramento. Parametric has no publicly confirmed funding and only a single demo laundromat as of mid-2026.
Timeline
- 2026-07-27YC lists Parametric team size at 7; no independent press coverage of Parametric found
- 2026-07-14Physical Intelligence reportedly in talks for ~$1B raise at over $11B valuation
- 2026-04-06Parametric job posting describes team as '6 in San Francisco' across hardware, AI, operations
- 2026-01-29Dreame unveils Embodied AI Laundry Robot, entering consumer laundry-robotics segment
- 2026-01-08Parametric job listing confirms it is incorporated as a Delaware public benefit corporation
- 2025-11-11Parametric publicly launches via Launch YC, pitching RL for robotics pipeline
- 2025-11-09Parametric listed on LinkedIn as YC F25 batch company under Robotics Engineering
- 2025-09-16Dyna Robotics closes $120M Series A to scale robotics foundation model
- 2025-03-25Dyna Robotics raises $23.5M seed, founded by ex-Caper AI/Instacart founder Lindon Gao
- 2024-11-14Physical Intelligence raises ~$400M at ~$2B valuation
Revision history
27 July 2026
First assessed. Losing its protection. The text above is fixed as of this date and is not edited afterwards.
In the same band
Sources
- Physical Intelligence Targets $1B Round at $11B Valuation (2026-07-14)
- Laundry-Folding-Robotics Company Attracts $400M (2024-11-14)
- After Instacart exit, Caper AI founder launches robotics startup (2025-03-25)
- Dyna Robotics closes $120M funding round (2025-09-16)
- How Monster Laundry Scaled Its Laundromat Operation with DYNA
- The San Francisco Standard (2025-10-12)
- Parametric: Physical businesses that run themselves
- Operations Associate at Parametric (2026-04-06)
- Parametric (YC F25) (2025-11-09)
- Founding Machine Learning Engineer at Parametric (2026-01-08)
- Launch YC: Parametric: RL for Robotics (2025-11-11)
- Parametric (YC F25) Revenue, Funding & Valuation