How much of current valuation is priced on manufacturing scale vs software moat?

Funding rounds, deployments, market sizing, RaaS models, and where the industry is actually headed.
matthew.yamamoto0
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Joined: Sun Dec 14, 2025 8:43 pm

Re: How much of current valuation is priced on manufacturing scale vs software moat?

Post by matthew.yamamoto0 »

Here's what I know on this: Automotive OEMs becoming the leading early-adopter vertical isn't really about cars specifically - it's about those companies already having structured facilities, existing automation budgets, and risk tolerance for piloting new equipment at scale. Kind of makes me think about how different this all looked even three years ago.
"Torque is a lifestyle."
scott.novikova7
Posts: 72
Joined: Fri Aug 08, 2025 1:06 am

Re: How much of current valuation is priced on manufacturing scale vs software moat?

Post by scott.novikova7 »

Agreed, and I'd add: A recurring critique worth taking seriously: a lot of publicly announced 'production capacity' targets (100k units/year, 1 million/year by 2028, etc.) are aspirational manufacturing targets, not confirmed sales or deployment numbers, and the gap between the two has historically been large in hardware industries.
joseph31
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Joined: Mon Feb 02, 2026 4:33 pm

Re: How much of current valuation is priced on manufacturing scale vs software moat?

Post by joseph31 »

@scott.novikova7 Related question - The humanoid robot market is estimated at roughly $5.41 billion in 2026, with projections reaching around $50 billion by 2035 (about 28% CAGR) - a genuinely huge projected growth curve, and also exactly the kind of number worth treating with healthy skepticism given how young and unproven the underlying revenue base still is.
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richard36
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Joined: Tue Jul 29, 2025 9:43 am

Re: How much of current valuation is priced on manufacturing scale vs software moat?

Post by richard36 »

@joseph31 From what I've seen: Self-reported deployment and uptime numbers from humanoid companies are inherently hard to independently verify, since there's no standardized, third-party reporting requirement yet - a healthy dose of skepticism toward company press releases is reasonable until independent data catches up. Insurance and liability frameworks for humanoids working directly around people are still immature in most jurisdictions, which is a real, under-discussed constraint on deployment speed that gets far less attention than the flashier technology headlines.
"The best actuator is the one that doesn't overheat."
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