The high cost of teaching robots
1. Key Themes
Theme 1: The robot-data gold rush faces structural economic and demand headwinds
Founders are flooding into robot data collection
The market is attracting a wave of new entrants, betting on much larger future demand.
"Of the 27 data acquisition and teleoperation companies identified in PitchBook's latest analysis of physical AI software and data infrastructure, 17 were founded between 2024 and 2026. The influx suggests founders are betting on a much larger market for collection services."
Unit economics are brutal for collection-as-a-service
Revenue per hour of data is eaten by hardware, logistics, and quality costs. Customer requirements also keep shifting.
"According to co-founder Sam Padilla, the company sold recordings for approximately $60 per hour, but hardware, shipping, quality assurance, and rejected recordings added substantial costs."
Scale and specification drift compound the problem
Collection throughput lagged buyer needs by an order of magnitude, and equipment became obsolete between programs.
"Eidon collected roughly 3,000 hours over five months after deploying its first trackers, while prospective customers wanted comparable volumes monthly or even weekly. Customer specifications also changed, and equipment built for one collection program could quickly become less useful for the next."
The tools layer may beat the data layer
The article points to software that improves existing data as the more attractive model.
"Software that makes existing data more useful may offer a better path. Tools that select training examples, adapt data across robots, or test models could generate recurring revenue without the costs of running large collection operations."
Theme 2: Software take-privates are returning, powered by SaaS-pocalypse valuations
Three announced take-privates open Q4
PE buyers are acting on depressed software valuations.
"Q4 has opened with three announced software take-privates in Bumble, CCC Intelligent Solutions, and Varonis Systems."
Depressed prices created the opportunity
"The so-called SaaS-pocalypse handed adventurous PE buyers a chance to buy high-quality software businesses at depressed prices."
PitchBook's model called two of the deals ahead of time
"At the time, our model predicted both Bumble and CCC as having an elevated chance of being targeted by buyout investors. Both companies have since agreed to be acquired—Bumble by newly formed holding company Ithaca Holdings and CCC Intelligent Solutions by a consortium led by PE firm GTCR."
Software still dominates the pipeline
"Software still dominates, with 26 of the top 30 names, and two of them, Bumble and Varonis, are already spoken for."
Theme 3: AI infrastructure and application valuations keep climbing, while physical data center buildouts show stress
Large rounds and valuations in AI continue
"Fireworks AI, an AI infrastructure startup, is in talks to raise a new round at a $30 billion to $40 billion valuation, Business Insider reported." "Stockholm-based legal AI startup Legora raised a $550 million Series E led by Atreides Management at an $8.8 billion valuation." "Pigment, a Paris-based agentic AI startup for enterprise business planning, raised a $250 million Series E at a $2.3 billion valuation led by Scaleup Europe Fund."
Data center capacity faces pressure in Australia and elsewhere
"Firmus canceled what would have been one of Australia's biggest IPOs, and now NextDC cut its annual revenue and earnings forecast, with shares falling 41.7%." "Coatue- and Hillhouse-backed data center operator DayOne Data Centers is considering shrinking or delaying its planned US IPO, Bloomberg reported."
Power demand is still reshaping M&A
"The strength in energy reflects the power demands of data centers while healthcare's gains are driven by the need for specialized care assets and pharmaceutical services."
Theme 4: Private markets keep institutionalizing sports and secondaries
Sports-focused PE partnerships are forming
"General Atlantic and 32 Equity, the private investment arm of the National Football League, are teaming up to invest in sports-related businesses."
Secondaries fundraising is exceeding targets
"London-based Pantheon closed its Pantheon Global Secondaries Fund VIII and related vehicles on $6 billion, exceeding its $3.5 billion target."
2. Contrarian Perspectives
Better robot learning could shrink demand for robot data, even as robotics grows. The consensus assumes a growing robotics market means growing data demand. The article argues the opposite is possible.
"Models trained partly on human videos could require fewer robot demonstrations, while developers with growing fleets can increasingly collect their own operating data. Both developments could reduce demand for third-party collection even as the robotics market expands."
Consumers will want to own autonomous cars, not hail robotaxis. This runs against the prevailing robotaxi-fleet narrative.
"People will want to own their autonomous cars,' says GM's Sterling Anderson... Rather than deploying robotaxis, Anderson wants to focus on privately owned AVs."
Strategic M&A rationales can fail on execution. Coca-Cola's $5 billion Costa Coffee deal assumed distribution reach would translate into returns.
"Espresso vending machines were a big bet for Coca-Cola, and it isn't paying off. The company's $5 billion acquisition of Costa Coffee hinged on its reach in the grab-and-go market."
3. Companies Identified
- Description: Robotics data startup that shut down in September after roughly two years.
- Why mentioned: Case study in the poor economics of collecting robot training data.
- Quotes: "Eidon, a robotics data startup that shut down in September after roughly two years, is a prime example."
- Description: PE firm.
- Why mentioned: Leads the consortium acquiring CCC Intelligent Solutions.
- Quotes: "CCC Intelligent Solutions by a consortium led by PE firm GTCR."
- Description: Public dating-app company; Ithaca Holdings is the newly formed acquirer.
- Why mentioned: Take-private flagged in advance by PitchBook's model.
- Quotes: "Bumble by newly formed holding company Ithaca Holdings."
CCC Intelligent Solutions
- Description: Software company being taken private.
- Why mentioned: Model-predicted take-private target.
- Quotes: "our model predicted both Bumble and CCC as having an elevated chance of being targeted by buyout investors."
Varonis Systems
- Description: Software company with an announced take-private.
- Why mentioned: Among the Q4 take-privates.
- Quotes: "three announced software take-privates in Bumble, CCC Intelligent Solutions, and Varonis Systems."
General Atlantic / 32 Equity
- Description: General Atlantic is a growth investor; 32 Equity is the NFL's private investment arm.
- Why mentioned: Partnering to invest in sports-related businesses.
- Quotes: "General Atlantic and 32 Equity, the private investment arm of the National Football League, are teaming up to invest in sports-related businesses."
- Description: Australia-based data center company.
- Why mentioned: Canceled its IPO, and Nvidia is reportedly in talks to invest.
- Quotes: "Nvidia is in talks to invest in Australia-based data center company Firmus, which canceled its IPO earlier this month."
NextDC
- Description: Australian data center operator.
- Why mentioned: Cut its forecast, and its shares fell sharply.
- Quotes: "NextDC cut its annual revenue and earnings forecast, with shares falling 41.7%."
Nvidia
- Description: AI chip leader.
- Why mentioned: Reportedly in talks to invest in Firmus.
- Quotes: "Nvidia is in talks to invest in Australia-based data center company Firmus."
Fireworks AI
- Description: AI infrastructure startup.
- Why mentioned: Raising at a $30B–$40B valuation.
- Quotes: "is in talks to raise a new round at a $30 billion to $40 billion valuation, Business Insider reported."
Legora
- Description: Stockholm-based legal AI startup.
- Why mentioned: $550M Series E at an $8.8B valuation, led by Atreides Management.
- Quotes: "raised a $550 million Series E led by Atreides Management at an $8.8 billion valuation."
Pigment
- Description: Paris-based agentic AI startup for enterprise business planning.
- Why mentioned: $250M Series E at a $2.3B valuation.
- Quotes: "raised a $250 million Series E at a $2.3 billion valuation led by Scaleup Europe Fund."
Whop
- Description: Online marketplace developer.
- Why mentioned: $200M Series D at a $5.1B valuation, led by Sequoia and Shopify Ventures.
- Quotes: "raised a $200 million Series D led by Sequoia and Shopify Ventures at a $5.1 billion valuation."
Mach9
- Description: Civil engineering software developer.
- Why mentioned: $34M Series A led by First Round Capital and Bessemer.
- Quotes: "secured a $34 million Series A led by First Round Capital and Bessemer Venture Partners."
Optivolt
- Description: Smart solar systems startup.
- Why mentioned: $32M Series A led by VXI Capital.
- Quotes: "received a $32 million Series A led by VXI Capital."
Arctic Therapeutics
- Description: Iceland-based biopharma startup.
- Why mentioned: $21.5M round.
- Quotes: "secured a $21.5 million round led by Pekron, Sanos Group, Kaldbakur and Landvættir."
Longeye
- Description: Developer of an investigative workspace for justice agencies.
- Why mentioned: $20M Series A led by N47.
- Quotes: "secured a $20 million Series A led by N47."
Hephaestus
- Description: London-based fusion energy startup.
- Why mentioned: Emerged from stealth with $17.2M.
- Quotes: "emerged from stealth with $17.2 million including a round led by CiRi Ventures."
Photon Bridge
- Description: Dutch photonics startup.
- Why mentioned: €10M round.
- Quotes: "secured €10 million in a round led by the Amadeus APEX Technology Fund and 360 Capital."
Skyfly Technologies
- Description: UK-based eVTOL developer.
- Why mentioned: $10M seed round.
- Quotes: "raised a $10 million seed round led by HICO Investment Group."
Thoma Bravo / J.D. Power
- Description: Thoma Bravo is a software PE firm; J.D. Power is a consumer intelligence software company.
- Why mentioned: Considering a sale at a $6.5B valuation after a prior failed attempt.
- Quotes: "Thoma Bravo is considering a sale of J.D. Power... seeking a $6.5 billion valuation... The firm previously tried to exit J.D. Power in 2024."
DayOne Data Centers
- Description: Coatue- and Hillhouse-backed data center operator.
- Why mentioned: May shrink or delay its US IPO.
- Quotes: "is considering shrinking or delaying its planned US IPO, Bloomberg reported."
VVDN Technologies
- Description: Engineering, software and manufacturing services provider backed by Motilal Oswal Private Equity.
- Why mentioned: Considering an India IPO.
- Quotes: "is considering an India IPO that could raise up to $300 million, Bloomberg reported."
Warburg Pincus / Sunsea Parking Industry Group
- Description: Global PE firm and a China-based car park management company.
- Why mentioned: Considering a sale.
- Quotes: "Warburg Pincus is considering a sale of China-based car park management company Sunsea Parking Industry Group."
Pantheon
- Description: London-based secondaries manager.
- Why mentioned: Closed a $6B fund, well above target.
- Quotes: "closed its Pantheon Global Secondaries Fund VIII and related vehicles on $6 billion, exceeding its $3.5 billion target."
Advent International
- Description: Global PE firm.
- Why mentioned: First Middle East expansion.
- Quotes: "opened a new Abu Dhabi office, marking its first expansion into the Middle East."
Ares Management / Norges Bank Investment Management
- Description: Alternative asset manager and Norwegian sovereign wealth fund manager.
- Why mentioned: European logistics partnership.
- Quotes: "established a European logistics investment partnership with Norges Bank Investment Management, backed by a €1.5 billion equity commitment from Norges Bank."
Coca-Cola / Costa Coffee
- Description: Beverage giant and its coffee chain acquisition.
- Why mentioned: Case study of an acquisition thesis underdelivering.
- Quotes: "The company's $5 billion acquisition of Costa Coffee hinged on its reach in the grab-and-go market."
4. People Identified
Sam Padilla
- Description: Co-founder of Eidon.
- Why mentioned: Provided the unit economics of a failed robot-data startup.
- Quotes: "According to co-founder Sam Padilla, the company sold recordings for approximately $60 per hour, but hardware, shipping, quality assurance, and rejected recordings added substantial costs."
Sterling Anderson
- Description: GM executive overseeing next-generation electric and autonomous vehicles.
- Why mentioned: Contrarian view favoring owned AVs over robotaxis.
- Quotes: "People will want to own their autonomous cars,' says GM's Sterling Anderson, who oversees the company's next generation of electric and autonomous vehicles."
Ali Javaheri
- Description: Senior Research Analyst, Emerging Spaces, PitchBook.
- Why mentioned: Author of the physical AI data infrastructure analysis.
- Quotes: "By Ali Javaheri, Senior Research Analyst, Emerging Spaces."
Steven Buibish, CFA
- Description: Director, US PE Research, PitchBook.
- Why mentioned: Author of the take-private analysis.
- Quotes: "By Steven Buibish, CFA, Director, US PE Research."
5. Operating Insights
Model the full cost stack before selling data (or any hardware-enabled service)
Revenue per unit can look healthy while hidden costs erode it.
"The company sold recordings for approximately $60 per hour, but hardware, shipping, quality assurance, and rejected recordings added substantial costs."
Design for changing customer specs
Capital equipment built for one customer program can become stranded. Prefer flexible, reusable infrastructure.
"Customer specifications also changed, and equipment built for one collection program could quickly become less useful for the next."
Favor recurring software over services-heavy operations
"Tools that select training examples, adapt data across robots, or test models could generate recurring revenue without the costs of running large collection operations."
6. Overlooked Insights
PE firms are deploying systematic screening for take-privates
PitchBook's predictor screens for fundamentals buyout investors typically want, and it flagged two targets before they were acquired. Quantitative target screening may be a repeatable edge for dealmakers.
"The PitchBook Take-Private Predictor... screens public companies for the fundamentals buyout investors typically look for in take-private targets."
Sector deal value is rotating toward energy and healthcare
"Energy and healthcare posted significant increases in deal value in Q3 2026, though the latter's share of total M&A value remains steady."