Why we downgraded Anthropic

1. Key Themes

Theme 1: Consumption-based AI revenue can look like loyalty but may only be momentum

Metered revenue inflates retention metrics

Anthropic's net revenue retention is extraordinarily high, but PitchBook argues it says little about customer stickiness when revenue is usage-driven.

• "Net revenue retention, which compares a group of customers' spending in the latest quarter with the same quarter a year earlier, was about 900% as of Sept. 30. On a base this heavily metered, it measures momentum more than loyalty."

Revenue quality was the largest downgrade

Anthropic's revenue quality score fell sharply, and the pay-as-you-go mix is the cause.

• "Revenue quality fell to 7.7 from 9.5, the largest move."
• "Consumption fees made up about 80% of first-half revenue, and spending that can expand ninefold in a year can contract just as quickly."

Theme 2: Frontier AI moats are tied to release cadence, not durable lock-in

Revenue concentrates in the newest models

Anthropic's competitive position depends on continuously shipping leading models.

• "Model versions released in the six months to Sept. 30 produced more than 80% of third-quarter revenue."
• "Customers move quickly to Anthropic's newest models, but the filing does not show whether they would stay through a release cycle in which a competitor wins."

The advantage is a capability lead that must be re-won

PitchBook frames the moat as perishable and names the signals that would change its view.

• "We read the advantage as a capability lead to be re-won roughly twice a year. A falling share from recent releases, or evidence that large customers run competing models side by side, would change that view."

Theme 3: Governance structures are increasingly part of AI company valuation

Public shareholders get little say

The IPO structure concentrates control, which weighed on the governance score.

• "The company's Long-Term Benefit Trust elects a majority of the board, and a single Class F share, held by an LLC of the seven co-founders, carries 50.1% of the vote on every shareholder matter, including the seats the trust does not fill."
• "In practice, Class A holders will have no say over any director."
• "Governance fell to 6.6 from 7.3."

Theme 4: Fundraising has bifurcated, with scale and distributions winning

Mega-managers can still raise, but it's slower

Advent closed a huge flagship fund in a tough market, but with a longer timeline than last time.

• "Advent International has raked in $30 billion in investor commitments amid a fundraising crunch that has hurt many of its similarly sized peers."
• "It took 20 months for the firm to raise its latest flagship buyout pool, compared with six months for its 2021-vintage predecessor Fund X, which collected $25 billion."

Distributions have displaced IRR as the key LP metric

Liquidity constraints are changing how LPs judge managers.

• "But all of the firm's flagship funds are matching or beating their performance benchmarks when measured by distributions, which have become more important than IRR and multiples for many institutional investors struggling with liquidity constraints."
• "Advent said that 2026 has been among its most active years for realizations, with $13 billion returned to investors through the exit or partial exit of 27 businesses."

Theme 5: AI infrastructure and neocloud capital keeps flowing despite signs of strain

Neocloud funding persists as public comps weaken

Investors are still backing compute startups even as the bellwether stumbles.

• "Despite CoreWeave's stock falling and compute prices rising, neocloud startup General Compute just raised a $100 million round."
• "The neocloud narrative is still being written."

Physical AI, robotics, and data-center debt are attracting large checks

• "Robotics startup Physical Intelligence is in talks to raise at least $1 billion in a round led by Avenir and Lux Capital that would value the company at $20 billion, Bloomberg reported."
• "Blackstone-backed AI infrastructure developer AirTrunk secured an A$4.25 billion ($3 billion) green loan to develop a data center project in Sydney."

---

2. Contrarian Perspectives

A 900% NRR is a risk flag, not a strength

The consensus reads hypergrowth NRR as proof of product-market fit. PitchBook argues the opposite for metered businesses: expansion without contractual commitment is fragile.

• "On a base this heavily metered, it measures momentum more than loyalty."
• "Consumption fees made up about 80% of first-half revenue, and spending that can expand ninefold in a year can contract just as quickly."

Growth isn't the issue for the AI leader; structure is

PitchBook downgraded Anthropic despite explosive growth, which cuts against the "growth covers all sins" view of AI valuation.

• "Growth is not what holds the score back. The filing shows how much of Anthropic's revenue is pay-as-you-go, how little say holders of the listed shares will have, and how much of the business rides on each new model release."
• The overall AIBQ score moved to "7.45 from 8.17."

The moat may be a treadmill rather than a fortress

Rapid customer migration to new models is usually read as strength. PitchBook sees the flip side: the same behavior implies low switching costs if a rival leads.

• "Customers move quickly to Anthropic's newest models, but the filing does not show whether they would stay through a release cycle in which a competitor wins."

---

3. Companies Identified

Anthropic

• Description: Frontier AI lab that has filed for an IPO; subject of PitchBook's AIBQ downgrade.
• Why mentioned: Its S-1 revealed metered revenue, concentrated control, and dependence on new model releases.
• Quotes: "After reading Anthropic's IPO filing, we lowered our AI Business Quality (AIBQ) score to 7.45 from 8.17." / "Model versions released in the six months to Sept. 30 produced more than 80% of third-quarter revenue."

General Compute

• Description: Neocloud startup.
• Why mentioned: Raised a $100M Series A at an $800M valuation despite weak neocloud public comps.
• Quotes: "Neocloud startup General Compute secured a $100 million Series A led by Blackbird Ventures and Abstract Ventures at an $800 million valuation."

CoreWeave

• Description: Public neocloud bellwether.
• Why mentioned: Its falling stock is the backdrop to continued neocloud funding.
• Quotes: "Despite CoreWeave's stock falling and compute prices rising, neocloud startup General Compute just raised a $100 million round."

Advent International

• Description: Boston-based private equity manager.
• Why mentioned: Raised $30B across two funds despite a difficult fundraising environment.
• Quotes: "Advent's GPE XI is the second-largest buyout fund ever raised, excluding vehicles managed by state entities." / "Advent's strategy leans toward more complex deals, such as corporate carveouts and public-to-private transactions, primarily in North America and Europe."

Re:Build Manufacturing

• Description: Industrial manufacturing company.
• Why mentioned: Largest VC round in the deal list.
• Quotes: "Re:Build Manufacturing secured a $2.1 billion investment led by General Catalyst and JPMorganChase's Strategic Investment Group."

Physical Intelligence

• Description: Robotics startup.
• Why mentioned: In talks for a $1B+ round at a $20B valuation.
• Quotes: "Robotics startup Physical Intelligence is in talks to raise at least $1 billion in a round led by Avenir and Lux Capital that would value the company at $20 billion, Bloomberg reported."

Hex

• Description: Data analytics workspace developer.
• Why mentioned: Raised a $100M Series D at a unicorn valuation.
• Quotes: "Hex, the developer of a data analytics workspace, raised a $100 million Series D led by Peak XV at a $1.2 billion valuation."

Infisical

• Description: Cybersecurity infrastructure startup.
• Why mentioned: $40M Series B led by Elad Gil.
• Quotes: "Cybersecurity infrastructure startup Infisical secured a $40 million Series B led by Elad Gil at a $600 million valuation."

Machenta

• Description: London-based physical AI startup developing a robot-training model.
• Why mentioned: $40M seed round.
• Quotes: "London-based physical AI startup Machenta, which develops a robot-training model, raised a $40 million seed round led by Creandum and Union Square Ventures."

22one

• Description: UK startup building AI tools for law enforcement.
• Why mentioned: Raised at a near-$400M valuation from top-tier investors.
• Quotes: "22one, a UK-based startup building AI tools for law enforcement, raised funding from investors including Sequoia, General Catalyst and Lux Capital at a near $400 million valuation, the Financial Times reported."

Hyperbolic

• Description: AI chip marketplace operator.
• Why mentioned: $30M Series A1.
• Quotes: "AI chip marketplace operator Hyperbolic secured a $30 million Series A1 led by Walden Catalyst."

Hyphenate

• Description: Autonomous finance platform.
• Why mentioned: $45M Series A.
• Quotes: "Hyphenate, which provides an autonomous finance platform, raised a $45 million Series A led by Nexus Venture Partners."

Vera Health

• Description: AI search engine for clinicians.
• Why mentioned: $28.5M Series A.
• Quotes: "Vera Health, the developer of an AI search engine for clinicians, secured a $28.5 million Series A led by Threshold Ventures."

Avante

• Description: Benefits-focused enterprise AI platform.
• Why mentioned: $30M Series A.
• Quotes: "Benefits-focused enterprise AI platform developer Avante raised a $30 million Series A led by Frist Cressey Ventures."

ClarityCare AI

• Description: Healthtech startup automating authorization administrative tasks.
• Why mentioned: $16.3M Series A.
• Quotes: "Healthtech startup ClarityCare AI, which focuses on administrative tasks for authorizations, received a $16.3 million Series A led by Headline."

Simplismart

• Description: AI inference startup.
• Why mentioned: $14M Series B.
• Quotes: "AI inference startup Simplismart raised a $14 million Series B led by Dallas Venture Capital."

Kivo Health

• Description: Virtual care startup for seniors with chronic disease.
• Why mentioned: $10M Series A.
• Quotes: "Kivo Health, a virtual care startup focused on seniors with chronic disease, secured a $10 million Series A led by Allumia Ventures."

AirTrunk

• Description: Blackstone-backed AI infrastructure developer.
• Why mentioned: Secured a large green loan for a Sydney data center.
• Quotes: "Blackstone-backed AI infrastructure developer AirTrunk secured an A$4.25 billion ($3 billion) green loan to develop a data center project in Sydney."

Gameto

• Description: Insight Partners-backed biotech in egg freezing and fertility.
• Why mentioned: Acquisition by Ferring for up to $1.4B.
• Quotes: "Ferring Pharmaceuticals agreed to acquire Insight Partners-backed Gameto, a biotech developing egg freezing and fertility technology, for up to $1.4 billion."

Disruptive

• Description: Dallas-based VC firm.
• Why mentioned: Raised a $10B tech-focused fund.
• Quotes: "Dallas-based VC firm Disruptive raised $10 billion for a fund focused on investment in tech companies."

Blackstone

• Description: Global alternative asset manager.
• Why mentioned: Backs AirTrunk and expanded in India.
• Quotes: "Blackstone opened a new office in Bengaluru, its second office in India."

Villa Vie Residences

• Description: Cruise operator.
• Why mentioned: Case study of fuel-cost shock.
• Quotes: "Villa Vie Residences suspended operations mid-trip due to a surge in fuel costs caused by the war in Iran."

Apple

• Description: Consumer hardware company.
• Why mentioned: Reports of cracked iPhone Duo displays.
• Quotes: "Reports of cracked displays on the new iPhone Duo have Apple reliving past hardware issues."

---

4. People Identified

Harrison Rolfes

• Description: Senior Research Analyst, Private Company Coverage at PitchBook.
• Why mentioned: Author of the Anthropic AIBQ downgrade analysis.
• Quotes: "By Harrison Rolfes, Senior Research Analyst, Private Company Coverage." / "After reading Anthropic's IPO filing, we lowered our AI Business Quality (AIBQ) score to 7.45 from 8.17."

Rod James

• Description: Senior Editor, Private Equity at PitchBook.
• Why mentioned: Author of the Advent fundraise analysis.
• Quotes: "By Rod James, Senior Editor, Private Equity." / "Advent International has raked in $30 billion in investor commitments amid a fundraising crunch that has hurt many of its similarly sized peers."

Elad Gil

• Description: Investor.
• Why mentioned: Led Infisical's Series B.
• Quotes: "Cybersecurity infrastructure startup Infisical secured a $40 million Series B led by Elad Gil at a $600 million valuation."

---

5. Operating Insights

Track retention quality, not just NRR, if you sell usage-based

Metered revenue produces eye-popping NRR that investors are learning to discount. Operators should pair NRR with commitment measures (contracted minimums, multi-year terms, workload stickiness).

• "Consumption fees made up about 80% of first-half revenue, and spending that can expand ninefold in a year can contract just as quickly."

Measure and disclose multi-vendor behavior and release-cohort dependence

PitchBook says it would revise its view based on specific operating data points. Companies that proactively show customers staying through competitive release cycles can earn a higher quality score.

• "A falling share from recent releases, or evidence that large customers run competing models side by side, would change that view."

Design governance deliberately before going public

Dual-class and trust structures carry a measurable valuation cost with analysts and some investors, even when the business is excellent.

• "In practice, Class A holders will have no say over any director."

---

6. Overlooked Insights

A 2028 debt wall looms over 2021-vintage software buyouts

Seven-year loans from the 2021 software boom come due in 2028, creating pressure on PE managers and potential distress or forced exits.

• "PE firms are facing a massive debt wall due in 2028. Fund managers are racing to avoid losses from seven-year loans taken out for software companies in 2021."

Macro energy shocks are hitting operating businesses

The war in Iran has pushed fuel costs high enough to suspend a cruise operation mid-trip, hinting at broader cost-pressure risk for travel and logistics businesses.

• "Rising fuel costs left over 600 cruise ship passengers stranded in Cambodia. Villa Vie Residences suspended operations mid-trip due to a surge in fuel costs caused by the war in Iran."