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⚠ The Organisation May Lose VisibilityModerate threat

Anthropic (ANT) — threat to the moat

The filing warns that as Claude writes more of Anthropic, the company may lose the ability to see inside its own development process.

Anthropic states the risk in its own words, and it is unusually direct. "As we increasingly leverage Claude to accelerate progress within Anthropic, our organization may lose visibility across certain processes in a way that may become difficult for any individual or group of humans to understand and control"1. It adds that "our models write a large and growing share of our code and increasingly perform our research, including our safety research", so misaligned behaviour in internal use "could undermine that work, introduce vulnerabilities into our systems or into the training of future models"2.

Headcountabout 940December 2024about 5,300September 2026Anthropic Form S-1: operating efficiency and human capital disclosures
Five times the people, and over 45 times the code per person.

The dependency is specific rather than philosophical. The company says it uses "our own agentic offerings, including Claude Code, as critical tools in our internal development processes", so any error, vulnerability or degradation in those products "could directly impair our ability to develop and deploy future models and products"3. The product and the factory are the same thing.

Monitoring does not close the gap. The filing says its monitoring "does not cover all of our internal and external deployments and may not detect subtle or diffuse forms of such behavior"4, and elsewhere concedes that "Using AI to help build more capable AI could also pose a considerable" risk5.

The same sentence that makes the moat makes the hazard: over 90% of the code is written by the product being improved6.

What would show this turning is a release that has to be withdrawn for a defect introduced internally. Until then the number to watch is the share of code Claude writes, because the higher it goes the smaller the human check on it becomes.

References
  1. Reported"As we increasingly leverage Claude to accelerate progress within Anthropic, our organization may lose visibility across certain processes in a way that may become difficult for any individual or group of humans to understand and control".
    Anthropic, PBC, Form S-1 registration statement (Registration No. 333-299633), filed 26 October 2026 - revenue $41M (2023), $386M (2024), $4,585M (2025), $1,163M (H1 2025) and $16,286M (H1 2026); operating loss $(551)M, $(2,980)M, $(8,060)M, $(2,135)M and $(693)M; net loss $(1,531)M, $(8,309)M, $(41,965)M, $(12,969)M and $(80,748)M, after a change in the fair value of convertible notes, derivative liabilities and SAFEs of $(72,388)M in the first half of 2026; net loss per share $(1.42), $(5.43), $(23.04), $(7.25) and $(39.88); operating expenses in the first half of 2026 of compute and infrastructure $8,945M, personnel $3,152M, sales, marketing and partnerships $3,168M and other operating and administrative $1,714M, presented by nature with no cost-of-revenue line on the face of the statement, while Note 8 regroups the same expenses by function and gives cost of revenue of $26M, $752M, $2,773M, $1,019M and $2,380M against research and development of $422M, $2,275M, $6,338M, $1,850M and $9,741M; a Bartz settlement line of $1,500M in 2025; interest income $1,111M in the first half of 2026; revenue by geography United States $34M, $263M, $3,362M, $820M and $11,763M and International $7M, $123M, $1,223M, $343M and $4,523M; total assets $147,358M, cash and short-term investments $131,651M, accounts receivable $5,833M, convertible notes payable $108,566M, redeemable convertible preferred stock $157,510M and a total stockholders' deficit of $(127,619)M at 30 June 2026; 853,394 thousand preferred, 2,157,398 thousand Class A and 30,643 thousand Class N shares outstanding at that date; Net Revenue Retention of approximately 900 % and more than 11,900 customers above $100,000 of trailing revenue at 30 September 2026, up from more than 950 a year earlier, with more than 1,900 above $1 million and approximately 250 above $10 million; over 50% of the Fortune 500 and over 30% of the Global 2000 among them, Anthropic's revenue averaging less than 0.1% of those Fortune 500 customers' total expenses; revenue through cloud service provider marketplaces of 11% (2023), 32% (2024), 47% (2025), 44% (H1 2025) and 48% (H1 2026); $20,000M, $15,000M and $42,000M of undrawn committed note purchase agreements with Google, Amazon and an infrastructure partner; non-cancelable purchase commitments of $54,559M at 31 December 2025 rising to approximately $265.6 billion at 30 June 2026 with terms of one to 20 years, plus leases not yet commenced of approximately $50.2 billion and $321.4 billion at those dates, and named commitments of about $161.2 billion of Broadcom equipment leases, up to $120.5 billion with SpaceX.AI LLC for NVIDIA GPU compute, at least about $114.5 billion with Google, at least $110.0 billion with Amazon, up to about $44.6 billion with Nscale and at least $44.9 billion with Microsoft; a $1.5 billion Bartz copyright settlement approved by the district court in July 2026; a September 2026 Sherman Act class action alleging the frontier developers agreed to slow the pace of model improvement; a Department of War supply-chain risk designation under Section 4713 upheld 2-1 by the D.C. Circuit on 25 September 2026 with a petition for rehearing en banc pending, and June 2026 Commerce export restrictions that led Anthropic to disable Fable 5 and Mythos 5 for every customer; over 90% of contributions to its own codebase written by Claude in September 2026; one share of Class T common stock electing a majority of the board, Class A voting power capped at 49.9%, and Amazon and Google each holding more than five percent of capital stock while appearing in no row of the beneficial-ownership table, which covers voting securities only; and the statement that prior to the offering there has been no public market for the Class A common stock - Item 1A risk factors: compute, power, metrics and the absence of a public market. — 2023 to 30 September 2026 · publ. 26 October 2026 · source ↗
  2. ReportedIt adds that "our models write a large and growing share of our code and increasingly perform our research, including our safety research", so misaligned behaviour in internal use "could undermine that work, introduce vulnerabilities into our systems or into the training of future models".
    Anthropic, PBC, Form S-1 registration statement (Registration No. 333-299633), filed 26 October 2026 - revenue $41M (2023), $386M (2024), $4,585M (2025), $1,163M (H1 2025) and $16,286M (H1 2026); operating loss $(551)M, $(2,980)M, $(8,060)M, $(2,135)M and $(693)M; net loss $(1,531)M, $(8,309)M, $(41,965)M, $(12,969)M and $(80,748)M, after a change in the fair value of convertible notes, derivative liabilities and SAFEs of $(72,388)M in the first half of 2026; net loss per share $(1.42), $(5.43), $(23.04), $(7.25) and $(39.88); operating expenses in the first half of 2026 of compute and infrastructure $8,945M, personnel $3,152M, sales, marketing and partnerships $3,168M and other operating and administrative $1,714M, presented by nature with no cost-of-revenue line on the face of the statement, while Note 8 regroups the same expenses by function and gives cost of revenue of $26M, $752M, $2,773M, $1,019M and $2,380M against research and development of $422M, $2,275M, $6,338M, $1,850M and $9,741M; a Bartz settlement line of $1,500M in 2025; interest income $1,111M in the first half of 2026; revenue by geography United States $34M, $263M, $3,362M, $820M and $11,763M and International $7M, $123M, $1,223M, $343M and $4,523M; total assets $147,358M, cash and short-term investments $131,651M, accounts receivable $5,833M, convertible notes payable $108,566M, redeemable convertible preferred stock $157,510M and a total stockholders' deficit of $(127,619)M at 30 June 2026; 853,394 thousand preferred, 2,157,398 thousand Class A and 30,643 thousand Class N shares outstanding at that date; Net Revenue Retention of approximately 900 % and more than 11,900 customers above $100,000 of trailing revenue at 30 September 2026, up from more than 950 a year earlier, with more than 1,900 above $1 million and approximately 250 above $10 million; over 50% of the Fortune 500 and over 30% of the Global 2000 among them, Anthropic's revenue averaging less than 0.1% of those Fortune 500 customers' total expenses; revenue through cloud service provider marketplaces of 11% (2023), 32% (2024), 47% (2025), 44% (H1 2025) and 48% (H1 2026); $20,000M, $15,000M and $42,000M of undrawn committed note purchase agreements with Google, Amazon and an infrastructure partner; non-cancelable purchase commitments of $54,559M at 31 December 2025 rising to approximately $265.6 billion at 30 June 2026 with terms of one to 20 years, plus leases not yet commenced of approximately $50.2 billion and $321.4 billion at those dates, and named commitments of about $161.2 billion of Broadcom equipment leases, up to $120.5 billion with SpaceX.AI LLC for NVIDIA GPU compute, at least about $114.5 billion with Google, at least $110.0 billion with Amazon, up to about $44.6 billion with Nscale and at least $44.9 billion with Microsoft; a $1.5 billion Bartz copyright settlement approved by the district court in July 2026; a September 2026 Sherman Act class action alleging the frontier developers agreed to slow the pace of model improvement; a Department of War supply-chain risk designation under Section 4713 upheld 2-1 by the D.C. Circuit on 25 September 2026 with a petition for rehearing en banc pending, and June 2026 Commerce export restrictions that led Anthropic to disable Fable 5 and Mythos 5 for every customer; over 90% of contributions to its own codebase written by Claude in September 2026; one share of Class T common stock electing a majority of the board, Class A voting power capped at 49.9%, and Amazon and Google each holding more than five percent of capital stock while appearing in no row of the beneficial-ownership table, which covers voting securities only; and the statement that prior to the offering there has been no public market for the Class A common stock - Item 1A risk factors: compute, power, metrics and the absence of a public market. — 2023 to 30 September 2026 · publ. 26 October 2026 · source ↗
  3. ReportedThe company says it uses "our own agentic offerings, including Claude Code, as critical tools in our internal development processes", so any error, vulnerability or degradation in those products "could directly impair our ability to develop and deploy future models and products".
    Anthropic, PBC, Form S-1 registration statement (Registration No. 333-299633), filed 26 October 2026 - revenue $41M (2023), $386M (2024), $4,585M (2025), $1,163M (H1 2025) and $16,286M (H1 2026); operating loss $(551)M, $(2,980)M, $(8,060)M, $(2,135)M and $(693)M; net loss $(1,531)M, $(8,309)M, $(41,965)M, $(12,969)M and $(80,748)M, after a change in the fair value of convertible notes, derivative liabilities and SAFEs of $(72,388)M in the first half of 2026; net loss per share $(1.42), $(5.43), $(23.04), $(7.25) and $(39.88); operating expenses in the first half of 2026 of compute and infrastructure $8,945M, personnel $3,152M, sales, marketing and partnerships $3,168M and other operating and administrative $1,714M, presented by nature with no cost-of-revenue line on the face of the statement, while Note 8 regroups the same expenses by function and gives cost of revenue of $26M, $752M, $2,773M, $1,019M and $2,380M against research and development of $422M, $2,275M, $6,338M, $1,850M and $9,741M; a Bartz settlement line of $1,500M in 2025; interest income $1,111M in the first half of 2026; revenue by geography United States $34M, $263M, $3,362M, $820M and $11,763M and International $7M, $123M, $1,223M, $343M and $4,523M; total assets $147,358M, cash and short-term investments $131,651M, accounts receivable $5,833M, convertible notes payable $108,566M, redeemable convertible preferred stock $157,510M and a total stockholders' deficit of $(127,619)M at 30 June 2026; 853,394 thousand preferred, 2,157,398 thousand Class A and 30,643 thousand Class N shares outstanding at that date; Net Revenue Retention of approximately 900 % and more than 11,900 customers above $100,000 of trailing revenue at 30 September 2026, up from more than 950 a year earlier, with more than 1,900 above $1 million and approximately 250 above $10 million; over 50% of the Fortune 500 and over 30% of the Global 2000 among them, Anthropic's revenue averaging less than 0.1% of those Fortune 500 customers' total expenses; revenue through cloud service provider marketplaces of 11% (2023), 32% (2024), 47% (2025), 44% (H1 2025) and 48% (H1 2026); $20,000M, $15,000M and $42,000M of undrawn committed note purchase agreements with Google, Amazon and an infrastructure partner; non-cancelable purchase commitments of $54,559M at 31 December 2025 rising to approximately $265.6 billion at 30 June 2026 with terms of one to 20 years, plus leases not yet commenced of approximately $50.2 billion and $321.4 billion at those dates, and named commitments of about $161.2 billion of Broadcom equipment leases, up to $120.5 billion with SpaceX.AI LLC for NVIDIA GPU compute, at least about $114.5 billion with Google, at least $110.0 billion with Amazon, up to about $44.6 billion with Nscale and at least $44.9 billion with Microsoft; a $1.5 billion Bartz copyright settlement approved by the district court in July 2026; a September 2026 Sherman Act class action alleging the frontier developers agreed to slow the pace of model improvement; a Department of War supply-chain risk designation under Section 4713 upheld 2-1 by the D.C. Circuit on 25 September 2026 with a petition for rehearing en banc pending, and June 2026 Commerce export restrictions that led Anthropic to disable Fable 5 and Mythos 5 for every customer; over 90% of contributions to its own codebase written by Claude in September 2026; one share of Class T common stock electing a majority of the board, Class A voting power capped at 49.9%, and Amazon and Google each holding more than five percent of capital stock while appearing in no row of the beneficial-ownership table, which covers voting securities only; and the statement that prior to the offering there has been no public market for the Class A common stock - Item 1A risk factors: compute, power, metrics and the absence of a public market. — 2023 to 30 September 2026 · publ. 26 October 2026 · source ↗
  4. ReportedThe filing says its monitoring "does not cover all of our internal and external deployments and may not detect subtle or diffuse forms of such behavior", and elsewhere concedes that "Using AI to help build more capable AI could also pose a considerable" risk.
    Anthropic, PBC, Form S-1 registration statement (Registration No. 333-299633), filed 26 October 2026 - revenue $41M (2023), $386M (2024), $4,585M (2025), $1,163M (H1 2025) and $16,286M (H1 2026); operating loss $(551)M, $(2,980)M, $(8,060)M, $(2,135)M and $(693)M; net loss $(1,531)M, $(8,309)M, $(41,965)M, $(12,969)M and $(80,748)M, after a change in the fair value of convertible notes, derivative liabilities and SAFEs of $(72,388)M in the first half of 2026; net loss per share $(1.42), $(5.43), $(23.04), $(7.25) and $(39.88); operating expenses in the first half of 2026 of compute and infrastructure $8,945M, personnel $3,152M, sales, marketing and partnerships $3,168M and other operating and administrative $1,714M, presented by nature with no cost-of-revenue line on the face of the statement, while Note 8 regroups the same expenses by function and gives cost of revenue of $26M, $752M, $2,773M, $1,019M and $2,380M against research and development of $422M, $2,275M, $6,338M, $1,850M and $9,741M; a Bartz settlement line of $1,500M in 2025; interest income $1,111M in the first half of 2026; revenue by geography United States $34M, $263M, $3,362M, $820M and $11,763M and International $7M, $123M, $1,223M, $343M and $4,523M; total assets $147,358M, cash and short-term investments $131,651M, accounts receivable $5,833M, convertible notes payable $108,566M, redeemable convertible preferred stock $157,510M and a total stockholders' deficit of $(127,619)M at 30 June 2026; 853,394 thousand preferred, 2,157,398 thousand Class A and 30,643 thousand Class N shares outstanding at that date; Net Revenue Retention of approximately 900 % and more than 11,900 customers above $100,000 of trailing revenue at 30 September 2026, up from more than 950 a year earlier, with more than 1,900 above $1 million and approximately 250 above $10 million; over 50% of the Fortune 500 and over 30% of the Global 2000 among them, Anthropic's revenue averaging less than 0.1% of those Fortune 500 customers' total expenses; revenue through cloud service provider marketplaces of 11% (2023), 32% (2024), 47% (2025), 44% (H1 2025) and 48% (H1 2026); $20,000M, $15,000M and $42,000M of undrawn committed note purchase agreements with Google, Amazon and an infrastructure partner; non-cancelable purchase commitments of $54,559M at 31 December 2025 rising to approximately $265.6 billion at 30 June 2026 with terms of one to 20 years, plus leases not yet commenced of approximately $50.2 billion and $321.4 billion at those dates, and named commitments of about $161.2 billion of Broadcom equipment leases, up to $120.5 billion with SpaceX.AI LLC for NVIDIA GPU compute, at least about $114.5 billion with Google, at least $110.0 billion with Amazon, up to about $44.6 billion with Nscale and at least $44.9 billion with Microsoft; a $1.5 billion Bartz copyright settlement approved by the district court in July 2026; a September 2026 Sherman Act class action alleging the frontier developers agreed to slow the pace of model improvement; a Department of War supply-chain risk designation under Section 4713 upheld 2-1 by the D.C. Circuit on 25 September 2026 with a petition for rehearing en banc pending, and June 2026 Commerce export restrictions that led Anthropic to disable Fable 5 and Mythos 5 for every customer; over 90% of contributions to its own codebase written by Claude in September 2026; one share of Class T common stock electing a majority of the board, Class A voting power capped at 49.9%, and Amazon and Google each holding more than five percent of capital stock while appearing in no row of the beneficial-ownership table, which covers voting securities only; and the statement that prior to the offering there has been no public market for the Class A common stock - Item 1A risk factors: compute, power, metrics and the absence of a public market. — 2023 to 30 September 2026 · publ. 26 October 2026 · source ↗
  5. ReportedThe filing says its monitoring "does not cover all of our internal and external deployments and may not detect subtle or diffuse forms of such behavior", and elsewhere concedes that "Using AI to help build more capable AI could also pose a considerable" risk.
    Anthropic, PBC, Form S-1 registration statement (Registration No. 333-299633), filed 26 October 2026 - revenue $41M (2023), $386M (2024), $4,585M (2025), $1,163M (H1 2025) and $16,286M (H1 2026); operating loss $(551)M, $(2,980)M, $(8,060)M, $(2,135)M and $(693)M; net loss $(1,531)M, $(8,309)M, $(41,965)M, $(12,969)M and $(80,748)M, after a change in the fair value of convertible notes, derivative liabilities and SAFEs of $(72,388)M in the first half of 2026; net loss per share $(1.42), $(5.43), $(23.04), $(7.25) and $(39.88); operating expenses in the first half of 2026 of compute and infrastructure $8,945M, personnel $3,152M, sales, marketing and partnerships $3,168M and other operating and administrative $1,714M, presented by nature with no cost-of-revenue line on the face of the statement, while Note 8 regroups the same expenses by function and gives cost of revenue of $26M, $752M, $2,773M, $1,019M and $2,380M against research and development of $422M, $2,275M, $6,338M, $1,850M and $9,741M; a Bartz settlement line of $1,500M in 2025; interest income $1,111M in the first half of 2026; revenue by geography United States $34M, $263M, $3,362M, $820M and $11,763M and International $7M, $123M, $1,223M, $343M and $4,523M; total assets $147,358M, cash and short-term investments $131,651M, accounts receivable $5,833M, convertible notes payable $108,566M, redeemable convertible preferred stock $157,510M and a total stockholders' deficit of $(127,619)M at 30 June 2026; 853,394 thousand preferred, 2,157,398 thousand Class A and 30,643 thousand Class N shares outstanding at that date; Net Revenue Retention of approximately 900 % and more than 11,900 customers above $100,000 of trailing revenue at 30 September 2026, up from more than 950 a year earlier, with more than 1,900 above $1 million and approximately 250 above $10 million; over 50% of the Fortune 500 and over 30% of the Global 2000 among them, Anthropic's revenue averaging less than 0.1% of those Fortune 500 customers' total expenses; revenue through cloud service provider marketplaces of 11% (2023), 32% (2024), 47% (2025), 44% (H1 2025) and 48% (H1 2026); $20,000M, $15,000M and $42,000M of undrawn committed note purchase agreements with Google, Amazon and an infrastructure partner; non-cancelable purchase commitments of $54,559M at 31 December 2025 rising to approximately $265.6 billion at 30 June 2026 with terms of one to 20 years, plus leases not yet commenced of approximately $50.2 billion and $321.4 billion at those dates, and named commitments of about $161.2 billion of Broadcom equipment leases, up to $120.5 billion with SpaceX.AI LLC for NVIDIA GPU compute, at least about $114.5 billion with Google, at least $110.0 billion with Amazon, up to about $44.6 billion with Nscale and at least $44.9 billion with Microsoft; a $1.5 billion Bartz copyright settlement approved by the district court in July 2026; a September 2026 Sherman Act class action alleging the frontier developers agreed to slow the pace of model improvement; a Department of War supply-chain risk designation under Section 4713 upheld 2-1 by the D.C. Circuit on 25 September 2026 with a petition for rehearing en banc pending, and June 2026 Commerce export restrictions that led Anthropic to disable Fable 5 and Mythos 5 for every customer; over 90% of contributions to its own codebase written by Claude in September 2026; one share of Class T common stock electing a majority of the board, Class A voting power capped at 49.9%, and Amazon and Google each holding more than five percent of capital stock while appearing in no row of the beneficial-ownership table, which covers voting securities only; and the statement that prior to the offering there has been no public market for the Class A common stock - the safety research, Responsible Scaling Policy and model-release sections. — 2023 to 30 September 2026 · publ. 26 October 2026 · source ↗
  6. ReportedThe same sentence that makes the moat makes the hazard: over 90% of the code is written by the product being improved.
    Anthropic, PBC, Form S-1 registration statement (Registration No. 333-299633), filed 26 October 2026 - revenue $41M (2023), $386M (2024), $4,585M (2025), $1,163M (H1 2025) and $16,286M (H1 2026); operating loss $(551)M, $(2,980)M, $(8,060)M, $(2,135)M and $(693)M; net loss $(1,531)M, $(8,309)M, $(41,965)M, $(12,969)M and $(80,748)M, after a change in the fair value of convertible notes, derivative liabilities and SAFEs of $(72,388)M in the first half of 2026; net loss per share $(1.42), $(5.43), $(23.04), $(7.25) and $(39.88); operating expenses in the first half of 2026 of compute and infrastructure $8,945M, personnel $3,152M, sales, marketing and partnerships $3,168M and other operating and administrative $1,714M, presented by nature with no cost-of-revenue line on the face of the statement, while Note 8 regroups the same expenses by function and gives cost of revenue of $26M, $752M, $2,773M, $1,019M and $2,380M against research and development of $422M, $2,275M, $6,338M, $1,850M and $9,741M; a Bartz settlement line of $1,500M in 2025; interest income $1,111M in the first half of 2026; revenue by geography United States $34M, $263M, $3,362M, $820M and $11,763M and International $7M, $123M, $1,223M, $343M and $4,523M; total assets $147,358M, cash and short-term investments $131,651M, accounts receivable $5,833M, convertible notes payable $108,566M, redeemable convertible preferred stock $157,510M and a total stockholders' deficit of $(127,619)M at 30 June 2026; 853,394 thousand preferred, 2,157,398 thousand Class A and 30,643 thousand Class N shares outstanding at that date; Net Revenue Retention of approximately 900 % and more than 11,900 customers above $100,000 of trailing revenue at 30 September 2026, up from more than 950 a year earlier, with more than 1,900 above $1 million and approximately 250 above $10 million; over 50% of the Fortune 500 and over 30% of the Global 2000 among them, Anthropic's revenue averaging less than 0.1% of those Fortune 500 customers' total expenses; revenue through cloud service provider marketplaces of 11% (2023), 32% (2024), 47% (2025), 44% (H1 2025) and 48% (H1 2026); $20,000M, $15,000M and $42,000M of undrawn committed note purchase agreements with Google, Amazon and an infrastructure partner; non-cancelable purchase commitments of $54,559M at 31 December 2025 rising to approximately $265.6 billion at 30 June 2026 with terms of one to 20 years, plus leases not yet commenced of approximately $50.2 billion and $321.4 billion at those dates, and named commitments of about $161.2 billion of Broadcom equipment leases, up to $120.5 billion with SpaceX.AI LLC for NVIDIA GPU compute, at least about $114.5 billion with Google, at least $110.0 billion with Amazon, up to about $44.6 billion with Nscale and at least $44.9 billion with Microsoft; a $1.5 billion Bartz copyright settlement approved by the district court in July 2026; a September 2026 Sherman Act class action alleging the frontier developers agreed to slow the pace of model improvement; a Department of War supply-chain risk designation under Section 4713 upheld 2-1 by the D.C. Circuit on 25 September 2026 with a petition for rehearing en banc pending, and June 2026 Commerce export restrictions that led Anthropic to disable Fable 5 and Mythos 5 for every customer; over 90% of contributions to its own codebase written by Claude in September 2026; one share of Class T common stock electing a majority of the board, Class A voting power capped at 49.9%, and Amazon and Google each holding more than five percent of capital stock while appearing in no row of the beneficial-ownership table, which covers voting securities only; and the statement that prior to the offering there has been no public market for the Class A common stock - the operating metrics and their definitions and limitations. — 2023 to 30 September 2026 · publ. 26 October 2026 · source ↗
Sources
Generated October 26, 2026