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Risk Factors

Investing in our Class A common stock involves a high degree of risk. You should carefully consider the risks 
and uncertainties described below, together with all of the other information in this prospectus, including the 
section titled “Management’s Discussion and Analysis of Financial Condition and Results of Operations” and 
our  consolidated  financial  statements  and  related  notes,  before  making  a  decision  to  invest  in  our  Class  A 
common  stock.  The  disclosures  in  this  section  reflect  our  beliefs  and  opinions  as  to  matters  that  could 
materially and adversely affect us in the future, and are not representations as to whether such matters have 
or have not occurred previously, except as otherwise disclosed. References to past events are provided by way 
of  example  only  and  are  not  intended  to  be  a  complete  listing  or  a  representation  as  to  their  likelihood  of 
occurring  in  the  future.  Our  business,  financial  condition,  results  of  operations,  or  prospects  could  also  be 
adversely  affected  by  risks  and  uncertainties  not  currently  known  to  us  or  that  we  currently  do  not  believe 
are  material.  If  any  of  the  risks  actually  occur,  our  business,  financial  condition,  results  of  operations,  and 
prospects  could  be  adversely  affected.  In  that  event,  the  market  price  of  our  Class  A  common  stock  could 
decline, and you could lose part or all of your investment.

Risks Related to our Business and Industry

Our success depends in large part on our ability to continue to develop the most advanced and 
capable AI models, and any failure to do so could adversely affect our business.

Our  success  depends  in  large  part  on  our  ability  to  continuously  develop,  improve,  and  deploy  the  most 
advanced, capable, and useful AI models. Achieving and maintaining this position depends on our ability to:

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advance  the  frontier  of  AI  capabilities  through  breakthrough  research,  innovative  architectures,  and 
efficient training methodologies; 

ensure our models are safe, reliable, and trustworthy while maintaining competitive performance;

secure the compute and infrastructure necessary to power and support our increasing needs;

advance  compute  efficiency  through  algorithmic  and  architectural  innovations,  including  compute 
multiplier advancements;

retain  the  continued  service  of  our  co-founders,  senior  management  team,  and  key  technical 
employees, and attract, retain, and motivate leading researchers, engineers, and technical talent in an 
intensely competitive and evolving market;

continue revenue growth and maintain access to sufficient capital, including through potential equity 
and debt financing, to make the investments we believe are necessary to support our growth trajectory;

secure  and  maintain  relationships  with  data  providers,  licensors,  and  partners  to  obtain  the  diverse, 
high-quality datasets necessary for world-class model performance;

secure and maintain relationships with cloud, ecosystem, and other partners to facilitate the diffusion 
of Claude;

build, operate, and maintain the infrastructure required to deploy frontier models cost-effectively and 
at scale;

translate model capabilities into products that meet evolving customer needs and achieve meaningful 
adoption;

allocate substantial financial resources efficiently across research, infrastructure, and operations; and

navigate  an  evolving,  uncertain,  and  at  times  divergent  global  regulatory  landscape  and  engage  with 
legislators,  regulators,  and  other  stakeholders  to  promote  the  development  of  regulatory  frameworks 
that we believe are good for society, our customers, and the long-term health of the global economy.

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