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Our results of operations may also fluctuate due to a variety of additional factors, many of which are outside of 
our control and difficult to predict, including, but not limited to:

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the  level  of  demand  for  our  models,  platform,  and  applications,  and  our  ability  to  forecast  such 
demand;

our ability to forecast required compute and to obtain additional compute as needed, and any increase 
in costs thereof;

our ability to expand usage within organizations;

our ability to attract and retain customers and increase sales of our models, platform, and applications 
to existing customers;

our  ability  to  effectively  manage  our  relationships  with  our  third-party  service  providers  and  our 
reliance on such providers for critical infrastructure and services;

the  timing  and  success  of  new  features,  integrations,  capabilities,  and  enhancements  by  us  to  our 
models, platform, and applications, or by our competitors to their products; 

the  safety  and  risk  mitigation  measures  we  implement  in  developing  and  releasing  our  models, 
including any resulting delays in model development or release, or the adoption of laws, regulations, or 
standards that affect how and when frontier AI models may be developed or released;

our ability to achieve widespread acceptance and use of our models, platform, and applications;

changes in the competitive landscape and introduction of competitive companies, models, platforms, 
and applications;

security breaches, technical difficulties, or interruptions to our models, platform, or application;

real or perceived improper or unauthorized use of, disclosure of, or access to confidential, proprietary, 
personal, or sensitive data;

pricing pressure as a result of competition or otherwise;

adverse  litigation  judgments,  other  dispute-related  settlement  payments,  or  other  litigation-related 
costs;

the number of employees hired;

the timing of the grant or vesting of equity awards to employees, directors, or consultants;

the  vesting  and  settlement  of  equity  awards,  including  any  cash  used  to  remit  taxes  on  behalf  of 
employees in connection with the settlement of RSUs and the recognition of stock-based compensation 
expense;

our ability to maintain, protect, and enhance our brand;

declines in the values of foreign currencies relative to the U.S. dollar;

changes  in,  and  continuing  uncertainty  in  relation  to,  the  legislative  or  regulatory  environment  with 
respect to our industry;

enforcement  by  government  regulators, 
designations, or consent decrees;

including 

investigations,  proceedings,  fines,  orders, 

increased legal and regulatory compliance costs in new and existing markets;

costs and timing of expenses related to the potential acquisition of businesses, talent, technologies, or 
intellectual property, including potentially significant amortization costs and possible write-downs;

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