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Small businesses budget for AI's unexpected costs and errors

Created at 6 Jul · 9:25 AM1 source↑ Market-relevant
IN SHORT

Small businesses are increasingly adopting AI for cost savings, but are now facing unexpected expenses and operational challenges. Companies are learning to budget for AI's "bad habits," such as price increases and errors, to manage its integration effectively.

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Key Numbers

58%small businesses using AI in 2025
23%small businesses using AI in 2023
$21median monthly AI cost per employee for small businesses
$11median monthly AI cost per employee across all businesses
$607average annual AI spend per worker for firms with 0-49 employees in 2025
$1,034expected annual AI spend per worker for small firms in 2026
$500monthly buffer set aside by one founder for AI costs
$1,000accidental AI spending on stock images by one founder

Who's Involved

Brandon Lind
Founder and CEO of Sparkles Homes, which uses AI for automation and cost reduction
Amy Wood
Founder and CEO of Flint Avenue Marketing, using AI assistants for various tasks
Ara Kharazian
Lead economist at Ramp, commenting on AI adoption by small firms
Chi Mac
Author of a JPMorgan Chase Institute report on AI spending
Bill Belknap
President of AEONRG, including AI costs in project overhead
Mark Gallegos
CPA observing AI cost integration into existing software
Tammy Halevy
Executive Director of Reimagine Main Street, noting small business enthusiasm for AI
Small businesses budget for AI's unexpected costs and errors

↳ Why This Matters

Small businesses are increasingly reliant on AI for cost savings and operational efficiency, but must now navigate unexpected expenses and potential disruptions. This shift highlights the need for careful budgeting, strategic implementation, and ongoing management of AI tools to ensure they remain beneficial rather than detrimental to business operations.

Key facts

  • 58% of small businesses used AI in 2025, up from 23% in 2023.
  • Small businesses are paying a median of about $21 per employee for AI services.
  • Firms with 0-49 workers spent an average of $607 per worker in 2025, expecting $1,034 in 2026.
  • Some business owners are setting aside monthly buffers for potential AI price increases.
  • AI adoption is faster among newer businesses and millennial owners.

Small businesses are increasingly turning to artificial intelligence to cut costs and maintain operations, with a significant rise in adoption observed between 2023 and 2025. However, this integration comes with unforeseen challenges, prompting businesses to budget for AI's "bad habits" such as unexpected price hikes and operational errors.

Sparkles Homes, a company that produces bedazzled products, found AI to be crucial for its survival amidst tariff-related supply chain pressures. Founder and CEO Brandon Lind stated that AI automation and reduced marketing costs were essential, allowing the company to remain in business and retain its employees. Similarly, Amy Wood, CEO of Flint Avenue Marketing, utilizes AI assistants like "Rachel" for phone calls and "Sonny" for lead tracking.

Despite the benefits, AI adoption has led to snafus. Sonny generated an obviously AI-written email that drew ridicule from a lead, while Rachel's tendency to console callers unnecessarily required intervention. Wood noted that unchecked AI implementation can amplify existing company chaos.

Economists observe that while small firms are less likely to use AI than larger counterparts, they employ it more intensely. Small businesses are spending more per employee on AI services, with projections indicating further increases. This has led some owners to treat AI costs as regular operating expenses, setting aside monthly buffers to manage potential price surges and avoid losing investment in workflows dependent on AI platforms.

CPA Mark Gallegos points out that AI costs are often inherited through existing software that has integrated new AI functions, leading to a lack of understanding about additional expenses. A notable trend is the faster adoption of AI services by businesses started after the widespread availability of tools like ChatGPT.

Enthusiastic AI adopters are seeking more use cases and automation. However, for small businesses operating on thin margins, AI integration carries risks. Lind learned this when he accidentally spent $1,000 on AI-generated stock images, leading him to implement daily spending limits and employee guides for AI usage. Wood also noted that AI receptionists require topping up tokens during high call volumes, a situation not faced with human staff, yet she remains committed to AI due to its cost-effectiveness compared to hiring multiple employees.

Frequently asked questions

According to a US Chamber of Commerce survey, 58% of small businesses used AI in 2025.

Challenges include surprise costs, awkward errors, and an uneasy reliance on software that business owners may not fully control, such as AI assistants making mistakes or price increases for AI services.

Some owners are including AI costs in their overhead, setting aside monthly buffers, or implementing daily spending limits and usage guides.

Millennial small business owners are adopting AI at the highest rate, followed by Gen Z and Gen X.

What Happens Next

01Businesses will continue to develop strategies for managing AI costs and risks.
02AI providers may adjust pricing models based on small business adoption patterns.
03Further research will likely explore the long-term impact of AI on small business profitability and employment.

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Cadence

How It Developed

Small businesses are increasingly using AI to automate processes and reduce costs.
AI adoption has led to unexpected consequences, including errors and surprise expenses.
Companies are now budgeting for AI costs as a regular operating expense.
Newer businesses are adopting AI services at a faster rate than older ones.
Business owners are implementing guardrails and spending limits on AI usage.

Sources

T1
Small businesses hired AI to save money. Now they're budgeting for its bad habits.Business Insider

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