NVIDIA's 2026 AI Report: 86% of Companies Raising Budgets

The numbers are in, and they tell a clear story

NVIDIA just published its State of AI 2026 report, and the headline finding is hard to ignore: 86% of organizations plan to increase their AI budgets this year. Only 12% expect to hold steady. Just 2% plan to cut back.

For small business owners still weighing whether to invest in AI, this report is a signal worth paying attention to. The companies around you — including your competitors — are spending more, not less, on AI tools and infrastructure. And small businesses in particular are finding ways to do it affordably.

The key numbers from NVIDIA’s report

The survey covers organizations across industries and sizes. Here are the findings that matter most for small businesses:

AI spending is accelerating. Forty percent of respondents expect budget increases of 10% or more. In North America, that figure jumps to 48%. This is not experimental tinkering — companies are making serious, sustained investments.

Most companies are already deploying AI. Sixty-four percent of organizations actively use AI in day-to-day operations. Another 28% are in the assessment phase. Only 8% have no AI plans at all. If you are in that last group, you are in a shrinking minority.

AI is generating real revenue. Eighty-eight percent of respondents say AI increased their annual revenue. Thirty percent reported gains exceeding 10%. For a small business doing $500,000 a year, that is $50,000 in additional revenue from AI-driven improvements.

Costs are coming down too. Eighty-seven percent reported AI helped reduce annual costs. Retail and consumer goods led the pack, with 37% of businesses in that sector cutting costs by more than 10%.

The top workloads are practical, not flashy. Data analytics (62%) and generative AI (61%) lead as the most common AI applications. These are not speculative moonshots. They are tools for understanding your customers better and creating content faster.

Why small businesses are betting on open source AI

One of the most interesting findings in the report is the split between large and small companies on open source AI.

Overall, 85% of respondents consider open source AI at least moderately important. But 58% of small companies rate open source as a high priority — significantly more than their larger counterparts.

The reason is straightforward: open source AI eliminates licensing fees. A small restaurant or contracting business does not need to pay enterprise software prices to get AI capabilities. Tools built on open source models like Llama, Mistral, and DeepSeek can run on affordable infrastructure or through low-cost API providers.

This is the same approach we take at Appalach.AI. Our AI infrastructure services are built on the principle that small businesses should not pay enterprise prices for enterprise-grade AI. Open source makes that possible.

The talent gap is worth noting too. Thirty-eight percent of organizations cite a shortage of AI experts as a major challenge. For small businesses without dedicated IT staff, that means working with platforms and services that handle the technical complexity for you — not trying to hire a machine learning engineer.

How falling costs are changing the adoption equation

The cost barrier that kept small businesses out of AI two years ago is eroding fast.

NVIDIA’s report shows the demand side — 86% raising budgets — but the supply side matters just as much. Global AI infrastructure spending is projected to exceed $300 billion in 2026, and every dollar of that investment builds capacity that eventually drives down per-unit costs for everyone.

Here is what that looks like in practice:

• API pricing has dropped 70-90% since early 2024 for most major language models
• Open source models now match proprietary ones on most small business tasks
• Managed AI platforms have simplified deployment so you do not need a data science team

If you evaluated AI tools a year ago and decided they were too expensive or too complicated, the math has changed. A small business can now build a functional AI stack for under $300 per month covering customer service, content creation, and basic analytics.

The 30% of respondents who still question AI’s ROI are mostly struggling with measurement, not results. If you start with a specific, measurable goal — say, reducing missed calls or automating review responses — the ROI becomes clear within 30 days.

What to do with this information today

You do not need to match enterprise budgets to benefit from the trends in this report. Here is what makes sense for a small business right now:

1. Audit your biggest time sinks. The report shows data analytics and generative AI as the top use cases. For a small business, that translates to customer communication, content creation, and scheduling. Identify where you lose the most hours each week.

2. Start with one tool, not a platform. The 28% of companies still in the assessment phase often stall because they try to do everything at once. Pick one pain point and solve it. An AI answering service for missed calls. An AI employee for review management. One tool, one problem.

3. Favor open source and flexible pricing. Follow the lead of the 58% of small companies prioritizing open source. Look for AI tools that charge by usage, not by seat. Avoid long-term contracts until you have validated the value.

4. Talk to someone who has done it. The talent shortage is real, but you do not need to hire. Work with a consulting partner who understands both the technology and the realities of running a small business in a smaller market.

The bottom line

NVIDIA’s report confirms what we see every day working with small businesses across Appalachia: AI adoption is no longer a question of “if” but “how fast.” The companies seeing the strongest results started with focused, affordable tools and expanded from there.

The 86% raising budgets includes businesses of every size. You do not need a massive investment to join them — you need a clear problem, the right tool, and the willingness to start.

Explore our AI solutions for small businesses to find the right starting point for your business.