State of AI
Implementation
How many U.S. businesses actually use AI, who is furthest behind, and what stops the rest, built on U.S. Census Bureau figures rather than our own estimates.
Source: Business Trends and Outlook Survey (BTOS), December 14, 2025 – May 3, 2026. census.gov— U.S. Census Bureau BTOS, opens in a new tab
The adoption gap is about size
The clearest split in the Census data is not industry, it is headcount. Large firms are roughly twice as likely to use AI as the smallest ones, which is exactly the gap most of our clients are standing in.
Census publishes this as a bound, not a point estimate.
Figures as of May 3, 2026. census.gov— U.S. Census Bureau BTOS, opens in a new tab
By sector
Retail, manufacturing and wholesale trade all sit below the national rate.
Figures as of May 3, 2026. census.gov— U.S. Census Bureau BTOS, opens in a new tab
What stops implementations
What we see repeatedly in client projects. These are our own observations, not survey results, so they carry no percentages.
- Data that isn't ready
- Records live across a CRM, a spreadsheet and someone's inbox, so there is nothing clean for a model to work from.
- No defined success metric
- The goal is “use AI” rather than a named number to move, so nothing can be judged a success or a failure.
- Buying a tool instead of designing a workflow
- A subscription gets bought before anyone maps the process it is meant to replace, and the tool goes unused.
- No owner after launch
- Automations drift as the business changes and quietly stop matching how the team actually works.
“Most businesses fail because they try to ‘buy AI’ instead of ‘engineering a workflow.’ Success requires process-first thinking.”
What it costs to close the gap
This page used to publish improvement ranges, support response, admin time, lead conversion, with no study behind them. They are gone rather than dressed up.
What we can show you instead is what the components actually cost, with every figure linked to the vendor's own pricing page.
See the AI Agent Pricing IndexMethodology
- What this is
- Adoption figures published by the U.S. Census Bureau from its Business Trends and Outlook Survey (BTOS), quoted as published and dated. BTOS is a large, nationally representative survey of U.S. businesses.
- What this is not
- PxlPeak did not conduct this survey and does not run one. Nothing on this page is proprietary research, and no figure here comes from PxlPeak's own client data. The barriers section is explicitly labelled as field observation and carries no statistics.
- Citing this data
- Census figures are public domain; cite the Census Bureau directly rather than this page. census.gov— U.S. Census Bureau BTOS, opens in a new tab
Implementation Ecosystem
Go deeper into the specific tools and strategies referenced in this report.
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