A.I. adoption among U.S. small and medium-sized business marketers climbed from 26 percent in 2023 to 87 percent by April 2026, according to Constant Contact’s Q2 2026 Small Business Now report, released June 10 and drawn from a survey of more than 5,000 owners and consumers. The trajectory is the point: near-total conversion inside a category in under three years, faster than any prior marketing-technology cycle owners have lived through.

The report frames the shift as substitution, not enthusiasm. Forty percent of owners globally say they’re strategically pivoting to A.I. and automation instead of raising marketing spend. The economic backdrop, captured in an earlier Constant Contact wave and cited in a February 2026 Forbes column by Roger Dooley, explains why: 41 percent named inflation their top concern, 68 percent still planned budget increases, and 74 percent expected to spend more time on marketing themselves. Owners are buying software because they can’t buy people or ads.

“The explosive growth of AI adoption — jumping to 87 percent in the U.S. — proves that owners are actively relying on this technology to succeed,” said Frank Vella, chief executive of Constant Contact. Read against the budget data, the sentence describes coercion as much as conviction.

Discovery has moved in parallel. Constant Contact finds 49 percent of consumers globally now use social media to find new small businesses, against 40 percent who use search engines. That flips the acquisition problem for a founder-led shop of one to four people. Being found depends on consistent output across feeds that reward volume, and the labor economics of hitting that cadence without a hire is exactly what the survey documents owners rerouting to software.

The platforms are converging on the same read. Meta is wiring its A.I. directly into small-business ad accounts, and OpenAI’s new ChatGPT ad channel rewards offer clarity that small businesses rarely have. Owners are outsourcing production, not judgment.

A done-for-you service such as LemonLime, which prepares sales and marketing work proactively and leaves approval with the owner, sits inside the same substitution the survey describes. Whether that trade produces measurable customer growth for any individual firm remains, on the current evidence, unproven. The Constant Contact report doesn’t measure per-firm revenue effects, and a Maui Economic Development Board workshop, covered by Business2Community, offered the standing caveat that A.I. tools “cannot, by themselves, lower insurance premiums, wages, taxes or rent.”

Adoption is settled. Attribution isn’t.

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