McKinsey’s 2026 Global Survey on the state of AI reports that respondents most often attribute AI-driven revenue gains to marketing and sales, ahead of product development and software engineering. The share of respondents at organizations above $1 billion in revenue scaling AI agents jumped to 40 percent from 27 percent a year earlier. At smaller organizations, the figure held flat at 22 percent.

The capacity gap is the story. Roughly 66 percent of respondents said their organizations haven’t yet begun scaling AI across the enterprise, but the ones who have are concentrated at the top, and they’re pointing the technology at customer acquisition.

The supporting numbers rhyme. 39 percent report EBIT impact, 64 percent say AI is enabling innovation, and 80 percent say it’s improved their own productivity. 62 percent are at least experimenting with agents. 32 percent have declined to buy a piece of software because they could build it internally with agentic coding tools.

Smaller firms are running a different race. Constant Contact’s Q2 2026 research, covering 3,340 SMBs and 2,255 consumers, found 49 percent of consumers use social media to find new small businesses and 40 percent use search. 50 percent of AI users named saving time as the primary benefit. Consumer preference for shopping mostly at small businesses climbed to 27 percent this year from 10 percent in 2021.

“That’s a major shift because it allows even the smallest business to make decisions that were once reserved for companies with dedicated analytics teams.” said Dave Charest, director of small business success at Constant Contact.

The BCG 2026 global CMO report of 300 marketing chiefs found 42 percent still use generative AI on discrete tasks, 32 percent run agents across workflows, and about 8 percent run autonomous multi-agent campaigns. Gartner found 81 percent of marketing technology leaders are piloting or running AI agents, and 45 percent said vendor agents haven’t delivered on the pitch. Ahrefs’ Letaido launch on August 12, like Yext’s Corvo and HubSpot’s Breeze rollout, targets exactly that complaint.

That’s the opening LemonLime is built around: deciding which customer-growth work matters and delivering the finished outreach, without the owner running the workflow.

Sources