AI Pulse · Business Models & Winners
The play
Package services into paid discovery, fixed implementation, and recurring optimization retainers, with scope and success metrics defined upfront.
A clear pricing pattern is taking hold among AI implementation agencies. The work starts with a discovery engagement, typically $1,500 to $3,000, where the agency maps processes, priorities and feasible use cases. That leads into an implementation project, usually priced from $5,000 to $25,000. Once the systems are live, the relationship shifts to an ongoing retainer of roughly $1,000 to $5,000 a month.
For an owner, that structure makes sense because AI work is rarely a one-off software install. Someone needs to monitor what’s working, improve workflows, manage tools and keep finding practical uses across the business. The reported margin profile is also telling. AI-ops agencies are running at 60% to 80% gross margins, compared with roughly 13% net margins for legacy digital agencies in 2025. That doesn’t mean every AI agency will be highly profitable, but it does explain why more firms are moving this way.
The reported share of AI-ops agencies leading with a retainer has risen from 64% in 2023 to 78%. That is a signal that the market is treating AI as an ongoing operating capability, not a project you complete and forget. If you’re buying this kind of support, be clear about what the monthly fee covers, what outcomes are expected and who owns the workflows when the engagement ends.
This is the kind of thing we build into an AI command centre, with discovery, implementation and ongoing improvement treated as connected parts of the work.
Free Resource
Put what you just read to work
The free 32-page Working With Claude guide: the full ecosystem, Claude Code, and how to roll it out across a business.
Your guide is ready
Check your downloads folder. If it did not open automatically, use the button below.
Download the GuideWant this working inside your business?
See what's possibleFree daily email
Get this every morning.
This brief is one item from today's AI Pulse, the short daily read we run for ourselves on what is actually happening in AI. Subscribe free and it lands in your inbox each morning.
Free daily email
Subscribe to the daily AI Pulse
One short read every morning on what is actually happening in AI. Free.
You are in
Your first AI Pulse lands tomorrow morning. Keep an eye on your inbox.