Operating improvement, powered by practical AI
We help PE-backed companies, founder-owned businesses, and lower-middle-market operators drive measurable operating improvement using practical AI. Lower COGS and operating expense. Better working capital. Higher-throughput, higher-quality work product. Faster revenue growth.
What we deliver
We treat AI the way good operators treat any other lever: tied to a specific line on the P&L, the balance sheet, or the work itself — with a baseline going in and a measurable number coming out.
Take cost out across COGS, procurement, and operating expense — not just the back office.
Shorten cycle times where cash actually gets stuck.
For services firms and knowledge teams: produce better work, faster, with the team you already have.
Move pipeline and retention metrics with practical, measurable changes.
The problem
Owners, CEOs, and operating partners are hearing about AI from every direction — vendors, boards, LinkedIn. The pitches sound transformative. The pilots stall. The bills arrive anyway.
We approach AI the way we'd approach any operating initiative: identify the highest-leverage levers — across COGS and procurement, working capital, work product, and revenue — put a baseline on them, ship a focused change, and measure the result. AI is a tool. The point is the number.
Engagements
Scoped, fixed-fee where possible, designed to produce a decision and a measurable operating outcome — not a deck.
A focused look at the operation, anchored to COGS and input costs, procurement, working capital, work-product throughput, and revenue. We sit with the people doing the work, baseline the highest-leverage areas, and come back with a ranked set of initiatives by dollar impact, time to value, and risk.
We take one or two initiatives from the diagnostic — typically the boring, repetitive, expensive ones — and ship working change. Operator-led delivery, specialist build partners pulled in by name when a project calls for it.
For CEOs, owners, and operating partners who want a practical sounding board. Vendor reviews, build-vs-buy calls, a quick second opinion on the AI pitch that just landed. Quiet, ongoing, senior — never a junior associate.
Who we work with
We're a fit for operating businesses with real revenue, real teams, and real margin pressure — not pre-product startups and not Fortune 100 transformation offices.
Operating partners who need practical AI traction across a portfolio — value creation that lands in EBITDA and working capital, not a slide deck.
Owners who still know every line of the P&L and want practical answers, not a transformation program.
Services, distribution, light manufacturing, healthcare-adjacent, financial services back office.
Operators who want to take cost out, harden margins, and tell a credible operational story to buyers, lenders, or boards.
How it works
A process designed to surface real initiatives and ship them — not to keep consultants billable.
A working session with leadership and the people closest to the work. We're looking for repetition, rework, and waiting — the three places AI usually earns its keep.
We put numbers on the workflows: volume, hours, cost, cycle time, cash impact. No initiative goes in the roadmap without a measurable baseline.
We score by dollar impact, time to value, and risk. You get a one-page ranked roadmap tied to expense, working capital, and revenue — and the option to stop here.
If we keep going, we pick one or two initiatives and build. Off-the-shelf where it fits, custom only where it has to be. Pilot, measure, hand off.
Against the original baseline. In dollars. In days. In cycle time. If the number isn't there, we say so and adjust.
Team
Founder
Alan brings the perspective of an operator, investor, and board member to AI implementation. He has worked with founder-owned and lower-middle-market companies where the questions are practical: where are costs too high, where is cash trapped, where is growth slowing, and what can be changed quickly enough to matter.
AI Results Group is built around that lens. The focus is not reports, innovation theater, or technology for its own sake. The work is designed to identify specific operating levers, implement practical changes, and measure the result in dollars, days, margin, working capital, or throughput.
“The right question isn't 'what can AI do?' It's 'where, in this business, is repetition costing us money — and what is the fastest way to take it out?'”
AI Implementation Lead
Responsible for translating operating priorities into practical workflows, automations, and adoption plans that teams can actually use.
Data & Automation Architect
Responsible for connecting the systems, data, and AI tooling required to turn a high-value use case into a working operating process.
For PE firms, advisors & lenders
If you're an operating partner, banker, lender, or advisor working with founder-owned and lower-middle-market businesses, we're a useful resource. We run focused, scoped, senior-led engagements tied to operating outcomes — expense, working capital, work-product efficiency, and revenue — and we communicate in plain English.
Reach out to talk through a specific situation, or keep us in mind for the next time a portfolio CEO asks you the AI question.
Get in touchStart a conversation
A 30-minute call, no deck, no pitch. We'll tell you honestly whether there's a practical initiative worth running — and whether we're the right people to run it.
contact@airesultsgroup.comReplies typically within one business day.