AI operating partner · for established businesses and their investors
Mid-market companies are putting AI to work without the operating discipline to keep it working.
We bring the enterprise playbook, sized for you.
Led by Aaron Gani — founder, former CEO and CTOThe opening
Your next competitor could deliver with fewer people, move faster, and operate at a cost that changes what customers expect. You could be that competitor.
For established small and midsized businesses, this is a chance to change your position in the market.
You already have customers, expertise, relationships, and hard-earned knowledge of your market. You can bring decision makers together, get close to the work, and act swiftly.
Put increasingly powerful AI behind those strengths, and you can take on competitors with far greater resources.
Your customer relationships and operating knowledge reveal where change will matter.
AI can read a situation and make a judgment. Give it your business context, decide where people stay in charge, and build in the checks that earn trust.
Turn new capability into a better operation, a stronger offering, and the capacity to move again.
Your competitors can buy the same AI you can.
The first to put it to work sets the terms for everyone else.
The principle
New AI capabilities arrive every month. Annual planning cycles can’t keep up.
The businesses that benefit can see how their own operation works, spot where change will create value, and get their people and systems moving together. That takes operational clarity: shared knowledge, clear decisions, connected work, and the judgment to know what deserves to change.
AGI Future helps you build that capability while delivering practical improvements. We map how the work actually gets done, put AI where it pays off, and help your team turn each improvement into the starting point for the next.
The framework
The four layers give you operational clarity: your goals, people, processes, information, and systems working toward the same result. We start with one high-value workflow and extend from there as results come in.
Bring people, agents, and tools together with clear permissions, approvals, quality checks, monitoring, and routes for exceptions.
In the workflowRoute each case to the right specialist, keep filing deadlines visible, and bring exceptions to the person who can resolve them.
Build reusable capabilities with the people who know the work, and test them against the results your business needs.
In the workflowAssemble the evidence for an appeal, check each case for missing items, and prepare a consistent draft for specialist review.
Connect information to your priorities, policies, terminology, responsibilities, and the knowledge your teams use to make good decisions.
In the workflowApply payer policies, contract terms, appeal deadlines, and who is authorized to decide what.
Bring the relevant information from your systems and documents into reach, with clear sources and the right access.
In the workflowConnect claims, remittances, denial reasons, and supporting documents from the systems you already use.
Each result improves the shared knowledge, skills, and coordination behind the work that follows. Responsibility expands as performance earns your team’s confidence.
How we work
Start with one stage or take all four. Each delivers something your team can use and the evidence to decide the next step.
Find where AI can change the economics or capabilities of your business. Choose a valuable first move, define the result, and make an informed investment decision.
Redesign the work, connect the right information, build the tools, and prepare your team to use them. Technology and organizational change move together.
Evaluate the result in daily use. Resolve exceptions, prepare accountable owners, and establish the procedures that keep the capability dependable.
Keep the capability performing through clearly scoped monitoring, maintenance, knowledge stewardship, and improvement. Use what you learn to make the next move.
Led by a business and product leader paired with an engineering leader, working with your sponsor, process owner, and technology team.
Turnaround, quality, rework, capacity, or the economics of a new capability. We agree on them at the start and measure them in daily operation.
You retain your information and receive usable, transferable work, documented for continued operation.
Begin with a bounded assessment or advisory engagement. Each stage has an agreed scope, owners, deliverables, and acceptance criteria.
Who we work with
AI can change the economics of a portfolio company and the competitive demands it faces. We help management teams identify where cost, capacity, or the customer offering can change, make a focused investment decision, and put the capability into operation alongside their internal leaders.
Connect investment decisions to operating results.
Revenue cycle, payment integrity, and related administrative operations, where accuracy, coordination, and turnaround matter. We put AI behind that expertise with the quality and oversight the work requires.
Bring deep operating knowledge to difficult work.
Companies with high-stakes workflows, capable internal teams, and executives committed to improvement. Turn customer knowledge and operating expertise into faster delivery, greater capacity, and new products and services.
Start where the business case is strongest.
Who you’ll work with
Founder · CEO · Chief Technology Officer · Board director
Aaron Gani has spent nearly four decades putting technology to work, inside large enterprises and in companies he built and led.
He has run technology at enterprise scale as Chief Technology Officer of Humana and as a senior vice president at Centene, and he founded, scaled, and sold BehaVR, a digital therapeutics company. His career also spans Business Genetics and Wachovia / First Union.
He founded AGI Future to help established businesses find where AI changes their economics, and act on it quickly.
Your next move
Start with where you want to go, and what’s making progress difficult.