AI that runs your business, not a demo of what AI could do.

Kairoi builds production AI systems for privately-held mid-market companies. We start with a specific workflow, ship a running system in weeks, and measure whether it worked. No pilots. No platforms you won’t use.

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The reality

You run a real business. Lean team. Every dollar accountable.

You’ve watched the AI conversation happen around you for two years: vendors pitching platforms, consultants producing slide decks, competitors making announcements that may or may not be real.

You’re not opposed to AI. You’re opposed to wasting time on something that doesn’t ship. You’ve seen the pattern: impressive demo, six-month integration project, a system nobody uses, and a consultant who’s already moved on.

We built Kairoi for operators who can’t afford that cycle. Mid-market, privately owned or PE-backed companies, at the moment where AI curiosity has become operational urgency. Leaders with a problem worth solving, a value-creation opportunity with clear ROI, or a platform risk creating real exposure. Organizations ready to move for a focused commitment, fast delivery, and the expectation that what gets built will actually run their business.

How we work with owner-operators

Every dollar matters. So does every week.

Owner-operators treat every dollar spent as coming out of their personal wallet. Our model is built for that posture: fast business impact, low risk, and visibility into working software well before the engagement is “done.” Often we deliver working prototypes before the engagement formally commences. You see the thing before you start.

Fixed-price, fast-paced

Bounded scope up front, working software shown weekly, expectations aligned before the bill grows. Most owner-operators have been burned by long, billed-by-the-hour engagements that drift in scope. Our model takes that risk off the table.

Working prototypes before commitment

Where it makes sense, we build a working prototype during evaluation, before the engagement starts. You see the thing before you start. That alignment of expectations is the single biggest reason mid-market AI projects survive contact with reality.

Small senior teams

Not layers of analysts. Not a relay race between strategy and execution. The people who scope the work are the people who build it.

Service lines

Three service lines for mid-market operators.

Compass AI Platform

Deploy Compass AI inside your business — the Kairoi AI platform and solution accelerator. Bespoke build on the Compass platform, purpose-built for one high-value workflow. We ship a production AI system against it and prove the outcome inside the engagement. Often begins with working prototypes presented before contracts are signed, based on a focused scoping conversation and any artifacts you can share.

Typical duration: 30-100 days, scope-dependent. Weekly demos. Sprint-equivalent updates often shipped in 1-2 days.
Who's involved: The leadership team that owns the workflow being built. Small senior team on our side, not layers of analysts.

AI Risk and Opportunity Assessment

A targeted assessment of how AI is showing up in your business, and as a competitive force outside it. People, process, technology, and business impacts scored against a multi-level maturity matrix. Useful when you suspect AI is becoming a real factor and want a structured read before committing capital.

Typical duration: 30-60 days
Who's involved: Owner / CEO / COO, key management, and selected employees

Company AI Value Creation

End-to-end AI implementation across the business, integrated across functions so insights compound instead of sitting in silos. For mid-market operators where the AI agenda calls for sustained capacity: multiple workstreams, multiple production systems coming online, AI / software depth as the central ask.

Typical duration: 6-10 months, contract-based
Who's involved: Senior leader on your side; Kairoi delivery lead and engineers embedded with the team

Compass AI for mid-market

The platform we deploy and customize for owner-operators.

Custom Assistants

An AI specialist for a specific workflow, one that knows your business, works within your data, and does the thing you need done. Not a general chatbot.

Workflow Automation

Turn a manual process into a structured, repeatable AI workflow. Define the steps, conditions, and outputs. Run it consistently. Export it as a recipe.

Rich Content Creation

Generate financial models, operational reports, and board-ready documents directly from conversation. What used to require a spreadsheet expert and three days now takes a focused session.

See the full Compass AI overview →

Mid-market outcomes

Production systems. Delivered in weeks, not quarters.

Anonymized for this version. Names and logos restored as written client clearance is obtained.

From a 1-hour transcript to eight working prototypes

A technical security assessment of the legacy stack, plus eight rich working prototypes showing what AI-enabled production planning could look like, built from a transcript and stack alone, before contracts were signed. The owner-operator went from “I’m not sure AI is real for my business” to seeing a working version of the future.

Multi-location specialty food manufacturer, privately owned

Platform risk eliminated. Operations transformed

Complete platform rebuild with every vulnerability resolved by design. Conversational AI planning over sales, inventory, orders, and trends. Automated fulfillment, real-time e-commerce integration, franchise-ready architecture. The platform that was holding the business back is now powering it.

Multi-location specialty food manufacturer, privately owned

How we engage with mid-market

A working session. Not a sales call.

A focused conversation about your business, your constraints, and where AI actually makes sense for you. If the answer is “not yet” or “not this way,” we’ll say so.

Engagements are scoped in weeks, not months. We deploy small, senior teams. Every deliverable is a running system, not a report. The scope is bounded, the cost is clear, and the outcome is measurable.

We work with privately-held companies, PE-backed portcos, and owner-operators. The common thread isn’t size or industry. It’s that you’re ready to move, and you expect what gets built to actually run your business.

For your first call

— 30 minutes
— A real business problem, not a hypothetical
— We’ll tell you whether AI makes sense for you
— If it does, we’ll tell you what shipping it would take in weeks

Ready to see if this is real.

Schedule a working session. Thirty minutes. We’ll tell you whether AI makes sense for your specific situation, and what it would take to ship something in weeks.

Schedule a working session