Your business is V1.
We build your V2.
Everything your company has learned is the prototype. We rebuild your operation as an AI-native business, module by module, while V1 keeps running. When V2 is proven, you move over. Not a day before.
A conversation first. A written scope within 48 hours of it.
The shape of Faction
Methodology
AI-directed, human-led engineering. Every engagement enters through an audit, moves down the Conveyor Belt, and exits through an audit. Evidence over claims at every stage.
AIOS
The flagship engagement. Your whole operation rebuilt as an AI-native platform: agents inside every workflow, clean data underneath, your people approving what matters.
AIDE
The services that get you there at any size: Production Discovery, finishing work, prototypes, MVP and full-stack builds, support modules, and hosted AI infrastructure.
Bolting AI onto old software is a new engine in a rusted car. A chatbot is not a strategy.
Incremental AI
- AI features added to workflows designed years ago
- Built for the average customer of your software vendor
- Old data structures with AI stacked on top
- Rented tools, rising per-seat rent, no asset at the end
- Incremental effort, incremental results
The V2 company
- Workflows redesigned around what AI does well
- Data captured cleanly, by design, from day one
- AI agents inside every process, people approving what matters
- Your workflows, your data, your source code. An asset
- Built alongside V1, typically four to eight months
Stop patching. Start building your V2.
Audit in. Build on the Belt. Audit out.
Nothing enters production on a promise. Work arrives through a Production Discovery, moves down the Conveyor Belt in fixed 40-hour modules with a demo cadence, and leaves through an exit audit that proves what was built.
Production Discovery
A 13-layer scan of your codebase. The report teaches, and it ends in a written scope.
Modular delivery
Fixed-scope modules, demoed as built, accepted on evidence. Stop at any gate. Every module earns the next.
Exit audit
The same 13 layers, run again. What changed is measured, documented, and handed to you.
The full method, including the delivery pipeline and our engineering best practices, lives on the Methodology deep-dive.
One platform. Your whole operation. AI-native from the foundation up.
AIOS is the V2 engagement: your business rebuilt as a single AI-native platform instead of a patchwork of rented tools. Scoped to your size, built in modules over four to eight months, and running alongside V1 until it is proven.
- Domain services modeled to your business, not to your software vendor's average customer.
- AI agents inside every workflow, with structured data by default and evaluation loops on everything.
- A human approving anything that matters, enforced by the platform, not by policy.
- Owned by your business. Your workflows, your data, your source code.
A request arrives carrying twelve specific criteria. Staff search seven divisions by hand, and can still miss the right answer, because nothing in the current setup can hold all twelve at once. An hour of work that should take ten minutes.
Thousands a month going to a decades-old tool nobody chose, because leaving it was never made real. V2 makes the exit path real.
Enter anywhere. The method is the same.
Whether you built it yourself, bought it, or haven't started, there is a service lane that meets you where the work is.
Production Discovery
The 13-layer scan of your app with a written scope back in 24 hours. The gateway to the engineering services.
Vibe Code Finisher
You built it with AI. We make it production-grade: security, tests, CI, and launch.
Prototype
A working prototype in days, built on our scaffolding, ready to earn its next module.
MVP Builds
Feature-complete MVPs in weeks, delivered module by module with a demo cadence.
Full-Stack Builds
Production platforms at compliance grade, from multi-tenant isolation to audit logging.
Hosted AI Infrastructure
Your models on hardware you control, sized and priced to your workload.
Olakai
AI monitoring and governance for wealth management, with a live demo you can run now.
Consulting & Professional Services
Assessments, the one-day hackathon, fractional leadership, and governance lanes.
Hosted or sovereign. Your call, made deliberately.
Some operations run well on big AI providers. Some can't afford to teach a frontier model their craft. We build for both, and we tell you plainly which one you are.
Hosted
Frontier models, managed infrastructure, fastest path to working AI. The platform is still yours; the intelligence is rented. For most workflows, that trade is fine.
Sovereign
Open-weight models on hardware you control, trained on your own procedures, contracts, and records. Nothing leaves. Your estimating logic stays your estimating logic.
Hosted AI Infrastructure →Evidence over claims
"The early modules were about learning how we work together, and Module 3 is the foundation the rest of the company gets built on."Operations VP, Faction client
Vulnerable dependencies at baseline versus delivery on a recent client module. 54 of 54 acceptance tests passed.
A client web app taken from 1 critical and 13 high vulnerabilities to zero of each, with a CI pipeline that actually runs.
Active engagements across three continents, every one delivered module by module with acceptance evidence.
Scaffolding you don't pay for. Support you don't rent.
Core scaffolding, included
- Authentication, roles, and permissions
- CI/CD pipelines and branch protection
- Test harnesses and evaluation loops
- Logging, monitoring, and audit trails
- Deployment and rollback discipline
- Documentation that survives handoff
The foundation every build stands on. It ships with the work, not as a line item.
Support without the retainer
- Fixed-scope support modules, bought when needed
- No monthly minimums, no idle hours billed
- Every module scoped, demoed, and accepted
- Stop at any gate, keep everything delivered
- Your repo, your infrastructure, your keys
Pricing lives in context on each service page, after the work is clear.
The whole curriculum is free at mattmurphy.ai
Every course, every exam, the community, and the DIY kits. Free for everyone. Learn AI-directed engineering the way our own engineers do, build on your own, and bring us in when you want the belt behind you.
Somebody in your industry will rebuild first.
Book a call and tell us how your business actually runs. Or start smaller: a $200 Production Discovery turns your codebase into a written plan.
A written scope back in 48 hours.