AI does the work.
Humans direct it.
Audits prove it.
AI-Directed Engineering is the discipline behind every Faction build. Senior engineers direct AI through fixed-scope modules, demo the work as it happens, and prove the result with the same 13-layer audit on a build's way in and way out. Evidence over claims, every time.
Book a callAI-Directed Engineering, defined
AIDE is not AI writing code unsupervised, and it is not engineers typing with an autocomplete. It is a production discipline with three commitments.
AI drafts. Humans commit.
AI produces the work. A senior engineer reviews, corrects, and commits it. Anything with commercial consequence gets a human approval. Always.
Three demos per module
Every 40-hour module is demoed three times as it is built. You watch working software evolve, not slide decks describing it.
Evaluation before intelligence
Test harnesses are built before the AI they test, from your real data. Nothing reaches production without passing its own suite.
Audit in. Build on the Belt. Audit out.
Every build runs the same pipeline, from a two-week finishing job to the software inside a full V2 platform build. The business-level scoping of an AIOS has its own instrument, the V2 Readiness Checklist; the software it produces still earns its way through these gates.
Production Discovery
A 13-layer scan of the codebase and operation. Every layer scored. The findings become the modular work order, delivered as a written scope.
Modular finishing
Senior engineers direct AI across every flagged layer, in fixed modules with three demos each. Criticals become P1 modules, warnings P2. The punchlist is the work order.
Exit audit
The same 13 layers, re-scanned. Entry versus exit, side by side. Nothing ships until every layer passes.
The Belt is a methodology with its own machinery. Walk the full pipeline, stage by stage, on the Conveyor Belt deep-dive.
Same method, every engagement
The methodology is not the V2 story's private property. Every service is the same discipline applied at a different scale, from a two-week finishing job to a whole platform.
The entry gate, as a product
The audit-in gate packaged on its own: 13 layers scanned, scored, and turned into a written scope. The report is the methodology teaching itself.
Vibe Code FinisherYour 80% rides the belt
Your build enters through the audit, which finds the missing 20%. Modules close the gaps, and the exit audit proves it production-grade before it ships.
PrototypeThe smallest full run
Scaffolding plus a module or two, demoed as built. The prototype exists to earn its next module, or to prove the idea shouldn't get one. Both are wins.
MVP BuildsPhases of modules, gated
The pipeline run in phases: modules with three demos each, written exit criteria per phase, and the option to stop at any gate with working software.
Full-Stack BuildsThe method at compliance grade
Same gates, heavier evidence: audit logging, isolation, and the documentation trail that enterprise procurement and partners demand.
Support ModulesThe belt as standing capacity
No retainer, no idle hours. Each fix or feature is a module with acceptance evidence, bought when needed, proven when delivered.
Hosted AI InfrastructureSovereignty, evaluation-first
The same discipline decides where your AI runs: workloads qualify for local models by measurement against cloud results, never by faith.
AIOS · The V2 buildThe whole method, platform scale
The business is scoped through AIOS Discovery, and every piece of software the build produces still earns its way through these same gates.
Every module earns the next one
- Fixed scope, fixed unit. A module is 40 hours of directed engineering with written acceptance criteria. It is the unit we scope, demo, deliver, and invoice.
- Stop at any gate. Each module ends at a decision point. Continue, pause, or stop, and everything delivered is yours: working, documented, usable.
- Scope changes without re-bids. When reality moves, the next module absorbs it. The modular model is why enterprise requirements landing mid-build don't restart the contract.
- Trust compounds. Clients routinely start with one module and grow into launch programs. Not because of a pitch, because of the demos.
"The record corrections went both ways, and the final version is better for it."Operations VP, Faction client
Where your AI runs is a strategic decision
Part of the methodology is deciding, deliberately, what intelligence you rent and what intelligence you own. We put the question on the table at scoping, not after the build.
Hosted
Frontier models and managed infrastructure. Right for most workflows, where speed matters more than custody. The platform is still yours; the model is not.
Sovereign
Open-weight models on hardware you control, trained on your own procedures and records. Right when your process is the moat and teaching it to big AI is the risk. Delivered through Hosted AI Infrastructure.
Use cases are extracted, not guessed
One day, your team, real candidates
A structured working day with your people that surfaces the workflows AI should take over first, ranked by effort and return. The same discipline drives the V2 checklist: what you run today is data, and we extract it before we build anything. The hackathon is bookable through AI Consulting & Professional Services.
The report becomes the plan
A Production Discovery doesn't just score your stack. It converts findings into a prioritized, modular build plan with file-level specificity. Clients have cleared whole finding lists themselves using the report alone. That is by design: the report teaches.
The parts we refuse to improvise
Isolated by default
Dedicated branches, hosted staging, and controlled deployment on every engagement. Work is proven in an environment built for proving before it touches production.
Core scaffolding at $0
Authentication, roles, CI/CD, test harnesses, logging, audit trails, deployment discipline. The foundation ships with the work, not as a line item.
The 13 layers, every time
One production standard from Production Discovery through exit audit: the same 13 layers, the same scoring, every product, every time.
The method is the pitch.
Book a call and we'll walk your situation through the pipeline. A written scope back in 48 hours.