How We Work
Two paths to AI-optimized development. Whether you have an idea or a running project, we meet you where you are. Every phase delivers standalone value — no obligation to continue.
Standalone Value at Every Phase
No Lock-In. No Strings Attached.
Every phase of our engagement produces deliverables you own outright. You can pause, stop, or continue at any point — each phase stands on its own. When you're ready to go further, the next phase picks up exactly where you left off.
Path A
New Development
Building a new product from the ground up
Phase 1: Product Definition
Weekly Retainer1–4 weeks
Transform high-level ideas into specific, actionable requirements. We work closely with stakeholders to define exactly what gets built — and how AI will accelerate the build.
Deliverables
- Product requirements document (PRD)
- UI/UX wireframes and design guidelines
- Data sources and integration map
- Technology stack recommendation
- Project scope and milestone plan
Phase 2: New Development
Fixed PriceMilestone-driven
Build the product with an AI-optimized pipeline from day one. Every line of code benefits from automated agent workflows, structured documentation, and CI/CD designed for AI collaboration.
Deliverables
- AI-ready CI/CD pipeline
- Agent rules and prompt configuration
- Specification-Driven Development (SDD) framework
- Production-ready application per agreed requirements
- Full source code and documentation
Phase 3: Dedicated Team
Monthly RetainerOngoing
A flexible, always-on team that scales with your needs — from a PM + Architect core to a full cross-functional unit with multiple developers.
Deliverables
- Dedicated PM + Architect core team
- Scalable cross-functional unit
- Continuous feature delivery and maintenance
Path B
Existing Project
Transforming a running project with AI workflows
Phase 1: AI-Ready Gap Analysis
Weekly Retainer1–3 weeks
A thorough assessment of your current codebase, CI/CD pipeline, and workflows. We identify what's blocking AI adoption and map the fastest path to an AI-optimized development process.
Deliverables
- AI Readiness Scorecard
- Pipeline and workflow audit report
- Prioritized transformation roadmap
- ROI projections and cost-benefit analysis
- Quick-win recommendations
Phase 2: Transformation Sprint
Fixed Price1–3 months per product unit
Hands-on implementation of the transformation roadmap. We redesign your pipeline, configure AI agent workflows, and train your team to work with AI-assisted development every day.
Deliverables
- CI/CD pipeline redesign for AI workflows
- Agent rules and prompt configuration
- SDD framework implementation
- Developer training and adoption program
- Efficiency metrics and progress reporting
Phase 3: Adoption Tracking Pod
Monthly RetainerOngoing
Tracking how your team adopts the AI-powered transformation. We measure real output and give decision-makers the visibility they need to maximize ROI on the transformation investment.
Deliverables
- Daily per-developer follow-up for decision-makers
- Feature delivery speed and software quality metrics
- Parallel requirement throughput tracking
- Top adopter identification and support flagging
- Internal and anonymous cross-company benchmarking
Not sure where your team stands? Find out in under 2 minutes.
Take AI Readiness Assessment Explore all services and pathsPath C
Vibe-to-Production
You built a prototype with AI tools — we make it production-ready
Phase 1: Gap Analysis
Weekly RetainerFull audit of your product and infrastructure — missing features, UX gaps, data model, CI/CD, tests, monitoring. You get a prioritized roadmap of everything that needs to happen.
Deliverables
- Product audit (features, UX, data model)
- Infrastructure audit (CI/CD, tests, monitoring)
- Prioritized transformation roadmap
Phase 2: Transformation Sprint
Fixed PriceProduct transformation, pipeline setup, and team training so you can keep vibe coding and ship on your own. 2–4 weeks.
Deliverables
- Product transformation (missing features, UX fixes)
- Vibe-to-production process setup
- Product owner training to ship on your own
Phase 3: Production Pod
Monthly RetainerOngoing
We train your team to keep vibe coding. The pod helps craft requirements, overcome blockers, and ships features on demand.
Deliverables
- Team training on vibe coding best practices
- Requirement crafting and blocker resolution
- On-demand feature delivery
Your Dedicated Team
Your Always-On AI Team
The team can be as large or as small as your project requires — from a single developer to a full cross-functional unit. Below are the core roles and the three pillars of value they deliver.
Dedicated Developer
Full-time
Ships features from your backlog, runs code reviews, and pair-programs with your team to transfer the AI-assisted methodology.
Solutions Architect
20–32 hrs/month
Maintains and evolves the AI pipeline, agent rules, and prompt configurations. Delivers monthly efficiency reports and quarterly strategic reviews.
Project Manager
20–32 hrs/month
Manages requirements, backlog prioritization, and tracks team performance and delivery velocity.
Pipeline Audit & AI Management
Continuous tooling updates, agent rule refinement, monthly efficiency reports, quarterly strategic reviews.
Feature Delivery
Production-ready features from your backlog using AI-optimized workflows.
Team Enablement
Pair programming, hands-on coaching, and knowledge transfer. Your team grows self-sufficient over time.
Built Different
Why This Model Works
Our engagement model is designed to reduce risk, maximize value, and keep you in control at every step.
Standalone Value
Every phase produces deliverables you own. A Product Definition or Gap Analysis is valuable on its own, even if you never engage for the next phase.
No Lock-In
You decide when to continue, pause, or stop. No long-term contracts required. We earn the next phase by delivering results in the current one.
AI-Optimized From Day One
Every engagement starts with AI workflows baked in — not bolted on later. Your codebase, pipeline, and team processes are built for AI collaboration from the start.
Team Enablement
We don't just build — we teach. Through pair programming, coaching, and knowledge transfer, your team grows self-sufficient with AI-assisted development.
Ready to Get Started?
Choose your path and let's build something great together. Every engagement starts with a conversation.