From idea to production in weeks, not months
A proven 4-phase methodology designed specifically for AI projects. We de-risk early with prototypes, validate with real users, and ship production-grade systems with full monitoring from day one.
Discovery
1-2 weeks
Prototype
2-4 weeks
Production
4-8 weeks
Optimization
Ongoing
Discover
Week 1-2
We start by deeply understanding your business, workflows, and users. This phase ensures we build the right thing before we build it right.
Key Activities
Stakeholder Interviews
We interview key stakeholders, end users, and domain experts to understand workflows, pain points, and success criteria.
Data Audit
We assess your existing data sources, quality, volume, and accessibility. This determines what AI approaches are feasible and how accurate we can be.
Opportunity Mapping
We identify the highest-impact AI opportunities and rank them by business value, technical feasibility, and implementation effort.
ROI Projection
We build a business case with projected cost savings, efficiency gains, and revenue impact based on comparable deployments.
Deliverables
Prototype
Week 2-4
Before committing to a full build, we create a working AI prototype that proves the concept with real data. This de-risks the project and builds confidence.
Key Activities
Conversation Design / Flow Design
We design the user experience - conversation flows for chatbots, search interfaces for RAG, or workflow logic for agents.
Technical Spike
We build a minimal but functional AI system using a sample of your data. This validates model selection, accuracy, and latency.
User Testing
Real users interact with the prototype. We measure accuracy, satisfaction, and identify edge cases before the full build.
Evaluation Baseline
We establish accuracy benchmarks using evaluation frameworks (RAGAS, custom rubrics) so we can measure improvement throughout the build.
Deliverables
Build & Ship
Week 4-8
Agile sprints with weekly demos, quality gates, and production-grade infrastructure. Every release is tested, traced, and monitored.
Key Activities
Sprint Development
2-week sprints with clear goals, daily standups, and weekly demos. You see working software every week and can adjust priorities in real-time.
Integration & Testing
We integrate with your existing systems (CRM, calendar, database, APIs) and run comprehensive testing including edge cases and adversarial inputs.
Guardrails & Safety
We implement content filters, topic boundaries, hallucination prevention, rate limiting, and human escalation paths.
Production Deployment
Zero-downtime deployment to your cloud infrastructure with auto-scaling, monitoring, alerting, and rollback capabilities.
Deliverables
Scale & Optimize
Ongoing
Post-launch monitoring, optimization, and continuous improvement. AI systems get better with usage data - we make sure yours does.
Key Activities
Performance Monitoring
Real-time dashboards tracking accuracy, latency, user satisfaction, and cost per interaction. Automated alerts for anomalies.
Conversation Analysis
Weekly review of conversations to identify knowledge gaps, common failure modes, and opportunities to expand capabilities.
Model Optimization
A/B testing different prompts, models, and retrieval strategies. Fine-tuning when the data justifies it. Cost optimization without sacrificing quality.
Feature Expansion
Based on usage patterns and user feedback, we add new capabilities, channels, and integrations to maximize your AI investment.
Deliverables
Principles we never compromise on
Weekly Demos, Not Monthly Surprises
You see working software every week. If something is going off track, we catch it in days, not months. No black boxes.
Measure Everything
Every AI system ships with accuracy metrics, latency tracking, and user satisfaction scoring. If we cannot measure it, we do not ship it.
Production-Grade From Day One
Even our prototypes run on real infrastructure with proper error handling. We do not build throwaway demos that need to be rebuilt for production.
Your Data, Your Infrastructure
We deploy to your cloud account. You own everything - code, data, models, and infrastructure. No vendor lock-in, no surprises.
Transparent Communication
Shared Slack channel, open backlog, weekly written updates. You always know what is shipping, what is blocked, and what is next.
Handover Ready
Every project includes documentation, runbooks, and training so your team can maintain and extend the system independently.
Ready to start discovery?
Book a free 30-minute call. We will discuss your use case, share relevant examples, and outline what discovery would look like for your specific project.
Book a Free Call