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AI Dev Squads

Build. Ship. Scale.

AI Dev Squads

Full-stack AI development teams that design, build, and deploy complete AI-powered applications, from custom LLMs and AI agents to computer vision, predictive analytics, and cloud-native infrastructure

The Challenge

Building AI-powered applications requires diverse expertise most teams don't have

Full-Stack Complexity

AI applications need frontend, backend, ML engineering, and DevOps skills rarely found in one team

Time to Market

Building AI products from scratch takes 6-18 months with traditional approaches

Production Quality

Many AI proofs of concept never make it to production-grade applications

Ongoing Maintenance

AI applications require continuous model retraining, monitoring, and feature evolution

The Solution

AI Dev Squads deliver complete AI applications from concept to production

Full-Stack Development

React/Next.js frontends, Python/Node backends, and cloud-native infrastructure, all from one team

ML Engineering & MLOps

Model development, training pipelines, A/B testing, and automated retraining for production ML systems

Product-Driven Approach

We think like a product team: user research, UX design, rapid iteration, and measurable outcomes

Cloud-Native Deployment

Kubernetes, CI/CD pipelines, monitoring, and auto-scaling for production-grade AI applications

Full Code Ownership

Complete source code, documentation, and knowledge transfer. You own everything we build

Agile Delivery

2-week sprints with demos, transparent backlog, and continuous stakeholder involvement

Custom LLM Solutions

Fine-tuned language models and AI agents trained on your domain data for intelligent document analysis, content generation, and autonomous workflow automation

Computer Vision & Predictive Analytics

Image/video analysis for quality inspection and defect detection, plus ML models for demand forecasting, risk assessment, and predictive maintenance

How It Works

Scope & Plan

Define product vision, user stories, architecture, and delivery milestones

Sprint Development

2-week agile sprints building features end-to-end with weekly demos

Launch & Iterate

Deploy to production, gather user feedback, and iterate rapidly

Handover & Support

Complete code transfer, documentation, and optional ongoing support

Freelancers/Agencies vs AI Dev Squads

AspectTraditional AgencyAI Dev Squads
AI/ML ExpertiseLimited or outsourcedCore competency
Full-Stack CoverageFrontend or backend specialistsComplete end-to-end team
MethodologyWaterfall or loose AgileProduct-driven Agile
Code OwnershipOften vendor-locked100% your code
Production ReadinessDemo qualityProduction-grade from day 1

2 weeks

Sprint Cycles

100%

Code Ownership

Production

Grade from Day 1

Frequently asked questions

What is an AI Dev Squad?

An AI Dev Squad is a hybrid development team where human engineers (35% strategy) work alongside AI coding agents (65% execution). This model delivers 88% reduction in time-to-code, 94% increase in development velocity, and 86% faster time-to-production.

How does the human-AI split work?

Human leadership handles architecture decisions, code review, quality assurance, and DevOps strategy. AI agents handle code scaffolding (75% automated), test generation (98% coverage), documentation (90% auto-generated), and 24/7 pair programming.

What is the ROI of an AI Dev Squad?

Payback period of 3-4 months, Year 1 savings of 60-70%, and 3-Year ROI of 4-6x. Development velocity doubles (35 to 68 story points per sprint) while time-to-production drops from 6 weeks to 5 days.

What technologies do AI Dev Squads support?

Specialized agents cover .NET/C# (EF Core, SignalR), Frontend (React, Components), Data & ML (Pipelines, Models), and Cloud Ops (Azure, Terraform). The knowledge engine indexes your codebase, ADRs, PR history, and standards with 97% precision.

How quickly can an AI Dev Squad be deployed?

Our 12-week implementation roadmap covers discovery (weeks 1-2), skills and knowledge base setup (weeks 3-4), agent development (weeks 5-6), pilot with 4-5 developers (weeks 7-9), and full org-wide rollout (weeks 10-12).

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