Specialists for AI features

AI Feature Squads

Focused squads dedicated to building AI features in your existing product — LLM integration, RAG, agents, and intelligent automation without disrupting your core team.

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Research & discovery

AI feature requirements and success metrics
Existing product architecture for integration points
Data availability for AI feature training/retrieval
User impact and rollout strategy

Development approach

Isolated AI squad with dedicated sprint board
Feature flag rollout for AI capabilities
A/B testing framework for AI feature impact
Handoff documentation for core team maintenance

Recommended tech stack

OpenAI

LLM and embedding models.

Python

RAG pipelines and agent logic.

Node.js + TypeScript

Integration

API integration with existing product.

PostgreSQL

Database

AI feature data and logs.

Key features

Dedicated AI engineering squad
Non-disruptive integration with core product
Feature flag controlled rollout
AI feature performance monitoring

Deliverables

Shipped AI features in production
Integration documentation
AI feature monitoring dashboard
Squad handoff and training

Other application types

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