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AI Development8 min read

Building AI MVPs: From Idea to Production in Weeks

Ship your first AI product fast. LangChain, RAG, vector DBs - we handle the complexity.

Building AI products is hard. The tooling changes weekly, hallucinations are real, and production-grade AI requires expertise that's rare to find. We've shipped 30+ AI MVPs for startups and enterprises, turning ideas into revenue-generating products in weeks, not months.

What We Build

RAG Applications

Chat with your docs, knowledge bases, and internal data using retrieval-augmented generation

AI-Powered SaaS

Full products with auth, billing, and AI features that customers pay for

Internal AI Tools

Custom GPTs, document processors, and automation tools for your team

AI Integrations

Add AI capabilities to your existing products seamlessly

Our Tech Stack

LangChain

Framework for LLM applications

OpenAI / Anthropic

GPT-4, Claude for reasoning

Pinecone / Weaviate

Vector databases for RAG

Next.js / React

Modern frontend frameworks

Python / FastAPI

Backend AI pipelines

Vercel / AWS

Production hosting

Our Development Process

01

Discovery (Week 1)

Understand your use case, define MVP scope, choose the right AI approach

02

Prototype (Week 2-3)

Build working prototype with core AI features, iterate based on feedback

03

Production (Week 4-6)

Add auth, billing, polish UI, optimize performance, deploy to production

Case Study: B2B Support AI

Client:

Enterprise SaaS

Problem:

Support team overwhelmed with 500+ tickets/day, 4-hour response time

Solution:

Built RAG chatbot trained on docs + past tickets. Auto-resolves L1 queries.

Result:

40% reduction in support tickets. Response time dropped to instant for common queries.

Ready to Build Your AI Product?

Let's turn your AI idea into a working product. Free consultation included.

Start Building

Want this built for you?

Book 30 minutes with the owner. Bring the problem — we’ll tell you straight whether it’s worth building and what it takes.

Book a CallBuilding AI MVPs: From Idea to Production in Weeks | Agent Labs