AI Strategy + Development

Ship AI products that drive real business value.

We help startups and SMBs build AI solutions that work—from MVP to production in 4-6 weeks.

Book Your AI Strategy Call

Built for Speed, Built to Last

4-6
Weeks Average Delivery
15+
AI Solutions Delivered
100%
Client Satisfaction
Python OpenAI Anthropic Claude LangChain FastAPI AWS Docker Postgres Pinecone Crew.ai Python OpenAI Anthropic Claude LangChain FastAPI AWS Docker Postgres Pinecone Crew.ai

We Turn AI Ideas Into Shipped Products

Most AI consultants deliver PDFs. Most dev shops take months. We deliver working products in weeks—because we've built the systems, launched the products, and learned what actually works.

Strategy + Execution

We don't just tell you what to build—we build it. From feasibility analysis to production deployment, we handle the full journey.

🎯

Startup-Focused

We work exclusively with startups and SMBs. That means fast timelines, lean budgets, and a focus on what moves the needle.

🛠️

Full-Stack AI

From Claude and GPT-4 to custom models, from prototypes to production infrastructure—we work across the entire AI stack.

Our Approach

We've seen both sides: the hype-driven AI projects that go nowhere, and the practical implementations that transform businesses. Our team has built production AI systems, launched products, and worked with both startups racing to market and enterprises scaling solutions.

That experience taught us what matters: clear goals, rapid iteration, and shipping working software. Not perfect—working. Not eventually—now.

Honest about AI: We'll tell you when AI isn't the answer. We'd rather have that conversation early than waste your time and money.
Built for speed: 4-6 week MVPs aren't marketing—they're our standard. We scope ruthlessly and build lean.
ROI-focused: Every feature needs a business justification. Cool tech is great, but revenue and cost savings are better.

Our Tech Stack

Python OpenAI GPT-4 Anthropic Claude LangChain LangGraph FastAPI Django React TypeScript AWS Docker PostgreSQL Pinecone Vector DBs Crew.ai

We choose tools based on what solves your problem best—not what's trending on Twitter.

How We Work With You

AI Strategy & Consulting

AI Strategy & Validation

  • Not sure if AI is right for your problem? We'll help you find out—in days, not months.
  • Technical feasibility analysis, prioritized roadmap, and architecture recommendations.
MVP Development

AI MVP Development

  • Ship a working AI product in 4-6 weeks. Perfect for fundraising, pilot customers, or market validation.
  • Full-stack development, hosted and ready to demo, with 2 weeks post-launch support.
AI Integration

AI Integration

  • Add AI capabilities to your existing product or workflow without a full rebuild.
  • Smart chatbots, document processing, content generation, and custom AI workflows.
Business Process Automation

AI-Powered Automation

  • Replace manual, repetitive work with AI that runs 24/7 and saves you hours every day.
  • Document processing, automated support, sales workflows, and intelligent data extraction.

Why Choose Otterlab?

Built by Founders, For Founders

We've been in your shoes—we know what it's like to have a tight budget, a tighter timeline, and a vision that needs to ship. That's why we focus on what moves the needle, not what looks good in a deck.

Technical Depth + Business Focus

Our team has built production AI systems and launched real products. We don't just recommend tools—we know which ones actually work and how to implement them. And we care about ROI, not just cool tech.

Speed Without Compromise

Most dev shops take 6 months. Most consultants deliver a PDF. We ship working products in weeks. How? We scope ruthlessly, build lean, and leverage the best AI tools to move fast without cutting corners.

Partnership, Not Just Service

We're not just building your product—we're invested in your success. You get direct access to our team, transparent communication, and honest advice about what will (and won't) work.

How We Can Help

AI Discovery Workshop

Not sure where to start with AI? Start here. A focused workshop + analysis to identify your best AI opportunities.

  • 90-minute discovery workshop with your team
  • Technical feasibility analysis
  • Prioritized roadmap with estimated costs
  • Architecture recommendations

Timeline: 1 week

AI MVP Development

Ship your AI product in 4-6 weeks. Perfect for fundraising, pilot customers, or validating your product idea.

  • Scoping and planning session
  • Full-stack development (backend API + frontend)
  • AI model integration and optimization
  • Hosted on scalable infrastructure
  • Documentation and codebase handoff
  • 2 weeks of post-launch support

Timeline: 4-6 weeks

Custom AI Solution

Add AI to your existing product or workflow. We'll build it to integrate seamlessly with your stack.

  • Requirements gathering and technical design
  • Custom AI development
  • Integration with your existing systems
  • Testing and optimization
  • Deployment and monitoring setup
  • Documentation and training

Timeline: 2-12 weeks depending on scope

How We Work

1

Discovery

We learn your business, define success metrics, and scope the project. No fluff—just clear goals and honest timelines.

2

Build

Fast, iterative development with weekly check-ins. You see progress in real-time, not after months of waiting.

3

Launch

Deployment, handoff, documentation, and post-launch support. Your product ships ready for real users.

Common Questions

How quickly can we start? +
Most projects can start within 1-2 weeks. We'll schedule an initial call, scope the work, and get moving fast.
Do you work with non-technical founders? +
Absolutely. We explain everything in plain English and make sure you understand what we're building and why.
What if I only have a rough idea? +
Perfect. That's exactly when you should talk to us. We'll help you refine the idea, validate feasibility, and build a clear roadmap before writing any code.
How involved do I need to be? +
We recommend weekly check-ins (30-60 minutes) to review progress and make decisions. Beyond that, we handle everything.
What happens after launch? +
All projects include 2 weeks of post-launch support to fix bugs and handle any immediate issues. After that, we offer ongoing support and maintenance packages.
What if AI isn't the right solution? +
We'll tell you. Honestly. We'd rather have that conversation early than build something that won't deliver value. That's why we start with discovery.