RAG · AI · Small Business
MAZWI builds custom AI retrieval tools that put your business's expertise at your fingertips — no tech team required.
MAZWI is a boutique AI consultancy. I work directly with small business owners to design, build, and deploy Retrieval-Augmented Generation (RAG) tools — AI systems that search and reason over your own documents, data, and knowledge.
Forget generic chatbots that make things up. RAG tools are grounded in your actual content — policies, products, contracts, FAQs — which means they're accurate, trustworthy, and genuinely useful from day one.
What We Build
Upload your documents — SOPs, manuals, FAQs, past proposals — and get an AI assistant that can instantly answer questions from your team or customers, grounded entirely in your content.
Replace keyword search with semantic retrieval. Surface the right contract clause, the right client note, the right product detail — in plain language, instantly. Designed for non-technical teams.
Not sure where AI fits in your business? I'll audit your existing workflows, identify high-ROI opportunities for RAG, and deliver a clear roadmap — no jargon, no fluff, just actionable direction.
How It Works
We talk through your business, your pain points, and what you're hoping AI can solve. No technical background needed on your end.
I design a tailored RAG architecture — choosing the right data sources, retrieval strategy, and AI model for your specific use case and budget.
I build, test, and refine the tool with your real data. You get a working prototype fast — then we iterate based on your feedback.
Your tool goes live and I hand you the keys — with clear documentation and optional ongoing support, so you're never left on your own.
You work directly with me — no account managers, no junior devs, no handoffs. The person who scopes your project builds it.
MAZWI tools are lean by design — no enterprise bloat, no runway-burning infrastructure. You get enterprise-grade AI at a budget that makes sense.
RAG is fundamentally different from generic AI. Every answer is grounded in your documents, which means fewer errors and outputs you can actually trust.
I price by deliverable, not by the hour. You know what you're getting and what it costs before we begin.
"For the first time, our whole team could search five years of client notes and get an instant, accurate answer. It's like having a brilliant colleague who has read every single file."
Founder, Boutique Financial Planning Firm
Ready?
Book a free 30-minute discovery call. We'll talk through your needs, explore the possibilities, and figure out if MAZWI is the right fit for you.