An AI analyst for your store
Ask about revenue, conversion, products or returns in plain English and get the answer with the numbers behind it.
Turn product, order and marketing data into answers and automations, without another dashboard nobody opens.

What I build
Ask about revenue, conversion, products or returns in plain English and get the answer with the numbers behind it.
Orders, returns, stock and suppliers in one view your team actually uses, updated automatically.
A portal where trade customers see their prices and reorder in a few clicks, instead of emailing PDF order forms.
Returns, refunds, supplier reorders and alerts handled by rules, with people stepping in only where judgement is needed.
AI drafts product descriptions and SEO copy from your specs, and a person approves every word before it's published.
Millions of product and order records imported, cleaned and kept in sync, with retries and error logs.
AI, right now
Most e-commerce teams have more data than they can use: product, order, marketing and support data spread across Shopify, ad platforms and spreadsheets. The questions are simple (“what should we restock?”, “why are returns up?”); getting answers takes someone hours.
AI makes it practical to ask those questions directly, as long as the answers are grounded in your real numbers. That’s how StoreFilter works: 2.5 million records, store matching with vector search, and GPT-4 answers that show their working.
Founders ask "which products have rising returns this month?" and get an answer, instead of waiting for someone to build a report.
Descriptions, alt text and SEO copy drafted from structured product data, then reviewed by your team.
Shipping, returns and sizing questions answered from your own policies, with sources, and a hand-off to a person when needed.
Automatic alerts when returns spike, stock runs low or a best-seller suddenly stops selling.
Proof

RAG and AI chatbots
An AI analytics chat for e-commerce, built with Next.js, Claude Code, Supabase, pgvector and GPT-4. Ask about any Shopify store, get answers with charts.
Call
A 30-minute call about what you need, who it is for, and what success looks like.
Scope
A written scope: features, architecture, timeline, price range and risks.
Build
Working increments you can click through, not a big reveal at the end.
Ship
Live on your domain and hosting, with a handover so you know how it runs.
More in how I work, or see rag and ai chatbots.
Questions
If an existing app solves the problem, use it. Custom software is worth it when your workflow is specific to you, when you're paying for several apps that don't talk to each other, or when the data you need lives in more than one system.
It shouldn't, and it's built so it can't quietly. The numbers are pulled from your data first and the AI explains them, showing the inputs and the calculation, as in the StoreFilter answers.
Yes. Shopify, payment providers and marketing tools all offer APIs and exports. Which ones we connect is decided in the scope, based on where your data lives.
AI and data projects are quoted at a fixed price after a 30-minute call. Smaller jobs can run hourly at $30/hour.
A 30-minute call is enough to tell whether it fits, what the first version should include, and how long it takes.