Cross-Data Concierge
Answers questions that span a business’s documents and its live numbers in a single reply — and shows you which source it used for each part.
LangGraph · pgvector · Azure · in production
Try it →Open for projects
I build AI assistants that answer them — in your own words, from your own information, at 2am. Plus the websites and apps around them. Fixed prices, published scope, and you own everything at the end.
About / The Builder
I’m Abdi. Alamir Labs is one person, and it’s the one building your project — no account manager to relay through, and no junior quietly learning on your budget.
My specialty is the unglamorous half of AI: the retrieval, the data plumbing, and the routing that decide whether an assistant is genuinely reliable or just a demo that makes things up. Most AI failures aren’t the model being stupid — they’re the system handing it the wrong information and nobody noticing.
So everything I build is designed to say “I don’t know” rather than guess. In front of your customer, a confident wrong answer costs more than no answer at all.
Independent Studio
Live Projects
Not mockups. Open any of these and use it.
Client work is credited by business type rather than name.
Answers questions that span a business’s documents and its live numbers in a single reply — and shows you which source it used for each part.
LangGraph · pgvector · Azure · in production
Try it →A market-scanning platform built end to end — data engine, analysis layer, frontend, billing. Publishes its losses alongside its wins.
FastAPI · Next.js · Postgres · 1,400+ tests
Open it →Give it a business’s web address and it returns a working assistant that already knows their hours, services, and service area. This is how your free demo gets made.
Measured across 12 real contractor sites
Get yours →A full brand and funnel build with a retrieval assistant answering from the company’s own research library.
Claude · RAG · FastAPI · Stripe
Open it →More projects are live. Keep scrolling.
Case Studies
Anyone can show you what they shipped. These are the times something looked like it was working and wasn’t — what the number turned out to be, and what I changed. Every figure here can be checked.
Prediction-market signal engine
Cross-data assistant, in production
Instant demo generator
Most builders show you the wins. The failures are the part that tells you whether anyone was actually checking.
Pricing
Fixed price, written scope, no hourly billing.
You always know what it costs before anything starts.
Launch pricing — my first ten clients
A chat assistant on your site that answers from your real information — and says “I don’t know, here’s how to reach us” instead of inventing something.
or $79/month — no setup fee, cancel anytime
Fast, mobile-first, built to get you called. No page builders, no monthly platform lock-in.
The combination almost nobody offers. Web designers can’t build the AI. AI freelancers won’t build the site.
Designed to my direction and reviewed by me before it reaches you.
Custom tools and internal software. Scoped individually — I quote these one at a time rather than pretending every app is the same size.
Hosting, updates, and keeping the assistant’s knowledge current as your business evolves.
Talk to a specialist
Tap an orb and it tells you what that service actually includes, what it costs, and what it won’t do. Every answer comes from my own written scope — none of it is generated, so none of it can invent a price.
A chat assistant on your site that answers from your real information. It reads your pages and any documents you send, and it says “I don’t know, here’s how to reach us” rather than inventing an answer.
Fast, mobile-first, built to get you called. No page builders and no monthly platform you’re locked into. You own the code and the accounts at the end.
The combination almost nobody offers. Web designers can’t build the AI, and AI freelancers won’t build the site. Bought together it’s $100 less than separately, and the assistant is trained on the site as it’s built.
Designed to my direction and reviewed by me before it reaches you. You get the source files, not just a flat image, so it can be used anywhere later.
Custom tools and internal software. I quote these one at a time rather than pretending every app is the same size — because they aren’t.
Hosting, updates, and keeping the assistant’s knowledge current as your business changes. Prices move, hours change, services get added — the assistant should know before your customer does.
Our Process
Business name, website, and what you want. That’s the whole form. No call unless you want one.
For assistants, a live demo built from your own site. Ask it anything. Try to break it. If you don’t like it, that’s the end of it and it cost you nothing.
You see the number and exactly what’s included before anything starts. No hourly drift and no surprise invoices.
Code, accounts, files, and a written guide so you can change things yourself. Nothing is held hostage.
Boundaries
A short list is worth more than a long one. If it’s here, I’ll tell you so on day one instead of finding out halfway through.
Three fields. I’ll reply with a working assistant you can open on your phone. No call, no meeting, no obligation.
I don’t guarantee rankings, leads, or sales. Before any work starts, the exact scope and billing are confirmed in writing.
I answer from Abdi’s written scope and prices — nothing here is generated, so I can’t invent a quote. Pick a question, or email hello@alamirlabs.com.