Available for remote B2B contracts globally
AI solutions for business
I wire AI into an existing product: RAG on your documents, agents that call tools with a human on the rejects, CRM / ops hooks, and a Next.js UI. 8+ years shipping software, 4,200+ Upwork hours.
What AI work can you order?
- RAG search and answers grounded in your documents and knowledge base, with sources from your own content.
- Agents that can create invoices, book appointments, or update records. Require human approval before payments or public posts.
- Connect AI to your CRM and operations so it can use current records and pass useful results into the team’s workflow.
- A Next.js workspace where operators can review AI results, handle requests, and control actions instead of working in a prompt demo.
How does an AI project start?
- 1Define the task and its risks: what problem AI should solve, which tools it may use, and which actions need human approval.
- 2Start with one data source and one action, then test them in the real workflow. A demo chatbot alone is not a finished result.
- 3Compare results before and after launch: time to first response, requests resolved, and working hours saved for the team.
Questions about AI solutions
Chatbot or agent?
A chatbot produces text. An agent takes actions. If the job is “book a slot” or “send an invoice”, it is an agent with a tool list and a human on the rejects – not a chat widget.
Do you train a model from scratch?
Almost never for an SMB first version. RAG on your corpus plus a small tool list is cheaper and safer. Training is for when retrieval is not enough – we decide that after the first loop.
Does the data leave the company?
We pick the provider and the boundary together: what is indexed, what is logged, what never goes to a third party. That list is part of the scope, not a privacy policy after launch.
Notes on how I build this
Let's discuss AI in the product
Send the job, the corpus, and what must stay behind a human confirm. I reply with the smallest version that can show a number.
Also shipping: Figma UI/UX Design, Web apps, Telegram Mini Apps, Website development