Offer 01
AI Features for Real Products
For founders and product teams who need AI that works on their own data.
Ship RAG assistants, document Q&A, and LLM features inside your product — not a standalone demo.
I help founders and ops leads ship AI on your data that hold up past launch.
Three offers
Ideal fit: founders and ops leads who need a working system in production — not a slide deck.
Offer 01
For founders and product teams who need AI that works on their own data.
Ship RAG assistants, document Q&A, and LLM features inside your product — not a standalone demo.
Offer 02
For operations leads and small teams drowning in manual copy-paste and spreadsheet workflows.
Replace repetitive ops work with scraping, scheduled jobs, and reliable API-to-API pipelines.
Offer 03
For teams that need a real product — clinic/ops tools, internal dashboards, client-facing apps — with clean schemas, fast APIs, and deployable Next.
Next.js + Node systems that ship: dashboards, workflows, RBAC, and APIs built for production.
Proof from production
~50%
Manual ops work cut
Automation and scraping pipelines at KumoDevs.
~40%
API latency down
Query and round-trip cuts in a production EMR.
RAG
AI in real products
Document Q&A, streaming assistants, BYOK patterns.
How engagement works
01
Tell me the problem, constraints, and deadline. No deck required — a short brief is enough.
02
We agree on outcome, boundaries, and what “done” looks like before build starts.
03
Ship working software early, then deploy and document so your team can own it.
What clients say
“I've worked with Miraz for nearly a year now. Every time we hit a wall, he was there to help — he never said no, never left something half-done, and never made excuses about what couldn't be done.”
Dip Choudhury
Owner, Digital Workplace
“Our brief changed more than once and Miraz adapted without losing momentum. The final site was polished, fast, and matched our brand exactly. Would recommend for any client-facing marketing site.”
Layla Hassan
Operations Manager, UAE events company
“We needed a RAG assistant that actually worked on our own documents, not a generic chatbot demo. Miraz got the retrieval quality right and was honest about the tradeoffs of a leaner setup versus a heavier, more expensive one.”
Imran Chowdhury
Founder, AI knowledge base startup
“I connected with Miraz through someone on my team based in Bangladesh. He's someone you can trust — on budget, on quality of work, every time. A great communicator and easy to rely on. I really appreciate his service.”
Salman
Digital Marketing Agency Owner
“Good communicator, delivered on schedule, and the animation work on our site turned out better than the brief we gave him. Would work with him again.”
Sofia Rahman
Marketing lead, agency site rebuild
“Miraz built our dashboard faster than we expected and explained the tradeoffs clearly — what was solid, what was a shortcut for now, and what to revisit later. That kind of transparency is rare.”
Daniel Okafor
Product owner, internal analytics tool
“Our old prescription workflow was slow and error-prone. The rebuild made it fast for doctors to write and print prescriptions, and Miraz was upfront about what was production-ready versus what still needed hardening — that honesty made the handoff a lot easier to trust.”
Priya Nair
Operations lead, small clinic prescription system
“We needed a full checkout flow with local payment gateway support and an AI assistant, done right and on time. Miraz handled both the product thinking and the implementation — the launch went smoothly and the codebase was easy to hand off to.”
Farhan Ahmed
Founder, online medicine e-commerce startup
“I've worked with Miraz for nearly a year now. Every time we hit a wall, he was there to help — he never said no, never left something half-done, and never made excuses about what couldn't be done.”
Dip Choudhury
Owner, Digital Workplace
“Our brief changed more than once and Miraz adapted without losing momentum. The final site was polished, fast, and matched our brand exactly. Would recommend for any client-facing marketing site.”
Layla Hassan
Operations Manager, UAE events company
“We needed a RAG assistant that actually worked on our own documents, not a generic chatbot demo. Miraz got the retrieval quality right and was honest about the tradeoffs of a leaner setup versus a heavier, more expensive one.”
Imran Chowdhury
Founder, AI knowledge base startup
“I connected with Miraz through someone on my team based in Bangladesh. He's someone you can trust — on budget, on quality of work, every time. A great communicator and easy to rely on. I really appreciate his service.”
Salman
Digital Marketing Agency Owner
“Good communicator, delivered on schedule, and the animation work on our site turned out better than the brief we gave him. Would work with him again.”
Sofia Rahman
Marketing lead, agency site rebuild
“Miraz built our dashboard faster than we expected and explained the tradeoffs clearly — what was solid, what was a shortcut for now, and what to revisit later. That kind of transparency is rare.”
Daniel Okafor
Product owner, internal analytics tool
“Our old prescription workflow was slow and error-prone. The rebuild made it fast for doctors to write and print prescriptions, and Miraz was upfront about what was production-ready versus what still needed hardening — that honesty made the handoff a lot easier to trust.”
Priya Nair
Operations lead, small clinic prescription system
“We needed a full checkout flow with local payment gateway support and an AI assistant, done right and on time. Miraz handled both the product thinking and the implementation — the launch went smoothly and the codebase was easy to hand off to.”
Farhan Ahmed
Founder, online medicine e-commerce startup
Send the problem, what you already have (docs, APIs, tools), and a rough timeline. I'll reply with scope thoughts — no discovery theater.
Book a project conversation