Michmer is an AI product studio and outsourcing partner. We design, build and operate AI systems in production — data pipelines, LLM automation and full products. Everything we sell, we run ourselves on CareerPilot and PersonalPilot.
Both run on infrastructure we built and maintain — crawling, enrichment, LLM extraction and a live front end. This is the stack we bring to client work.
Career intelligence for job seekers. Track. Learn. Stay Ahead. — a timeline of what's actually happening in the market, not another job board.
An AI research companion. Pick what you want to track — and the timeline and map reshape themselves around it, populated by continuous AI research.
Take a slice or the whole thing. We work as your AI team — from the first prototype to the system that runs at 3am without you.
Whole products, not demos. Architecture, backend, front end, payments, auth and the deployment that keeps it up — the way we built our own two.
Collection at scale that doesn't fall over. Crawlers, dedup, enrichment, scheduling, monitoring and recovery — clean structured data landing where you need it.
LLMs inside real workflows: extraction, classification, summarisation, RAG and agents. Self-hosted or API — chosen on cost and latency, not hype.
No layers, no handoffs. You talk to the people writing the code.
A call, then a written scope with what's in, what's out, and what it costs. No surprises later.
Something running early, on real data. We'd rather show you than describe it.
Iterative delivery with your feedback in the loop, not a big reveal at the end.
Deployed, monitored and maintained — or handed over clean with docs. Your call.
CareerPilot and PersonalPilot aren't case studies from a deck — they're live products we keep running every day. The same discipline goes into your build.
Every technique we recommend is one we already run in production, at our own cost.
We run self-hosted models where they win and APIs where they don't. Your bill is a design constraint.
We stay on through deployment and monitoring. Shipping isn't where our job ends.
Engineering out of India, working across time zones — a real cost advantage without the agency overhead.
Send a few lines about the problem. You'll get a real reply from an engineer, not a sales sequence.
hello@michmer.inConsulting · Outsourcing · Dedicated AI engineering