AI Discovery & Product Strategy
Find the highest-value place to apply AI, with a real architecture and roadmap — not a slide deck.
- Opportunity mapping
- Architecture
- Roadmap
AI Product & Engineering Partner
We help companies go from idea to production — the AI, the product, and everything around it. You work directly with the people who build it, and you own what we ship.
Proof, not promises
Where you are
Most companies come to us in one of three situations. Find yours — that's where we pick up.
We have an idea.
We validate it and build an MVP you can test, demo, and raise on.
See how we help 02We need AI in our product.
Features, copilots, agents, and automation, wired into what you already run.
See how we help 03We need to scale beyond the demo.
Reliability, observability, and evals, so a prototype survives real users.
See how we helpWhat we build
Wherever you are on the path — a raw idea, a product that needs AI, or a prototype that has to survive real users — there's a stage to start at. We take it from there to shipped.
Find the highest-value place to apply AI, with a real architecture and roadmap — not a slide deck.
Get a working, shippable AI product in weeks — something real to test, demo, and raise on.
Build the complete AI-enabled product end to end — the model work and the app around it.
Add AI to your existing product and workflows — copilots, agents, knowledge systems, automation.
Take a prototype that works in the demo to something that survives real users — reliability, observability, evals.
Idea, MVP, or a prototype that has to scale — these stages are one path. See how they connect, end to end.
The path to productionThe complete product around the AI — and full web and mobile builds that don't need AI at all. Modern web apps and cross-platform mobile, shipped end to end.
AI agents·Conversational & voice AI·RAG / knowledge systems·Full-stack web·Cross-platform mobile
Why us
Software agencies can build the app but lack AI depth. AI consultancies know the models but can't ship a whole product. Cysmiq does both — so you get a complete system, not a stack of isolated pieces.
How we work
We map the problem, the constraints, and what ‘production’ has to mean — before any code.
System design, model and framework choices, and the evaluation harness, decided up front.
We ship in tight increments against real data, with evals gating every change.
You get the code, the infrastructure, and the runbook. Yours to own — no lock-in.
Selected work
Enterprise IT services — ITSM operations
Turned ~100K raw change and incident records into a production system that grounds every risk verdict in real historical failures — semantic retrieval, deterministic risk math, and an LLM agent layer working together instead of a black-box score.
Enterprise IT — IT service management
Enterprise-grade data architecture plus an AI risk-scoring layer — proof we operate at scale and handle real data engineering, not just model calls.
Capabilities
Representative of the work we take on — illustrative capabilities, not named client projects.
Agentic systems
Deflects routine tickets, escalates the ones that need a human, and gets sharper with every resolved conversation.
Knowledge systems
Answers from your company's own documents — sourced, access-controlled, and honest about what it doesn't know.
Agentic systems
Researches leads, drafts tailored outreach, and books meetings — with a human in the loop where judgment matters.
Full product
One codebase taken from idea to the App Store and Play Store, with the backend and infrastructure to run it.
From the Journal
comparison
AI studio, AI agency, or an in-house hire? Each fits a different situation. Here's a straight comparison to help you choose what to build your AI with.
explainer
An AI product & engineering partner designs, builds, and ships your AI to production — the model and the product around it — then hands it over.
comparison
A forward-deployed engineer embeds in your team to ship AI; a product & engineering partner owns the build end to end. Here's how to choose.
FAQ
Most work is a fixed-scope build with milestones, so you see working software at each step. We scope precisely up front, then ship in tight increments against real data with evals gating every change.
AI agents and automation, conversational and voice AI, RAG and knowledge systems, AI features inside an existing product, and the full-stack web and mobile apps around them — from a focused build to a complete product, end to end.
Whatever fits the problem — open agent frameworks, your existing stack, or a vendor platform when it's genuinely the right call. We choose on the merits, not on what we resell.
You do. Every engagement hands over the source, the infrastructure, and the runbooks. There's no lock-in to a Cysmiq product.
A focused production build is usually weeks, not quarters. We scope it precisely up front so the timeline is a commitment, not a guess.
We work under NDA and never name clients or expose identifying details. Anything we publish is anonymized to the point that it can't be reverse-identified.
Free AI Opportunity Assessment
30 minutes. No obligation. You leave with direction either way.