NOIRIS AI Claim my seat
Daniel Rocha, founder of NOIRIS AI and mentor of the program
Cohort 7 · entry by application

Do you want to operate AI, or keep just using it?

Quantum AI trains operators. In eight weeks you finish with a real operation running in production — plus the offer, the price and the contract to sell it again.

  • 08weeks
  • 16live sessions
  • 41hof class
  • 16artifacts
Daniel Rocha · Founder & CEO, NOIRIS AI Agents and automations in production, not in slides A method used in our own house
01The blind spot

You've already tried AI. Nothing ever reached production.

The sequence is almost always the same. And it has nothing to do with you not being smart enough.

01

You learned a tool, not an operation

A tool course expires in six months. Then the model changes, the interface changes, and you're back at the start with nothing built.

02

It worked in the example, it died in the real world

Dirty data, duplicates, rate limits, an angry customer, an API down. The tutorial only shows the pretty case — and the pretty case doesn't pay anyone.

03

You don't know what to charge

With no baseline, no scope and no contract, you bill by the hour for work the machine does in seconds. And the margin disappears.

02The turn

A real operation of yours runs through all 16 sessions.

In Week 1 you pick a real process — from your company, your job or a pilot client. In Week 2 you measure what it costs today. In Week 8 you measure again, in front of the panel.

Week 2

The Scoreboard opens

Volume, time per unit, cost per unit and rework rate. Four numbers, measured, signed.

Week 8

The Scoreboard closes

The same four numbers, measured again. The result you present is yours, not a promise of ours.

After that

You sell it again

With the baseline in hand, the next sale stops being an argument and becomes a comparison: what the process costs today against what it costs with you.

Operation in production: automation flow on the left and metrics dashboard on the right
The flowReal input, AI decision, validated output and a recorded destination — with failure handling at every node. The dashboardVolume, success rate, cost and response time. The panel the client opens and understands on their own. The alertNothing breaks in silence: when it fails, the system logs it, degrades gracefully and tells you.
03The path

What you build, week by week.

Four phases. You start by measuring what the process costs today and finish by presenting the new number, the offer and the contract.

Phase I · Weeks 1–2

Observation

See the system before touching it. Map the real process, measure the baseline and specify the task with a test and an acceptance criterion.

You leave with: map, baseline and a tested prompt
Phase II · Weeks 3–4

Superposition

Build the parts: orchestration, real integrations, an agent with tools and a knowledge base that cites its source.

You leave with: automation, agent and knowledge base running
Phase III · Weeks 5–6

Entanglement

Tie it all into a living operation: front line in front of real people, guardrails, dashboard, alerts and a documented handoff.

You leave with: an operation in production
Phase IV · Weeks 7–8

Collapse

The operation becomes a business: priced offer, pipeline in motion, model contract and Demo Day with a panel.

You leave with: offer, pipeline and contract
04The 16 sessions

Two meetings a week. One builds, the other corrects.

The concept session opens the week with guided building; the lab session is an open workbench, and nobody leaves without delivering the week's artifact.

012h

The AI Operator

The craft, the market's four roles, the arsenal and choosing the target operation.

→ Environment + target defined
023h · lab

Cartography of the operation

Map the real process and measure the four baseline numbers. Measure before you touch.

→ Map + signed baseline
032h

How the model works

Tokens, context, hallucination, latency, routing and the real cost per operation.

→ Model and cost matrix
043h · lab

Context engineering

Prompt as specification: format, constraint, acceptance criterion and test bench.

→ Prompt + 10 measured tests
053h · lab

The nervous system: n8n

Real orchestration: triggers, credentials, data between nodes, flow as code.

→ End-to-end flow v1
063h · lab

Integrations that pay the bills

WhatsApp, email, spreadsheet, CRM — and the dirty part: duplicates, malformed data and error 429.

→ Automation with real data
072h · lab

An agent is not an automation

Loop, tools, memory, cost ceiling — and when to refuse autonomy.

→ Agent with 3 tools
082h

A brain with sources

Knowledge base and RAG, with source citation and refusal behaviour.

→ A base that cites its source
093h · lab

The front line: service and sales

Conversation design, qualification, human handoff and testing with real people.

→ Front line tested with 5 people
102h

Voice and multimodal

When voice beats text, latency, consent — and document extraction.

→ Second channel live
113h · lab

Nothing breaks in silence

Failure, retry, guardrails, cost ceiling, dashboard and alert. With live fault injection.

→ Passed the break test
122h

Production and handoff

The client's credentials with the client, delivery dossier and the recurring-revenue conversation.

→ Operation in production
132h

Offer and price

Paid diagnostic, setup, retainer, scope and an honest guarantee. Sell the result, not the hour.

→ Priced offer
143h · lab

Pipeline

ICP, outreach, 45-minute diagnostic and a one-page proposal. Live prospecting.

→ 30 contacts approached
152h

Contract and risk

Ownership, SLA, data protection, AI clauses and the protocol for when the model gets it wrong.

→ Model contract ready
164h · lab

Demo Day

Live demonstration, Scoreboard closed, panel questioning and a 90-day plan.

→ Quantum Operator Seal
05What's included

You don't leave with notes. You leave with an arsenal.

Everything NOIRIS uses to get an operation on its feet, in your hands, ready to adapt to the next client.

  • 16 live sessions · 41 hoursCamera on, screen shared, recorded and available within 24h.
  • Correction of all 16 artifactsWith acceptance criteria published from Week 0 — you know what "done" means before you start.
  • n8n flow libraryExported reference flows, ready to adapt to the next client's operation.
  • Production prompt bankWith structured output schemas and a test suite — not a list of "magic prompts".
  • API cost and pricing spreadsheetFrom cost per call to contract margin: what to charge for setup and what to charge as a retainer.
  • Proposal template and model contractScope, ownership, SLA, data protection and AI clauses. For your lawyer to review before use.
  • Delivery dossier and incident protocolHow to deliver without becoming a hostage — and what to do the day the model fails in front of the client.
  • Alumni networkContinued access after the program, with people who also have an operation running.
The Operator's Arsenal: flows, templates, spreadsheets and model contract
The Operator's Arsenal
Portrait of Daniel Rocha
06Who teaches

Who is Daniel Rocha?

Founder and CEO of NOIRIS AI, an applied intelligence house that builds agents and automation for companies. Not an agency, and not generic software.

An AI strategist based in Canada, with executive education from Harvard, MIT, Stanford and Yale — and operations running in production, not in slides.

What you learn in Quantum AI is the method NOIRIS uses with its own clients. Including the part nobody publishes: dirty data, rate limits, human handoff, cost at volume and the day the model fails in front of the client.

07Guarantees

The risk is mine, not yours.

Two guarantees, both in writing. And the list of what I don't guarantee — because anyone promising revenue is selling something else.

Quantum
Operator
Exit Guarantee

14 days, 4 sessions

If by the end of Session 4 you conclude the program isn't for you, I refund you in full. No questions, no retention attempt — and you keep the artifacts you've already produced.

Operation Guarantee

Until it runs

If you deliver the 16 artifacts on time and your operation isn't running in production by the end of Week 8, I stay with you — at no extra cost — until it runs.

What is never guaranteed: revenue, number of clients, perfect accuracy of any AI system, or any result that depends on third parties.

08Formats

The program is the same. What changes is how much attention you get.

Entry is by application and a selection conversation, not by checkout — the promise depends on you having a real operation and real time.

Up to 12 seats

Quantum Cohort

  • 16 live sessions · 41h
  • Public correction of artifacts
  • Cohort channel and recordings
  • Full template arsenal
Apply
Up to 5 seats

Quantum Core

  • Everything in Cohort
  • Individual written review of every artifact
  • 4 one-to-one sessions of 45 minutes
  • Direct access to the mentor between sessions
Apply
1 seat

Quantum Private

  • Curriculum adapted to your operation
  • Full individual support
  • NOIRIS builds alongside you
  • Schedule set with the student
Talk to me
Who it's for
  • A professional who wants to become an AI operator: implement, charge and deliver
  • Someone with a real target operation — their own or a pilot client's, with guaranteed access
  • Someone with about 9h a week: 5h live on average and 3 to 5h of directed work
  • Someone comfortable with technology. No programming required
It's not for you if
  • You want to learn AI out of curiosity — the program is far too heavy for that
  • You have no real process you can access to work on
  • You expect guaranteed income at the end of eight weeks
  • You don't actually have the 9 weekly hours available
09Before you ask

The questions that always come up.

I can't program. Can I keep up?

Yes. You assemble flows, you don't write software. What's required is comfort with technology at an advanced-user level and willingness to work in configuration screens. If you've ever set up an integration between two tools, you have the base.

AI changes all the time. Won't this be obsolete?

The tool changes; the method doesn't. Mapping a process, measuring a baseline, specifying, testing, hardening against failure, pricing and contracting will hold for any model that exists three years from now. That's why Week 2 is about measurement, not about tools.

Can't I learn this free on YouTube?

You'll learn to assemble. You won't learn what only shows up with a real operation: dirty data, rate limits, human handoff, cost at volume, an incident in front of the client, and what to charge. YouTube shows the pretty case — here, Session 11 breaks your operation on purpose to see whether it survives.

What if I can't land a client?

I don't promise clients — I promise pipeline. In Session 14 you approach 30 companies inside the session, with a rehearsed diagnostic script and a proposal ready. What happens afterwards depends on you executing. Anyone expecting a guaranteed client shouldn't enroll.

How much time do I need per week?

Around 9 hours: 5 live on average — two sessions a week, of 2h to 4h each, adding up to 41h in total — and 3 to 5 of directed work on your own project. If you don't have that now, join the next cohort — the program doesn't work at half strength.

Do I need my own company?

No. You need access to a real process: from the company where you work, from your own service, or from a pilot client who has already agreed. Without an accessible target operation the program's promise can't be kept — and I'd rather say that before you pay.

How does entry work?

You apply, and we talk for 30 minutes. I want to understand which operation you'd bring, what access you have to it, and where the 9 weekly hours fit into your routine. If it doesn't make sense, I'll say so on the spot.

Cohort 7

The seat is for someone with an operation waiting.

If you have the process, the access and the hours, we'll build the rest together — over the next eight weeks.

Claim my seat

Application and selection conversation · seats limited per format

Download the full syllabus (PDF, 10 pages)