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Envisioning is an emerging technology research institute and advisory.

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2011 — 2026

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ResearchServicesSignalsAbout
ResearchServicesSignalsAbout

Services

Build Sessions

Build with AI. Learn what actually works.

The industry is being sold a line about what AI tools can do. Expectations are inflated, feasibility is murky, and most 'I built this in two days' stories don't survive contact with reality. Our vibe coding sessions answer the honest question instead: what works off the shelf today, what still needs real engineering, and what that means for how your team should build.

How a session works

  1. Step 1

    Scope

    We agree the format together: online or in person, a single organization or a mixed group, work projects or personal ones. Each setup has tradeoffs, and mixing often works best.

  2. Step 2

    Prepare

    We calibrate our Coding for Non-Coders guide to the group's level. Your organization arranges paid AI tool access for participants (Claude, OpenAI, Mistral, or equivalent); tool access sets the ceiling on what can be built, and we advise on which tools fit which profiles.

  3. Step 3

    Build

    Participants describe a real problem, build with AI, iterate, and see it run. Most go from idea to working prototype within hours.

  4. Step 4

    Show

    Sessions end with a show and tell. Seeing what colleagues built in the same afternoon is usually the moment expectations reset.

  5. Step 5

    Keep

    The adapted guide page stays with your team permanently. It works before, during, and after the session, and it lets you re-run the practice internally.

  6. Step 6

    Coach

    Participants who want to take a project further can follow up with short, project-focused 1:1 coaching.

Inside a session

Teams building with AI, in person and online, from public-sector groups to executive rooms.
A Build Session in progress
Participants building with AI
Hands-on work during a Build Session
A team prototyping with AI tools

What you get

A Transferable Skill

Going from idea to working thing in hours: describe a problem, build with AI, iterate, see it run. A way of working that applies to any future idea.

Honest Calibration

A clear, first-hand read on where the real limits are. What works today, what still needs an engineer, and what that means before you plan around it.

Working Prototypes

Participants leave with prototypes for real problems from their own work. The prototypes are often throwaway; the ability to make them is not.

A Reusable Guide Page

Every session is anchored by an adapted version of our public Coding for Non-Coders guide, calibrated to the group and yours to keep.

Repeatability That Compounds

The method and the guide are built to be re-run internally, spreading the value beyond the people in the room. Same principle as our intelligence work: compound, don't consume.

Optional 1:1 Coaching

A short, project-focused follow-up for participants who self-select after a session.

Why choose this approach?

Calibration, Not Hype

We don't promise a finished product or a 10x team. You leave knowing where the real limits are, so your calls about building with AI rest on what you saw, not what you were told.

The Hands-On Half

Seeing and tracking new technology is half the job. Build Sessions are the other half: people making real things with AI, not just reading about them.

Proven Across Sectors

Since 2025 we've trained hundreds of people, from complete beginners to advanced makers: public-sector teams including the City of Amsterdam, executive groups, and ticketed public sessions.

No Technical Experience Required

The sessions are designed for non-technical teams. A laptop, a browser, and access to a professional AI tool are enough.

Prototype, pilot, product

A session gets you to a working prototype. Knowing where that sits, and what it takes to reach a pilot or a shipped product, is half of what we teach.
Progression from Prototype to ProductImplementationIdeaPartsWholePrototypePilotProductWhat you canexpect toachieve on yourown with AI.

Click a stage to learn more.

Who Build Sessions is for

  • Senior teams that want to see for themselves what AI tools can actually do.
  • Innovation, research, and strategy groups that want a repeatable way to prototype ideas in hours.
  • Public-sector teams building their own AI skills in-house.
  • Mixed groups at any level of technical skill. No coding background required.

Start with the open guide

Coding for Non-Coders is the public guide behind every session: what vibe coding is, who it's for, and how to take your first steps.
Read the guide

Bring Build Sessions to your team

Tell us about your group and we'll suggest a format that fits.

Request a session

Upcoming vibe coding sessions

Public sessions we're running next, online and in person. Bring your team, or join one of these.
Aug 22, 2026
Aug 22, 2026
Coding for Non Coders

Vibe-code your first app using AI. No experience needed — just curiosity and a laptop. You will make something real by the end of the day.

Rio de Janeiro
View event
Oct 7, 2026
Oct 7, 2026
Coding For Non Coders

Workshop for vibe coding your first functional app during World Summit AI.

With Gemeente AmsterdamAmsterdam
View event
Nov 18, 2026
Nov 18, 2026
Coding for Non Coders

Master AI-assisted coding in one session. Bring your laptop and an idea — leave with a working app and the confidence to build more.

Dubai
View event

Trusted by global innovation leaders

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