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A SOPAI working session — a team building together around laptops and a whiteboard in Ho Chi Minh City

Make AI actually stick.

SOPAI helps companies and people turn unreliable AI usage into dependable, repeatable practice — for teams and for you — and builds the custom software and AI systems you need.

Spec-driven work AI-native testing Team coordination Security & cost
First client projects delivered
Why SOPAI

Reliability and method, not hype.

The same DNA for teams and individuals: we don’t teach you to chat with an AI — we make the output trustworthy. Documented, sourced, reproducible — work you can depend on.

  • 01 Method

    Reliability through method

    We turn ad-hoc AI usage into a standard operating procedure — documented, sourced, reproducible output you can actually depend on.

  • 02 Practice

    Practitioners, not lecturers

    We're developers who ship with these tools every day. Credibility comes from practice, not slides — partner, not professor.

  • 03 Teams

    Built for teams

    Coordinating several people — and their AI agents — on the same work is the hardest, most valuable part. It's the part most others skip.

  • 04 Build

    We build, not just teach

    A full engineering pillar: we design, build and ship custom software — AI systems, agents, automation — and hand it over so you own it.

For teams · B2B

AI enablement that spreads beyond the early adopters

Your team adopted the tools — but reliable practice stayed with a handful of pioneers. We close that gap with a tailored programme built on your real work, on-site or hybrid.

The method

  1. 01

    Spec-driven work

    Writing specifications an AI can actually execute — a learned skill: context efficiency, no redundancy, agent-compatible.

  2. 02

    AI-assisted testing & quality

    The review and evaluation discipline that makes AI-written code trustworthy: human review by risk, and tiered evals on your real features. Generating tests with AI is part of the toolkit, an emerging practice we teach honestly, with humans owning the verdict.

  3. 03

    Team AI coordination

    Shared context files, prompt libraries, conventions and workflows so multiple people and their agents work coherently — without chaos.

  4. 04

    Security & review discipline

    What to send (and never send) to an AI, and review by risk level — 100% on sensitive code, spot-checks on boilerplate.

  5. 05

    Cost & automation control

    Choosing the right model for the task, managing API cost, and deciding where on the automation spectrum to sit.

For you · B2C

From chatting with AI to building for real.

Three sessions, an afternoon each: the reliability method, deliverables that hold up, then projects that run safely. You walk out of each one holding something real you made yourself.

  1. 01
    Session 1 · Reliability

    The reliability method

    Stop taking the first answer on faith. Learn to source, verify and edit the prompt, so what you make actually holds up.

    • How AI really works, and where it fails
    • Source and verify every claim
    • Edit the prompt, not the output
    • Keep your prompts, reuse them
  2. 02
    Session 2 · Craft

    Deliverables that hold up

    Write the substance once, render it many ways. Then drive a real assistant workspace with one source connected and supervised.

    • Write once, render many
    • Your own mini design system
    • Polished docs, slides, PDF and one-page sites
    • Connect a source, supervised
  3. 03
    Session 3 · Autonomy

    Projects that run, safely

    Give your AI a workspace it can find its way around, automate one task that repeats with you signing off on anything you cannot undo, and lock in one habit that lasts.

    • A workspace your assistant can navigate
    • Automate the reversible, gate the rest
    • Make one habit actually stick
Solutions · custom AI engineering

We don’t just teach it. We build it.

AI systems, agents, automation and custom tools: designed, shipped, and handed over so you own them. No lock-in.

A site a major Vietnamese manufacturer now runs 100% through AI, powered by SOPAIOS, our own AI framework, in active development.

Implementation Automation Custom tools AI agents SOPAIOS OUR AI ENGINE Implementation Automation Custom tools AI agents SOPAIOS OUR AI ENGINE
The two SOPAI founders, Michael and Ilan, working side by side at a laptop in a Ho Chi Minh City café

“We don’t drop a tool on the desk and wish you luck. We sit beside your people, learn how the work really gets done, and build the AI around it.”

SOPAI · Practitioner to practitioner

Who we are

Two brothers, one method

Michael and Ilan Linhardt — 42 Paris alumni who moved to Vietnam, saw teams get tools but not the practice to use them well, and built SOPAI to close that gap.

ML

Michael Linhardt

CEO

Business, client relationship, delivery — the company face.

IL

Ilan Linhardt

CTO

Engineering, AI architecture, methodology and internal tooling.

Let’s begin

Ready to make AI dependable?

Book a discovery session for your team, or explore the packages for yourself.

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