AI in UX Research Consultant

Sohvi Silius

Independent AI in UX Research Consultant, User Insights Lead @ Yousician

Vibe Coding for UX Researchers: Build a Findings Page Live

Do it with whichever AI tool you already have, using the prompting techniques you'll take with you.

Turn a research report into a page people can explore

Instead of delivering a text-based report, create a quiz, long-read-style story, or data visualization.

Find the shape that fits your findings and audience

Share it as a single HTML file, or host it as a real website when it needs to reach more people.

Share the page with stakeholders

Turn customer research into clear, powerful deliverables that drive action. 

Founder at Rex. ex-BCG, ex-Grab.

Grab

Boston Consulting Group (BCG)

Nous Group

Ruby Pryor

Ruby is the founder of Rex, a UX research and strategic design consulting firm. 

Cohort 6

Cohort 7

In this course I share everything I've learned about how to write with impact that I've learned in a 10+ year career that spanned management consulting, big tech and founding my own UX research agency. I created this course because I believe that good ideas need good communication to thrive. Writing is an essential skill for anyone who works in any organisation from the smallest agile startup all the way through to the biggest publicly listed corporate organisation. Being able to align stakeholders around your ideas, your vision, your insights, and your recommendations is an absolutely critical skill for anyone who works with customer insights. I believe that this is a skill that can be taught and can be improved. Many of us go for long stretches in our career, focusing on other more technical skills. But writing is a critical, foundational skill that can and will increase your influence inside and outside your organisation.

Transform the way you communicate your insights to stakeholders. 

Write better insights from data

 Create frameworks to present data in ways that are easy to understand

Improve the structure and storyline of your deliverables to be more compelling

Quickly communicate the key outcomes of your work to senior stakeholders

Templates that you can use to improve your written work, now

Hands on activities to practice skills and get real time feedback

UX researchers who want to present research findings in a way that is succinct, compelling and galvanizes stakeholders to take action.

Designerswho need to communicate insights with senior stakeholders or clients in ways that are crisp, compelling and memorable.

Product managers ﻿looking to bring together disparate data sources and viewpoints into a document that clarifies strategic direction.

AI lets you build fast  >>> The real risk is building the wrong thing.

15+ years Product&Marketing, 100+ MVPs 

Miro

LEGO®

Microsoft

Elena Avramenko

15+ yrs in Product & Marketing, award-winning founder, 100+ new product launches

Cohort 4

Cohort 5

Vibe-coding tools like Lovable and Claude let you go immediately from idea to prototype. What used to take weeks now takes hours. That sounds like an advantage — but it's created a new problem: vibewasting - building fast without clarity or a plan.Building the wrong thing faster just gets you to the wrong place sooner😉.Most vibe-coders skip the one step that determines whether any of it is worth it: validation. They start building the moment they have an idea — before they've talked to a single customer, before they know if the pain is real, before they know if anyone would pay.This workshop fixes that. In 2 hours you'll build a clear plan for the next 14 days — giving you much more confidence in your idea and helping you justify further investment of time and money. We'll start by writing a sharp bet on your idea, define exactly who your first customer is, and design interview questions that surface real pain. You'll also create a Lovable prompt that specs the tiniest version worth building - something you can vibe-code in an hour and put in front of real people to validate. You leave with a 14-day validation plan, ready to test before you invest weeks building the wrong thing.

Validation steps and framework to identify the best idea to invest your time to build

Have clarity on what ideas to keep and what to keep

A first-time founder or side-project builder with a business idea who wants to test it before spending weeks vibe-coding the wrong thing.

A vibe-coder who has already built something that didn't get traction and wants a structured approach before starting their next idea.

A professional or domain expert who spotted a problem in their industry and wants to validate it as a business before learning to build.

Stop vibe coding with AI. This course takes you to operator level: write the spec, direct AI, and build real products you can actually ship

UX Design Director & Career Coach

Hudson's Bay Company: HBC

BrainStation

Outwitly Inc.

Saks Fifth Avenue

Alex M. Chong

UX Design Director (HBC) · Career Coach · UX 2.0 Leader

Cohort 1

Most AI content for product designers teaches you to use the tools.This course teaches you to operate them.You'll learn how to: • Understand why vibe coding produces the wrong output and what spec-led development fixes• Build design-aware spec docs that AI can actually use• Create your own AI file system and giving agents real autonomy• Deploy complex tasks end-to-endYou leave with a real portfolio artifact — not a prototype, a deployed system — and a clearer operating position in a discipline that's reorganizing fast.It's a practical course. There's a 60–90 minute LLM primer at the start, then you're building. The philosophy is in the curriculum, not the lectures.This is for intermediate and senior designers who already know AI is happening and don't need another overview. It's for designers who want to know what to actually do next — in their work, on a Monday morning, in a role that's being redefined whether they engage or not.

The practical path from UX Technician to Strategic Operator

Build the LLM mental model that converts prompting into deliberate direction

Explore vibe coding vs. spec-led development — and name exactly why it matters

Write design-native spec docs that govern what Claude Code builds

Deploy AI agents that work inside your file system and execute complex tasks

Reposition yourself as a Strategic Operator, not an upgraded UI Technician

Product Designers who've been prompting for months and still feel like they're guessing. This course is the method.

Senior Designers and Bootcamp Graduates who know they need a direction and haven't found one that holds. This is it.

Design Leads who are steering the AI conversation for their team without feeling grounded in it themselves. This closes that gap.

Build and deploy a real-time AI agent with production-ready patterns you can reuse in your own products.

Build & Deploy AI Agents

Amazon

Prime Video

Cruise Norwegian

Zurich

Emilio Taylor

Author of Vibe Engineering | Founder, Visao + Helix | AI Systems for RevOps

First public cohort focused on building and shipping real-time AI agents using LiveKit and Supabase.

Fall 2026 Cohort

<blockquote>Most AI tutorials stop at prompts and demos.</blockquote><blockquote>But real AI systems don’t fail at prompts — they fail in execution.</blockquote><blockquote></blockquote><blockquote>Without workflow state, tool boundaries, retries, and observability, AI features break quickly in production.</blockquote><blockquote></blockquote><blockquote>In this course, you’ll build and deploy a real-time AI agent using LiveKit and Supabase — not just a demo, but a working system.</blockquote><blockquote></blockquote><blockquote>You’ll learn how to design AI as workflows, connect tools safely, stream responses in real-time, and handle failure cases like a production engineer.</blockquote><blockquote></blockquote><blockquote>By the end, you’ll have a deployed agent and a repeatable blueprint you can use in your own product.</blockquote>

Most AI tutorials stop at prompts. This one ships systems.

Build your first AI agent (end-to-end)

Design reliable AI workflows (not just prompts)

Add real-time capabilities with LiveKit

Ship production-ready AI systems

You’ll extend a real codebase, run locally, and ship features quickly without getting blocked on frontend basics.

Comfortable building React apps locally

Your agent will read and write real data. You should be comfortable working with APIs and basic database patterns.

Basic APIs + database knowledge (CRUD)

This is a code-first course. You’ll read logs, handle failures, and debug behavior to make your AI agent reliable.

Willing to write JS/TS and debug issues

<blockquote>Full-stack engineers (React/JS) who want to build real AI agents—not just prompt demos—and ship systems that actually work in production.</blockquote>

Indie builders who want to quickly build and launch an AI-powered product or agent with a real backend and scalable architecture.

<blockquote>Product engineers and engineering leads looking to establish reliable patterns for building AI agents inside real applications.</blockquote>

Agentic AI

Coding with AI

AI Workflows

Claude Code

OpenClaw

Vibe Coding

AI Evals

AI Transformation

RAG & Search

AI for PMs

AI for Engineers

AI for Designers

AI for Marketers

AI for Founders

Product Sense

Product Discovery

User Research

Prototyping

Growth

Analytics

Tech Foundations

Strategy

Influence

Leadership

Career Growth

Machine Learning

LLM Ops

Context Eng

Security

System Design

Figma

Design Systems

Visual Design

Design Strategy

Automation

Content Marketing

Demand Gen

Go-to-Market

Product Marketing

Positioning

Social Media

Brand

B2B Marketing

SEO & AEO

AI for Leaders

AI Governance

Communication

Management

People Operations

Exec Presence

Storytelling

Goal-setting

Personal Brand

Fundraising

Everyone

Operators

Data Scientists

Business Analysts

User Researchers

Customer Success

Project Managers

HR Professionals

Sales People

Lawyers

Finance

Investors

Real Estate

Educators

Creators

User researchers conducting interviews, usability studies, and customer research to inform product decisions.

Applying AI tools and techniques to professional workflows — assign alongside more specific AI topics.

Conducting user interviews, surveys, and usability studies to understand customer needs and validate decisions.

Using AI tools like Cursor, Replit, and Lovable to build and ship functional software without a traditional engineering background.

Vibe Coding for UX Researchers: Build a Findings Page Live

What you'll learn

Why this topic matters

You'll learn from

Sohvi Silius