How Amplitude built an internal AI tool that the whole company’s obsessed with (and how you can too) | Wade Chambers
How I AI11 Aug 2025

How Amplitude built an internal AI tool that the whole company’s obsessed with (and how you can too) | Wade Chambers

Wade Chambers, Chief Engineering Officer at Amplitude, shares how his team built Moda—an internal AI tool that gives employees access to enterprise data across multiple systems, enabling faster product development and decision-making while fostering cross-functional collaboration.


What you’ll learn:

1. How Amplitude built a powerful internal AI tool in just 3 to 4 weeks of engineers’ spare time

2. A social engineering approach that made their AI tool go viral company-wide in just one week

3. How product managers use AI to analyze customer feedback across multiple data sources and identify key themes

4. A streamlined workflow that compresses research, PRD creation, and prototyping into a single meeting

5. Why role-swapping exercises with AI tools build empathy and cross-functional fluency across product, design, and engineering teams

6. How AI tools are helping engineering teams tackle persistent tech debt challenges more effectively

Brought to you by:

CodeRabbit—Cut code review time and bugs in half. Instantly.

Vanta—Automate compliance and simplify security

25k giveaway:

 To celebrate 25,000 YouTube followers, we’re doing a giveaway. Win a free year of my favorite AI products, including v0, Replit, Lovable, Bolt, Cursor, and, of course, ChatPRD, by leaving a rating and review on your favorite podcast app and subscribing to the podcast on YouTube. To enter: https://www.howiaipod.com/giveaway.

Where to find Wade Chambers:

LinkedIn: https://www.linkedin.com/in/wadechambers/

Amplitude: https://amplitude.com/blog/meet-the-team-wade-chambers

Where to find Claire Vo:

ChatPRD: https://www.chatprd.ai/

Website: https://clairevo.com/

LinkedIn: https://www.linkedin.com/in/clairevo/

X: https://x.com/clairevo

In this episode, we cover:

(00:00) Introduction to Wade Chambers

(02:53) The build vs. buy decision for internal AI tools

(04:55) What Moda is and how it works

(07:19) The social engineering approach to adoption

(09:17) Demo of Moda in Slack

(10:58) Data sources Moda has access to

(12:43) Analyzing customer feedback themes with Moda

(17:41) Behind the scenes: how Moda works technically

(23:24) Creating a PRD from a single customer insight

(27:30) How teams actually use AI-generated PRDs

(29:09) Impact on product development velocity

(32:37) Engineers, designers, and PMs swapping roles

(34:38) Recap of creating Moda

(36:00) Lightning round and final thoughts

Tools referenced:

• Glean: https://www.glean.com/

• ChatGPT: https://chat.openai.com/

• Cursor: https://cursor.com/

• Bolt: https://bolt.new/

• Figma: https://www.figma.com/

• Lovable: https://lovable.dev/

• v0: https://v0.dev/

Other references:

• Amplitude: https://amplitude.com/

• Slack: https://slack.com/

• Confluence: https://www.atlassian.com/software/confluence

• Jira: https://www.atlassian.com/software/jira

• Salesforce: https://www.salesforce.com/

• Zendesk: https://www.zendesk.com/

• Google Drive: https://drive.google.com/

• Productboard: https://www.productboard.com/

• Zoom: https://zoom.us/

• Asana: https://asana.com/

• Dropbox: https://www.dropbox.com/

• GitHub: https://github.com/

• HubSpot: https://www.hubspot.com/

• Abnormal Security: https://abnormalsecurity.com/

Production and marketing by https://penname.co/. For inquiries about sponsoring the podcast, email jordan@penname.co.

Episoder(65)

I built a custom Slack inbox. It was easier than you’d think. | Yash Tekriwal (Clay)

I built a custom Slack inbox. It was easier than you’d think. | Yash Tekriwal (Clay)

Yash Tekriwal is the head of education at Clay. A self-described hyper-optimizer, Yash has built multiple custom productivity applications using Perplexity Computer and OpenClaw to manage his overwhel...

8 Apr 44min

I gave Claude Code our entire codebase. Our customers noticed. | Al Chen (Galileo)

I gave Claude Code our entire codebase. Our customers noticed. | Al Chen (Galileo)

Al Chen is a field engineer at Galileo, an observability platform for AI applications, where he works on the front lines with enterprise customers asking highly technical questions. Despite never havi...

6 Apr 45min

How to turn Claude Code into your personal life operating system | Hilary Gridley

How to turn Claude Code into your personal life operating system | Hilary Gridley

Hilary Gridley is an entrepreneur, former product leader, and new mom who previously appeared on the podcast discussing AI for managers. She returns to share how she's transformed her approach to pers...

30 Mar 51min

How Stripe built “minions”—AI coding agents that ship 1,300 PRs weekly from Slack reactions | Steve Kaliski (Stripe engineer)

How Stripe built “minions”—AI coding agents that ship 1,300 PRs weekly from Slack reactions | Steve Kaliski (Stripe engineer)

Steve Kaliski is a software engineer at Stripe who has spent the past six and a half years building developer tools and payment infrastructure. He’s part of the team that created “minions”—Stripe’s in...

25 Mar 41min

How Microsoft's AI VP automates everything with Warp | Marco Casalaina

How Microsoft's AI VP automates everything with Warp | Marco Casalaina

Marco Casalaina, VP of Core AI Products and AI Futurist at Microsoft, demonstrates how he uses AI tools to automate administrative tasks that typically consume valuable time. Rather than using Warp as...

23 Mar 34min

From journalist to iOS developer: How LinkedIn’s editor builds with Claude Code | Daniel Roth

From journalist to iOS developer: How LinkedIn’s editor builds with Claude Code | Daniel Roth

Daniel Roth, editor in chief at LinkedIn, went from business writer to iOS app developer, without ever learning how to code. Using Claude Code, Daniel built and shipped multiple production-ready iOS a...

16 Mar 38min

From Figma to Claude Code and back | Gui Seiz & Alex Kern (Figma)

From Figma to Claude Code and back | Gui Seiz & Alex Kern (Figma)

Most teams are still passing static design files back and forth, and most Figma files are already out of date by the time they reach engineering. Gui Seiz (designer) and Alex Kern (engineer) from Figm...

11 Mar 40min

Mastering Midjourney: How to create consistent, beautiful brand imagery without complex prompts | Jamey Gannon

Mastering Midjourney: How to create consistent, beautiful brand imagery without complex prompts | Jamey Gannon

Jamey Gannon is an AI creative director who specializes in creating consistent, beautiful brand imagery using AI tools. In this episode, Jamey demonstrates her streamlined workflow for generating cohe...

9 Mar 49min

Populært innen Teknologi

lydartikler-fra-aftenposten
romkapsel
teknisk-sett
tomprat-med-gunnar-tjomlid
rss-impressions-2
shifter
teknologi-og-mennesker
fornybaren
nasjonal-sikkerhetsmyndighet-nsm
rss-ki-praten
smart-forklart
elektropodden
pedagogisk-intelligens
rss-alt-vi-kan
rss-ai-forklart
hans-petter-og-co
rss-for-alarmen-gar
rss-heis
energi-og-klima
rss-polypod