LaunchPod: AI Agents Fail for 2 Reasons. Crowdsourcing Solved Both.
LaunchPod: AI Agents Fail for 2 Reasons. Crowdsourcing Solved Both.
18
views
According to SVP Julia Dalton, managing humans at scale and managing AI agents have a lot more in common than most people realize.
May 6, 2026 ⋅ 48 sec read LaunchPod: AI Agents Fail for 2 Reasons. Crowdsourcing Solved Both. Imane Rharbi Content Marketing Manager @ LogRocket LogRocket Galileo logo Introducing Galileo AI LogRocket’s Galileo AI watches every session, surfacing impactful user struggle and key behavior patterns. LEARN MORE

LaunchPod is a product management podcast hosted by LogRocket’s VP of Marketing, Jeff Wharton, where he talks to product leaders about the issues they faced in their careers, how they found solutions to those issues, and how you can apply these solutions in your own day-to-day product role.

AI Agents Fail for 2 Reasons. Crowdsourcing Solved Both. | Julia Dalton, SVP Product (Capacity)

Long before “AI Agent” was the buzzword in every product discussion, Julia Dalton was already deep into solving the problems of coordinating thousands of worker agents, creating clear instruction prompts, and evaluating output quality.

Julia is SVP of Product at the AI-support automation platform, Capacity. Previously, she helped scale workflow orchestration at OneSpace, formerly known as Crowdsource, where thousands of freelancers executed microtasks for major retailers. As it turns out, managing humans at scale and managing AI agents have a lot more in common than most people realize.


Over 200k developers and product managers use LogRocket to create better digital experiences

Learn more →

In this episode, Julia shares:

  • The two failure modes that kill every AI agent before the model ever runs
  • Why running a crowdsourced work platform gave her incredible insights into building effective agentic AI products
  • How Julia and her team built an AI system to triage and prioritize product feedback, automating low-complexity builds and helping make better decisions on high-stakes tradeoffs

Check out the full episode with Julia here:

Subscribe to LaunchPod today:

  • YouTube
  • Apple Podcasts
  • Spotify

 

 

 

Subscribe to LaunchPod today:

  • YouTube
  • Apple Podcasts
  • Spotify

LogRocket generates product insights that lead to meaningful action

Plug image

LogRocket identifies friction points in the user experience so you can make informed decisions about product and design changes that must happen to hit your goals.

With LogRocket, you can understand the scope of the issues affecting your product and prioritize the changes that need to be made. LogRocket simplifies workflows by allowing Engineering, Product, UX, and Design teams to work from the same data as you, eliminating any confusion about what needs to be done.

Get your teams on the same page — try LogRocket today.

  • #launchpod

Stop guessing about your digital experience with LogRocket

Get started for free

Recent posts:

Data Security Blocking AI Adoption? A PM Playbook

Data security blocking AI adoption? A PM playbook

Map AI data risks, vet vendors, run safer pilots, and build legal buy-in for AI tools without creating security gaps.

Sara Nguyen May 13, 2026 ⋅ 4 min read How AI Helped Me Ship 9 Months Of Product In 5 Days | Sriram Iyer, SVP Of Product (Ex-Salesforce)

LaunchPod: How AI Helped Me Ship 9 Months of Product in 5 Days

SVP of Product Sriram Iyer visits to chat about how he uses AI to launch the “thinnest slice of pizza” product and shift mindsets around AI.

Imane Rharbi May 12, 2026 ⋅ 55 sec read How To Rethink Scope Creep As Strategic Flexibility

How to rethink scope creep as strategic flexibility

Controlled scope creep can help PMs use capacity buffers, AI tools, and clear guardrails to turn new ideas into better outcomes.

Kimberly Shyu May 6, 2026 ⋅ 5 min read Is AI Making Product Managers More Average?

Is AI making product managers more average?

AI can make PM thinking generic. Learn how to use it without losing judgment, user nuance, or product differentiation.

Read on Blog

Comments

https://shipwr3ck.com/news/assets/images/user-avatar-s.jpg

0 comment

Write the first comment for this!