Subvolts take Atlassian's AI chief shares how to prevent AI "slop" and build useful enterprise AI. Nov 20, 2025 - Developers
- Learn practical methods for integrating AI agents into large-scale enterprise software and handling complex queries.
- Business
- Discover strategies to implement AI effectively, avoid common pitfalls like "AI Slop," and understand the future of AI in business processes.
This interview provides practical insights into enterprise AI deployment from a major software company, offering actionable advice for businesses.
Escaping AI Slop: How Atlassian Gives AI Teammates Taste, Knowledge, & Workflows, w- Sherif Mansour
Audio streams from Erik Torenberg, Nathan Labenz. Your place is remembered on this device.
From Subvolts
Summary and analysis by Subvolts editorial, AI-assisted.
Nathan Labenz hosts Sherif Mansour, Head of AI at Atlassian, on The Cognitive Revolution podcast. They discuss integrating AI agents into enterprise software for millions of non-technical users. Mansour shares his framework for avoiding "AI Slop" with Taste, Knowledge, and Workflow, and Atlassian's "Teamwork Graph" for complex queries beyond RAG. The episode explores AI's evolving role in user interfaces and how humans will architect AI-driven processes.
This episode explains how Atlassian uses AI to help millions of people at work without needing to be tech experts. They use a special system to make sure the AI gives good, useful answers and follows instructions, like having good taste, knowledge, and workflows.
This episode offers practical strategies for deploying AI in large organizations, moving beyond basic RAG to more sophisticated "Teamwork Graphs." It's for AI engineers and business leaders grappling with AI integration. The focus on enterprise AI and practical frameworks for avoiding "AI Slop" resonates with current industry efforts by labs like Google Gemini and Microsoft Copilot to make AI more useful and less prone to errors in business contexts.
- HostNathan Labenz
- GuestSherif MansourHead of AI, Atlassian
- Guest: Sherif Mansour, Head of AI at Atlassian
- Show: The Cognitive Revolution
- Length: 100 minutes
- Framework: Taste, Knowledge, and Workflow to avoid AI Slop
- Technology: Teamwork Graph for complex enterprise queries
Sherif Mansour, Head of AI at Atlassian, discusses bridging AI agents with massive-scale enterprise software deployment, drawing insights from Atlassian's millions of non-technical users. He shares his framework for avoiding "AI Slop" using Taste, Knowledge, and Workflow, and explains Atlassian's "Teamwork Graph" for complex enterprise queries beyond RAG. The conversation also explores the evolving relationship between AI and UI, and the shift from humans as workers to architects of AI-driven processes. This episode offers practical wisdom for both AI engineers and business leaders navigating the future of AI-enabled organizations.
Sponsors:
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PRODUCED BY:
CHAPTERS:
(00:00) About the Episode
(03:56) Atlassian's AI Vision
(08:27) Trust, Authenticity, and Slop
(14:10) Taste, Knowledge, and Workflow (Part 1)
(17:33) Sponsors: Framer | Tasklet
(20:14) Taste, Knowledge, and Workflow (Part 2) (Part 1)
(29:51) Sponsor: Shopify
(31:47) Taste, Knowledge, and Workflow (Part 2) (Part 2)
(31:48) Technicals: RAG vs. Graphs
(40:48) Forgetting, Cost, and Optimization
(52:28) The Model Commoditization Debate
(55:12) The Future of AI Interfaces
(01:02:44) How AI Changes SaaS
(01:09:43) Debating the One-Person Unicorn
(01:16:17) Becoming a Workflow Architect
(01:21:39) The Browser for Work
(01:33:23) How Leaders Drive Adoption
(01:39:26) Conclusion: Just Go Tinker
(01:40:08) Outro
SOCIAL LINKS:
Website: https://www.cognitiverevolution.ai
Twitter (Podcast): https://x.com/cogrev_podcast
Twitter (Nathan): https://x.com/labenz
LinkedIn: https://linkedin.com/in/nathanlabenz/
Youtube: https://youtube.com/@CognitiveRevolutionPodcast
Spotify: https://open.spotify.com/sh
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Questions people ask
- What is Atlassian's framework for avoiding AI "Slop"?
- Atlassian uses a framework based on Taste, Knowledge, and Workflow to prevent AI "Slop" in enterprise deployments.
- What is Atlassian's "Teamwork Graph"?
- The "Teamwork Graph" is Atlassian's approach to handling complex enterprise queries that go beyond standard RAG (Retrieval Augmented Generation) methods.
Page generated Oct 19, 2026. Summaries are Subvolts' own; the audio, artwork and notes belong to Erik Torenberg, Nathan Labenz.