The Claude Code Analytics Workflow Top AI PMs Don’t Want You to Know

Frank Lee breaks down the complete AI PM workflow using Claude Code and MCP. Deep chart analysis, automated dashboards, customer feedback synthesis, PRD generation, and pushing directly to Linear or code all live demos. Full Writeup: https://www.news.aakashg.com/p/frank-lee-podcast Transcript: https://www.aakashg.com/mastering-analytics-and-claude-code-the-complete-aipm-workflow-with-frank-lee/ --- Timestamps: 0:00 - Intro 1:37 - Guest Introduction 1:47 - Most Powerful AIPM Workflow 3:45 - Setting Up Claude Code + MCP 6:28 - Context Management in Claude Code 9:41 - Ads 11:08 - Top 5 Use Cases for PMs 19:29 - Automating Dashboard Reporting 30:48 - Ads 33:01 - Customer Feedback Analysis 33:54 - Converting Insights into PRDs 39:24 - Pushing to Linear or Code 40:35 - Biggest Mistakes with MCP 45:19 - What Amplitude Is Shipping 50:28 - Outro --- 🏆 Thanks to our sponsors: 1. Amplitude: The market-leader in product analytics - https://amplitude.com/session-replay?utm_campaign=session-replay-launch-2025&utm_source=linkedin&utm_medium=organic-social&utm_content=productgrowthpodcast 2. Pendo: The #1 software experience management platform - http://www.pendo.io/aakash 3. Testkube: Leading test orchestration platform - http://testkube.io/ 4. Product Faculty: Get $550 off the AI PM Certification with code AAKASH550C7 - https://maven.com/product-faculty/ai-product-management-certification?promoCode=AAKASH550C7 5. Bolt: Ship AI-powered products 10x faster - https://bolt.new/solutions/product-manager?utm_source=Promoted&utm_medium=email&utm_campaign=aakash-product-growth --- Key Takeaways: 1. Claude Code + MCP is the most powerful AIPM workflow today - Connect your analytics tool via MCP, load your product context into a repo, and let the agent do analysis that used to take hours in minutes. 2. Deep chart analysis now takes 90 seconds instead of 3 hours - Drop a chart URL into Claude Code, trigger the analyse chart skill, and the agent navigates your data taxonomy, finds anomalies, and hypothesises why metrics changed. 3. Automate your entire weekly business review - Point Claude Code at your dashboards Monday morning. Get 3-5 top insights and the one urgent issue to tackle — no manual dashboard scanning ever again. 4. Customer feedback synthesis across all channels in one pass - Zendesk, Gong, Salesforce, Slack, app stores all unified. Claude Code navigates the MCP, clusters themes, and surfaces what customers love and hate that week. 5. PRDs write themselves from insights - Take the analysis output, point it at your PRD template in Cursor or Claude Code, and get a first draft spec in under 2 minutes. Iterate with command L or command K. 6. Skills are the most important Claude Code feature - A skill is just a named prompt with heuristics and tool instructions. It loads only when relevant, preventing context bloat and giving the agent a repeatable workflow. 7. The biggest MCP mistake is connecting too many servers - Every tool description burns context. Load only what's relevant to the workflow. Remove or hide tools that aren't being used for a given task. 8. MCP is not for complex orchestration - it's for data access - Set the right expectation. MCP connects AI to external systems easily. It's the first step, not the whole pipeline. 9. Granola has no MCP, so build a script instead - Frank used Claude Code to write a local script that dumps Granola meeting notes into his product repo. Now he can pull all meeting context with a single at-command. 10. The future of PMing is vibe PMing - Chart analysis, dashboard reporting, feedback synthesis, spec writing, and prototyping — all agent-driven. PMs who adopt this workflow now will have a massive advantage in 2-3 years. --- 👨‍💻 Where to find Frank Lee: Twitter: https://www.twitter.com/franklee LinkedIn: https://www.linkedin.com/in/franklee/ 👨‍💻 Where to find Aakash: Twitter: https://www.x.com/aakashg0 LinkedIn: https://www.linkedin.com/in/aagupta/ Newsletter: https://www.news.aakashg.com #claudecode #aipm --- 🧠 About Product Growth: The world's largest podcast focused solely on product + growth, with over 200K+ listeners. 🔔 Subscribe and turn on notifications to get more videos like this.

Aakash GuptahostFrank Leeguest

Feb 25, 202653mWatch on YouTube ↗

EPISODE INFO

Released: February 25, 2026
Duration: 53m
Channel: Aakash Gupta
Watch on YouTube: ▶ Open ↗

EPISODE DESCRIPTION

Frank Lee breaks down the complete AI PM workflow using Claude Code and MCP. Deep chart analysis, automated dashboards, customer feedback synthesis, PRD generation, and pushing directly to Linear or code all live demos. Full Writeup: https://www.news.aakashg.com/p/frank-lee-podcast Transcript: https://www.aakashg.com/mastering-analytics-and-claude-code-the-complete-aipm-workflow-with-frank-lee/ --- Timestamps: 0:00 - Intro 1:37 - Guest Introduction 1:47 - Most Powerful AIPM Workflow 3:45 - Setting Up Claude Code + MCP 6:28 - Context Management in Claude Code 9:41 - Ads 11:08 - Top 5 Use Cases for PMs 19:29 - Automating Dashboard Reporting 30:48 - Ads 33:01 - Customer Feedback Analysis 33:54 - Converting Insights into PRDs 39:24 - Pushing to Linear or Code 40:35 - Biggest Mistakes with MCP 45:19 - What Amplitude Is Shipping 50:28 - Outro --- 🏆 Thanks to our sponsors:
Amplitude: The market-leader in product analytics - https://amplitude.com/session-replay?utm_campaign=session-replay-launch-2025&utm_source=linkedin&utm_medium=organic-social&utm_content=productgrowthpodcast
Pendo: The #1 software experience management platform - http://www.pendo.io/aakash
Testkube: Leading test orchestration platform - http://testkube.io/
Product Faculty: Get $550 off the AI PM Certification with code AAKASH550C7 - https://maven.com/product-faculty/ai-product-management-certification?promoCode=AAKASH550C7
Bolt: Ship AI-powered products 10x faster - https://bolt.new/solutions/product-manager?utm_source=Promoted&utm_medium=email&utm_campaign=aakash-product-growth
--- Key Takeaways:
1. Claude Code + MCP is the most powerful AIPM workflow today - Connect your analytics tool via MCP, load your product context into a repo, and let the agent do analysis that used to take hours in minutes.
1. Deep chart analysis now takes 90 seconds instead of 3 hours - Drop a chart URL into Claude Code, trigger the analyse chart skill, and the agent navigates your data taxonomy, finds anomalies, and hypothesises why metrics changed.
1. Automate your entire weekly business review - Point Claude Code at your dashboards Monday morning. Get 3-5 top insights and the one urgent issue to tackle — no manual dashboard scanning ever again.
1. Customer feedback synthesis across all channels in one pass - Zendesk, Gong, Salesforce, Slack, app stores all unified. Claude Code navigates the MCP, clusters themes, and surfaces what customers love and hate that week.
1. PRDs write themselves from insights - Take the analysis output, point it at your PRD template in Cursor or Claude Code, and get a first draft spec in under 2 minutes. Iterate with command L or command K.
1. Skills are the most important Claude Code feature - A skill is just a named prompt with heuristics and tool instructions. It loads only when relevant, preventing context bloat and giving the agent a repeatable workflow.
1. The biggest MCP mistake is connecting too many servers - Every tool description burns context. Load only what's relevant to the workflow. Remove or hide tools that aren't being used for a given task.
1. MCP is not for complex orchestration - it's for data access - Set the right expectation. MCP connects AI to external systems easily. It's the first step, not the whole pipeline.
1. Granola has no MCP, so build a script instead - Frank used Claude Code to write a local script that dumps Granola meeting notes into his product repo. Now he can pull all meeting context with a single at-command.
1. The future of PMing is vibe PMing - Chart analysis, dashboard reporting, feedback synthesis, spec writing, and prototyping — all agent-driven. PMs who adopt this workflow now will have a massive advantage in 2-3 years. --- 👨‍💻 Where to find Frank Lee: Twitter: https://www.twitter.com/franklee LinkedIn: https://www.linkedin.com/in/franklee/ 👨‍💻 Where to find Aakash: Twitter: https://www.x.com/aakashg0 LinkedIn: https://www.linkedin.com/in/aagupta/ Newsletter: https://www.news.aakashg.com #claudecode #aipm --- 🧠 About Product Growth: The world's largest podcast focused solely on product + growth, with over 200K+ listeners. 🔔 Subscribe and turn on notifications to get more videos like this.

SPEAKERS

Aakash Gupta
host
Product leader and creator/host of the Aakash Gupta podcast, sharing AI PM workflows and industry interviews.
Frank Lee
guest
Product leader at Amplitude (AIPM) focused on AI/analytics workflows, MCP integrations, and agent-driven product practices.

EPISODE SUMMARY

In this episode of Aakash Gupta, featuring Aakash Gupta and Frank Lee, The Claude Code Analytics Workflow Top AI PMs Don’t Want You to Know explores claude Code + MCP turns analytics into end-to-end PM automation Frank Lee demonstrates a “vibe PMing” workflow where Claude Code/Cursor connected via MCP pulls product context and analytics data to answer questions and generate deliverables end-to-end.

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