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Product

34 posts
AI for Client Onboarding: A $42,000 Unit Economics Case Study
Founder Notes Product

AI for Client Onboarding: A $42,000 Unit Economics Case Study

I replaced a three-person manual onboarding team with a multi-agent AI system. Here is the unit economics breakdown, token cost analysis, and technical blueprint.

Marcus Chen Marcus Chen May 25, 2026 · 6 min read
Automate client reporting with AI: A unit economics breakdown
Founder Notes Product

Automate client reporting with AI: A unit economics breakdown

Stop paying account managers to copy-paste CSVs. Learn the multi-stage pipeline for automated, accurate client reporting with AI.

Marcus Chen Marcus Chen May 22, 2026 · 6 min read
AI Tools to Replace a Contractor: The Unit Economics of Firing Yourself
Founder Notes Product

AI Tools to Replace a Contractor: The Unit Economics of Firing Yourself

Stop paying $60/hour for tasks a $20/month subscription can handle. Here is the math on switching to AI for dev, design, and ops.

Marcus Chen Marcus Chen May 21, 2026 · 5 min read
Automate client reporting with AI: A unit economics case study
Founder Notes Product

Automate client reporting with AI: A unit economics case study

We cut reporting time by 94% using AI agents. Here is the data on why our first attempt failed and how we fixed the unit economics.

Marcus Chen Marcus Chen May 19, 2026 · 7 min read
Measuring AI Content ROI: Why Your $0.15 Post Actually Costs $42
Founder Notes Product

Measuring AI Content ROI: Why Your $0.15 Post Actually Costs $42

Most founders ignore content decay and technical debt. Here is the Maintenance Adjusted ROI model for AI content and the real cost of generic output.

Marcus Chen Marcus Chen May 18, 2026 · 6 min read
How to Spot AI Generated Content: A Teardown of the Semantic Seam
AI Workflows Product

How to Spot AI Generated Content: A Teardown of the Semantic Seam

Identifying synthetic text requires looking past linguistic patterns to find the structural gaps where original thought should be.

Priya Natarajan Priya Natarajan May 14, 2026 · 6 min read
How to build a content calendar with AI: A unit economics approach
Founder Notes Product

How to build a content calendar with AI: A unit economics approach

Stop guessing what to write. Learn how to build a content calendar with AI that maps directly to MRR and lowers your CAC.

Marcus Chen Marcus Chen May 14, 2026 · 7 min read
AI meeting summaries that are actually useful: A decision-first approach
AI Workflows Product

AI meeting summaries that are actually useful: A decision-first approach

Stop settling for chronological recaps. Learn how to turn meeting noise into a decision-first knowledge engine using custom system prompts.

Priya Natarajan Priya Natarajan May 13, 2026 · 6 min read
Solo Founder AI Stack: A Teardown of the $0.15 Reliability Architecture
Founder Notes Product

Solo Founder AI Stack: A Teardown of the $0.15 Reliability Architecture

Ditch the vibes-based development. Here is the technical architecture solo founders need to build reliable, compliant, and profitable AI products in 2026.

Marcus Chen Marcus Chen May 13, 2026 · 6 min read