How should Persado prioritize expanding its AI-generated content capabilities versus improving existing language models for current clients?

Introduction

The trade-off between expanding AI-generated content capabilities and improving existing language models for current clients is a critical decision for Persado. This scenario involves balancing innovation with customer satisfaction, potentially impacting revenue streams and market position. I'll analyze this trade-off by examining product understanding, metrics, experimentation, and decision frameworks to provide a strategic recommendation.

Step 1

Clarifying Questions (3 minutes)

• Based on Persado's current market position, I'm thinking this decision could significantly impact our competitive advantage. Could you provide more context on our market share and main competitors' offerings?

Why it matters: Helps assess the urgency of innovation versus consolidation Expected answer: We're a market leader with 30% share, but competitors are catching up Impact on approach: Would prioritize innovation if market position is threatened

• Considering our revenue model, I assume expanding capabilities could open new market segments. How does our current revenue break down between existing clients and new business acquisition?

Why it matters: Balances focus between retention and growth Expected answer: 70% from existing clients, 30% from new business Impact on approach: Would lean towards improving existing models if retention is critical

• Looking at user impact, I'm curious about the satisfaction levels of our current clients with existing language models. Do we have recent NPS or CSAT scores for our core offering?

Why it matters: Indicates urgency of improving current models Expected answer: NPS of 40, with some clients requesting improvements Impact on approach: Would prioritize model improvements if satisfaction is declining

• From a technical perspective, I'm wondering about the scalability of our current infrastructure. How much additional load can our systems handle for new AI-generated content types?

Why it matters: Assesses feasibility of expansion without major infrastructure investments Expected answer: Current systems at 60% capacity, can handle 30% more load Impact on approach: Would favor expansion if technically feasible without major upgrades

• Regarding resources, I'm curious about our current team composition. What's the split between AI researchers and client-facing product developers?

Why it matters: Determines our capacity to pursue both strategies simultaneously Expected answer: 60% researchers, 40% client-facing developers Impact on approach: Would influence resource allocation for chosen strategy