A tool or service that enables users to create, manage, and continuously update a scorecard for evaluating the performance of different LLM models across various marketing tasks (e.g., content brief generation, blog writing), adapting to the dynamic nature of AI model capabilities.
Opportunity6.8
Why now
The rapid and continuous evolution of LLM models means their performance for specific tasks changes frequently, creating a constant need for real-time evaluation and comparison.
Market gap
A dedicated, user-friendly, and up-to-date platform that provides structured methodologies and tools for benchmarking and comparing LLM performance across custom-defined business and marketing tasks.
Business fit
Type
SaaS, AI Tool, Consulting Service
Target
AI marketers, prompt engineers, businesses experimenting with multiple LLMs, AI agencies, and developers integrating AI into workflows.
Revenue
Moderate (niche SaaS, consulting)
Founder
AI/ML researchers, data scientists, AI strategists, prompt engineers, and marketing technologists.
Scores
Problem
8.0
Feasibility
6.0
Why now
10.0
Go-to-market
6.0
Confidence
10.0
Proof signals
This is something um that my co-founder, Boring Marketing, put together uh for for his holding company, and I think it's one of those things that I think uh everyone should basically do. Um, it's a scorecard. ... And it basically scores it by analyst brief blog. ... I will say as a caveat that these models are changing all the time. I've noticed actually over the last couple weeks that uh code 37 is actually kind of getting worse at writing. So uh you know, you got to continue update this.
Keyword demand
Keyword
Volume
Growth
LLM Benchmarking
4,400/mo
+22% YoY
AI Model Evaluation
110/mo
+100% YoY
Prompt Engineering Tools
320/mo
-46% YoY
US English Google Ads volume from DataForSEO; growth uses returned monthly search history.
Source episode
How I use AI agents to make money (Vibe Marketing Tutorial)9:15
This is something um that my co-founder, Boring Marketing, put together uh for for his holding company, and I think it's one of those things that I think uh everyone should basically do. Um, it's a scorecard.