What kind of experiments can this skill design?

It designs experiments for RAG quality, agent workflows, automation outcomes, synthetic evaluations, and live A/B testing.

Can it help with RAG optimization?

Absolutely. It can design experiments to compare different RAG configurations, query routing strategies, and embedding models.

Is this skill meant for academic research?

No, it focuses on fast and informative industry-standard innovation experiments rather than strict academic statistical rigor.

Does it require specific inputs to work?

Yes, it works best when provided with an Innovation PRD, baseline metrics, and available evaluation tools or infrastructure.

Innovation Experiment Designer

Name: Innovation Experiment Designer
Author: Poll-The-People

byPoll-The-People

Data Science & ML

Transforms high-level innovation PRDs into actionable experiment plans with specific hypotheses, success metrics, and evaluation strategies.

About

The Innovation Experiment Designer skill bridges the gap between abstract project goals and empirical testing for AI-driven products. It empowers developers and product managers to validate RAG configurations, agentic workflows, and automation logic by generating structured test plans. Each plan includes falsifiable hypotheses, instrumentation guides, sample size recommendations, and go/no-go thresholds, ensuring that innovation projects are backed by concrete evidence rather than assumptions.

Key Features

Success metric and guardrail definition
Instrumentation and logging guidance
ROI-based experiment prioritization
Automated hypothesis generation from PRDs
0 GitHub stars
RAG and agent evaluation framework design

Use Cases

Comparing performance across different AI agent workflow designs
Validating new RAG retrieval strategies against a baseline
Creating evidence-based reports for innovation project stakeholders

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add poll-the-people/customgpt-claude-code designing-innovation-experiments

For use in Claude.ai and ChatGPT

Download Skill

GitHub