market-tech-analyst

What it does

The Market Tech Analyst is a specialized skill designed to bridge the gap between business strategy and technical execution. It provides a structured framework for evaluating new products, startup ideas, or feature initiatives by synthesizing market sizing with technical feasibility. Instead of providing generic advice, it delivers a rigorous breakdown of TAM/SAM/SOM estimates, technical dependencies, and competitive landscapes, all grounded in explicit assumptions and confidence ratings.

Why use this skill

Standard LLM prompts often produce "hallucinated" market sizes or ignore engineering complexities that can kill a project. This skill enforces a "truth-first" methodology that separates evidence from assumptions. It helps developers and founders avoid massive resource commitments by recommending the smallest possible validation step. It doesn't just tell you if an idea is good; it tells you exactly what to measure, what threshold to hit, and what technical blockers might stand in your way.

Key Features

• Directional Market Sizing: Top-down and bottom-up estimation with explicit confidence labeling (High/Medium/Low).
• Technical Decomposition: Breaks opportunities into infrastructure load, security implications, and time-to-scale analysis.
• Quantifiable Action Plans: Every recommendation includes a specific metric, threshold, and timeframe.
• Risk Mapping: Comprehensive assessment of execution, integration, and adoption risks.
• Competitive Intelligence: Maps direct, adjacent, and substitute competitors to identify market whitespace.

Supported Workflows

This skill is optimized for startup evaluation, product roadmap prioritization, and AI platform opportunity assessments. It integrates seamlessly with technical documentation and business planning frameworks to provide a decision-grade output structure including objective framing, complexity ratings, and actionable next steps.