Competitive Intelligence Copilot
Turning fragmented market signals into evidence-backed product intelligence.
I developed a competitive intelligence tool that researches companies, identifies their three most relevant competitors, and produces a structured executive report with sources, confidence levels, potential threats, opportunities, and recommendations.
The problem
Competitive research is important, but it often feels slow, inconsistent, and hard to verify.
Product leaders often look at various sources like articles, product launches, pricing details, job listings, and leadership news. Turning these into a clear strategic understanding takes a lot of manual digging and still leaves questions about how recent or reliable the sources are, and whether the conclusions are supported.
The solution
A structured workflow from company name to executive intelligence report.
Research
Find competitors and track signals across the market.
Analyze
Evaluate positioning, moves, and strategic impact.
Report
Generate executive reports with sources and insights.
WHAT THIS DEMONSTRATES
Product Management skills in practice.
01
Product framing
Identified the target user, the problem to address, the product workflow, research areas, and the expected outcomes for leadership.
02
AI product strategy
Developed an AI workflow that integrates research, synthesis, validation, inference management, and report creation to make the process more human-centric.
03
Technical fluency
Developed a functional application using Python, Streamlit, API integrations, structured schemas, validation, and automated PDF creation.
04
Product quality
Added safeguards to address incomplete outputs, unsupported statements, missing evidence, and generic narratives
05
Responsible AI
Incorporated human judgment into the product design by considering evidence, uncertainty, and recency.
06
End-to-end execution
Moved from initial product brief through development, testing, documentation, security, and distribution.
GET IN TOUCH
I turn complex product problems into clear strategies, practical solutions, and working prototypes. Let’s connect.
Mark Salmenson • Senior Product Executive • msalmenson@gmail.com
Aspects of Competitive Intelligence Copilot built with ChatGPT by OpenAI.