Measuring what happens
beneath the conversation.
An open research programme applying physics-based interaction intelligence to public conversation datasets. Every study runs without reading message content.
Published Papers
1 publishedInteraction Dynamics in Professional Teams
A Physics-Based Analysis of 35 Corporate Project Teams
Key finding
PM amplifies peak interaction dynamics by +10.5pp over equivalent Marketing pairings. The PM/UI dyad produces the highest average peak of any pairing — above the executive pair and above PM vs the full team.
Articles
Business-oriented pieces drawn from the research. Shorter, direct, written for founders, team leads, and operators.
On the Roadmap
QMSum Academic
Research team dynamics — seniority, knowledge transfer, peer review friction
QMSum Committee
Governance dynamics — leadership concentration, member resistance, decision patterns
ICSI Corpus
Engineering strategy meetings — debate dynamics, consensus formation, position shifts
Earnings Calls
Investor/executive dynamics — analyst adversarial patterns, structural confidence signals