Product documentation
Binomial evaluates individual effectiveness, team capability, codebase readiness, and organizational leverage from selected repository and delivery evidence.
Assessments are GitHub-first and may include customer-selected repositories, pull requests, reviews, tests, ownership, tickets, delivery workflows, AI usage signals, and relevant cost context. The source scope, time period, and exclusions are recorded before analysis.
Observed evidence describes selected events and artifacts in the approved sources. Modeled conclusions interpret patterns across that evidence. Conclusions are not presented as direct facts; their assumptions, confidence, limitations, and relevant context stay visible.
Named profiles are available only to authorized customer reviewers and only within the customer-selected scope. Each insight includes work context, supporting evidence, confidence, and limitations. Binomial does not reduce an engineer to a single productivity score or make automated personnel decisions.
Aggregated views connect team practices with repository conditions instead of assigning every difference to an individual. Work type, codebase quality, ownership, review load, architecture, and operating context remain part of the explanation.
The assessment produces individual profiles, a team capability map, a repository AI-readiness assessment, an organizational leverage view, a technical-debt roadmap, and a measurement baseline. Every output identifies supporting sources, known exclusions, and the decisions it can reasonably support.
The baseline makes later coaching, team standards, codebase improvements, and organizational changes measurable. Follow-up compares like-for-like evidence where practical, updates confidence as the evidence changes, and preserves limitations rather than turning directional findings into unsupported certainty.
Next step
Define the questions, sources, reviewers, and decision boundaries before connecting sensitive systems. The assessment establishes a reviewable baseline for improvement.