Define the outcome.
Set the metric, calculation, and source.
Investigate changes across product, revenue, and reliability. Keep the evidence, decisions, shipped changes, and results in one case.
Define each outcome and keep its calculation, source, and relationships attached to every analysis.
Set the metric, calculation, and source.
Connect related records and keep missing links visible.
Preserve the definition used for each observation as your context changes.
Keep evidence, hypotheses, decisions, shipped changes, and evaluation in one case.
Find meaningful changes across product, billing, and reliability. See the evidence and gaps behind them.
Pull the facts, compare signals, and surface gaps before drawing a conclusion.
Compare explanations, record the decision, and tie what ships back to the reasoning.
Set the baseline, target, and guardrails. Evaluate what changed after it ships without overstating cause.
See the sources, calculations, and comparisons behind every conclusion, including what is missing or uncertain.
Our approach to evidenceKeep hypotheses separate from facts and tied to the evidence behind them.
Keep the proposed action separate from what actually shipped.
Judge results against the baseline, target, and guardrails. Improvement alone does not prove success or causation.
Evidence is insufficient for a reliable conclusion.
Start with the question. OS connects the evidence across systems when needed.
Find where users drop from a journey for a defined population and comparison period.
Product usage evidenceCompare reliability and conversion over the same period, then test competing explanations.
Reliability + product usage evidenceBreak MRR movement into new revenue, expansion, reactivation, contraction, and churn.
Subscription evidenceOS works alongside your analytics, billing, and reliability tools. They remain your systems of record.
Read the investigation model, evidence principles, and product thinking before launch.
We’ll email you when it’s ready.