Internal · Reasoning Diff · Not part of the product experience
Missing metrics across periods
Why Aegis reached a different conclusion than the benchmark. This page collects evidence from one failed scenario. It does not create reasoning rules — those come only after the same failure appears across many scenarios.
Belief comparison
Expected belief
Revenue is the only metric with full coverage. Churn appears to have doubled but is observed twice, so the relationship cannot be asserted.
Confidence · low
Aegis belief
The business is defined by the relationship between Monthly Revenue · Refund Rate, not by any one line: Demand is absorbing a worsening delivery or expectation gap. Refunds lead retention, so the current revenue line likely overstates next period's.
Confidence · low
Aegis did not reach the expected dynamic — the conclusion rests on a different relationship.
Data sensing
Did Aegis look at the wrong evidence?
Benchmark prioritized
Monthly Revenue
improving · importance 75 · seen in 4 periods · established-pattern
Customers
flat · importance 45 · seen in 3 periods · emerging-pattern
Aegis prioritized
Churn Rate
deteriorating · importance 96 · seen in 2 periods · one-off
Refund Rate
deteriorating · importance 73 · seen in 2 periods · one-off
Monthly Revenue
improving · importance 75 · seen in 4 periods · established-pattern
Customers
flat · importance 45 · seen in 3 periods · emerging-pattern
Ignored or underweighted
Nothing expected was missed.
Carried in addition: Churn Rate, Refund Rate.
No — every expected metric was read, but the conclusion also carried metrics the benchmark treats as secondary.
Mechanism misalignment
Why did Aegis reach a different conclusion?
Expected business explanation
Revenue is the only metric with full coverage. Churn appears to have doubled but is observed twice, so the relationship cannot be asserted.
Aegis business explanation
Revenue rose +9.0% even as refund rate rose +4.8% (2.1% → 2.2%). Demand is absorbing a worsening delivery or expectation gap. Refunds lead retention, so the current revenue line likely overstates next period's.
Where it diverged
Aegis asserted a relationship the benchmark rules out (revenue-up-refunds-up). The numbers moved together, but the direction of cause runs the other way in this business.
Decision impact
Expected recommendation
investigate
Aegis recommendation
confirm-next-period
The reasoning difference changed the business decision: the benchmark would open an investigation before committing while Aegis would wait one period for confirmation. Close the reporting gap before making a decision on this business.
Engine lesson
Failure type
Correlation mistaken for causation
Observed pattern
Churn Rate vs Refund Rate
Category
A relationship was asserted that the underlying business does not support.
Root cause
Aegis promoted a statistical relationship into a causal one without sufficient supporting evidence: revenue-up-refunds-up fired on metrics that moved together in the same periods, with no third independent reading to fix the direction of cause.
Supporting evidence
Churn Rate
deteriorating · importance 96 · seen in 2 periods · one-off
Refund Rate
deteriorating · importance 73 · seen in 2 periods · one-off
Monthly Revenue
improving · importance 75 · seen in 4 periods · established-pattern
Customers
flat · importance 45 · seen in 3 periods · emerging-pattern
Business impact
The reasoning produced the wrong executive recommendation: Aegis would wait one period for confirmation where the business needed to open an investigation before committing. Close the reporting gap before making a decision on this business.
Candidate principle
None. A single scenario is not evidence. This observation is filed to Judgment Memory and a principle is proposed only once the same behaviour recurs across scenarios.
Suggested improvement
Record the shape of revenue-up-refunds-up here — which metric pair triggered it and what the correct reading was — so the trigger condition can be tightened once the same false positive appears in other scenarios.
Notes
- — Scenario family: missing-data. Posture read as mixed; benchmark expected mixed.
- — Evidence overlap 100% · belief 0% · decision 0% · confidence 100%.
- — 2 attention item(s) escalated on metrics outside the expected evidence set.
- — Evidence only. No reasoning rule should be changed from this single scenario.