Internal · Reasoning Diff · Not part of the product experience
Expansion revenue carrying a flat base
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
Growth is coming entirely from existing accounts expanding, with retention improving. Durable, but new-logo acquisition is the unmeasured risk.
Confidence · moderate
Aegis belief
The business is defined by the relationship between Churn Rate · Net Revenue Retention, not by any one line: Churn Rate and Net Revenue Retention are pulling apart, so the period's result is a net of two opposing forces rather than a single trend.
Confidence · high
Aegis correctly withheld a relational conclusion and read the posture as expected.
Data sensing
Did Aegis look at the wrong evidence?
Benchmark prioritized
Net Revenue Retention
improving · importance 73 · seen in 4 periods · established-pattern
Monthly Revenue
improving · importance 74 · seen in 4 periods · established-pattern
Churn Rate
improving · importance 69 · seen in 4 periods · emerging-pattern
Aegis prioritized
Churn Rate
improving · importance 69 · seen in 4 periods · emerging-pattern
Net Revenue Retention
improving · importance 73 · seen in 4 periods · established-pattern
Monthly Revenue
improving · importance 74 · seen in 4 periods · established-pattern
Customers
flat · importance 48 · seen in 4 periods · emerging-pattern
Ignored or underweighted
Nothing expected was missed.
Carried in addition: Customers.
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
Growth is coming entirely from existing accounts expanding, with retention improving. Durable, but new-logo acquisition is the unmeasured risk.
Aegis business explanation
Churn Rate moved −7.7% (1.3% → 1.2%) while net revenue retention moved +2.6% (115% → 118%). Churn Rate and Net Revenue Retention are pulling apart, so the period's result is a net of two opposing forces rather than a single trend.
Where it diverged
Both readings identify the same dynamic. The divergence is in how much history Aegis believes stands behind it — high against an expected moderate.
Decision impact
Expected recommendation
hold
Aegis recommendation
act-now
The reasoning difference changed the business decision: the benchmark would hold and change nothing while Aegis would act on it this period. Continue, and instrument new-logo acquisition before the expansion ceiling is reached.
Engine lesson
Failure type
Persistence-to-action offset
Observed pattern
Customers vs Net Revenue Retention
Category
Belief matched the benchmark but the fork resolved differently.
Root cause
The belief was right. The lead pattern persisted across 3 period(s), and the mapping from that persistence to a willingness to commit resolved to "act-now" where the benchmark resolves to "hold".
Supporting evidence
Customers
flat · importance 48 · seen in 4 periods · emerging-pattern
Net Revenue Retention
improving · importance 73 · seen in 4 periods · established-pattern
Monthly Revenue
improving · importance 74 · seen in 4 periods · established-pattern
Churn Rate
improving · importance 69 · seen in 4 periods · emerging-pattern
Business impact
The reasoning produced the wrong executive recommendation: Aegis would act on it this period where the business needed to hold and change nothing. Continue, and instrument new-logo acquisition before the expansion ceiling is reached.
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
Log how many periods the lead pattern persisted (3) against the decision the benchmark expected. Persistence-to-action mapping is the likely lever once several scenarios show the same offset.
Notes
- — Scenario family: healthy-growth. Posture read as improving; benchmark expected improving.
- — Evidence overlap 100% · belief 100% · decision 0% · confidence 50%.
- — Evidence only. No reasoning rule should be changed from this single scenario.