Internal · Reasoning Diff · Not part of the product experience
High marketing efficiency
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
Acquisition is compounding without additional spend — CAC falls 40% while LTV rises, so the channel has headroom.
Confidence · moderate
Aegis belief
The business is defined by the relationship between Monthly Revenue · CAC, not by any one line: Monthly Revenue and CAC are pulling apart, so the period's result is a net of two opposing forces rather than a single trend.
Confidence · high
Aegis withheld a pattern as expected but read posture as mixed instead of improving.
Data sensing
Did Aegis look at the wrong evidence?
Benchmark prioritized
CAC
improving · importance 75 · seen in 4 periods · established-pattern
Customers
improving · importance 74 · seen in 4 periods · established-pattern
LTV
improving · importance 68 · seen in 4 periods · established-pattern
Aegis prioritized
Marketing Spend
volatile · importance 62 · seen in 4 periods · one-off
Monthly Revenue
improving · importance 86 · seen in 4 periods · established-pattern
CAC
improving · importance 75 · seen in 4 periods · established-pattern
Customers
improving · importance 74 · seen in 4 periods · established-pattern
LTV
improving · importance 68 · seen in 4 periods · established-pattern
Ignored or underweighted
Nothing expected was missed.
Carried in addition: Marketing Spend, Monthly Revenue.
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
Acquisition is compounding without additional spend — CAC falls 40% while LTV rises, so the channel has headroom.
Aegis business explanation
Monthly Revenue moved +17.6% ($233K → $274K) while cac moved −15.6% ($128 → $108). Monthly Revenue and CAC 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. Increase spend deliberately and re-measure CAC before scaling further.
Engine lesson
Failure type
Temporal persistence violation
Observed pattern
Marketing Spend vs Monthly Revenue
Category
Stated confidence does not match the amount of history behind the claim.
Root cause
The claim is carried at high confidence where the timeline supports moderate. Coverage and pattern class were not allowed to bound the strength of the statement.
Supporting evidence
Marketing Spend
volatile · importance 62 · seen in 4 periods · one-off
Monthly Revenue
improving · importance 86 · seen in 4 periods · established-pattern
CAC
improving · importance 75 · seen in 4 periods · established-pattern
Customers
improving · importance 74 · seen in 4 periods · established-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. Increase spend deliberately and re-measure CAC before scaling further.
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 coverage and pattern class for the lead metrics alongside the stated confidence. A consistent over- or under-statement across scenarios would point at the evidence-strength ladder.
Notes
- — Scenario family: marketing-efficiency. Posture read as mixed; benchmark expected improving.
- — Evidence overlap 100% · belief 60% · decision 0% · confidence 50%.
- — 2 attention item(s) escalated on metrics outside the expected evidence set.
- — Evidence only. No reasoning rule should be changed from this single scenario.