Internal · Reasoning Diff · Not part of the product experience
Demand shock
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
Demand collapsed at the top of the funnel with spend unchanged, and revenue is now following the base down two periods later. This is external, not executional.
Confidence · high
Aegis belief
The business is defined by the relationship between Monthly Revenue · Customers, not by any one line: Monthly Revenue and Customers are moving as one, which points to a single underlying cause rather than two separate events.
Confidence · moderate
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
Trial Signups
deteriorating · importance 78 · seen in 4 periods · emerging-pattern
Monthly Revenue
deteriorating · importance 80 · seen in 4 periods · emerging-pattern
Customers
deteriorating · importance 67 · seen in 4 periods · emerging-pattern
Aegis prioritized
Monthly Revenue
deteriorating · importance 80 · seen in 4 periods · emerging-pattern
Trial Signups
deteriorating · importance 78 · seen in 4 periods · emerging-pattern
Customers
deteriorating · importance 67 · seen in 4 periods · emerging-pattern
Marketing Spend
flat · importance 57 · seen in 4 periods · emerging-pattern
Ignored or underweighted
Nothing expected was missed.
Carried in addition: Marketing Spend.
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
Demand collapsed at the top of the funnel with spend unchanged, and revenue is now following the base down two periods later. This is external, not executional.
Aegis business explanation
Monthly Revenue moved −15.3% ($352K → $298K) while customers moved −13.1% (2,510 → 2,180). Monthly Revenue and Customers are moving as one, which points to a single underlying cause rather than two separate events.
Where it diverged
Aegis had the right evidence in hand but did not connect it: funnel-quality, spend-up-acquisition-quality was not surfaced, so the conclusion stopped at description rather than dynamic.
Decision impact
Expected recommendation
act-now
Aegis recommendation
act-now
The reasoning difference did not change the business decision — both readings resolve to "act-now". Only the explanation behind it differs, which affects trust in the review rather than the action taken.
Engine lesson
Failure type
Unformed relationship
Observed pattern
Marketing Spend vs Trial Signups
Category
The right metrics were read, but the relationship between them was not formed.
Root cause
Aegis held every metric the conclusion needed but stopped at description. funnel-quality, spend-up-acquisition-quality required the metrics to be read against each other, and each was explained on its own instead.
Supporting evidence
Marketing Spend
flat · importance 57 · seen in 4 periods · emerging-pattern
Trial Signups
deteriorating · importance 78 · seen in 4 periods · emerging-pattern
Monthly Revenue
deteriorating · importance 80 · seen in 4 periods · emerging-pattern
Customers
deteriorating · importance 67 · seen in 4 periods · emerging-pattern
Business impact
The recommendation survived — both readings resolve to "act-now" — but it was reached for the wrong reason, which costs trust in the review rather than the action.
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
Capture the exact readings for trial_signups, monthly_revenue, customers and the threshold each pattern rule needed. If the same near-miss recurs, the gap is in the rule's tolerance, not in the data.
Notes
- — Scenario family: demand-shock. Posture read as deteriorating; benchmark expected deteriorating.
- — Evidence overlap 100% · belief 0% · decision 100% · confidence 50%.
- — Evidence only. No reasoning rule should be changed from this single scenario.