Evaluated reasoning

Investigations

Every scenario Aegis has reasoned over, scored against the hidden benchmark answer.

32 of 32 investigations

Scenario #32DisagreementLogic

Strong acquisition, failing retention

Benchmark
Act now
Aegis
Act now
Confidence
high
Situation
acquisition quality
Open investigation
Scenario #31Agreement

Slow bleed across every line

Benchmark
Act now
Aegis
Act now
Confidence
high
Situation
operational failure
Open investigation
Scenario #30DisagreementDecision

One-off anomaly that did not repeat

Benchmark
Hold
Aegis
Confirm next period
Confidence
low
Situation
noise
Open investigation
Scenario #29DisagreementDecision

Quality remediation taking effect

Benchmark
Hold
Aegis
Act now
Confidence
high
Situation
recovery
Open investigation
Scenario #28Agreement

Margin compression under growth

Benchmark
Act now
Aegis
Act now
Confidence
high
Situation
contradiction
Open investigation
Scenario #27DisagreementDecision

Expansion revenue carrying a flat base

Benchmark
Hold
Aegis
Act now
Confidence
high
Situation
healthy growth
Open investigation
Scenario #26DisagreementLogic

Runway tightening against flat revenue

Benchmark
Act now
Aegis
Act now
Confidence
high
Situation
operational failure
Open investigation
Scenario #25Agreement

Funnel widened, middle did not hold

Benchmark
Act now
Aegis
Act now
Confidence
high
Situation
acquisition quality
Open investigation
Scenario #24Agreement

Contradictory metrics

Benchmark
Act now
Aegis
Act now
Confidence
high
Situation
contradiction
Open investigation
Scenario #23Agreement

Positive demand shock straining delivery

Benchmark
Act now
Aegis
Act now
Confidence
high
Situation
demand shock
Open investigation
Scenario #22DisagreementLogic

Demand shock

Benchmark
Act now
Aegis
Act now
Confidence
moderate
Situation
demand shock
Open investigation
Scenario #21DisagreementTemporal

Insufficient evidence for any conclusion

Benchmark
Hold
Aegis
Investigate
Confidence
moderate
Situation
insufficient evidence
Open investigation
Scenario #20DisagreementDecision

Single metric reported

Benchmark
Investigate
Aegis
Act now
Confidence
moderate
Situation
missing data
Open investigation
Scenario #19DisagreementCausality

Missing metrics across periods

Benchmark
Investigate
Aegis
Confirm next period
Confidence
low
Situation
missing data
Open investigation
Scenario #18DisagreementTemporal

Real signal buried in noise

Benchmark
Act now
Aegis
Act now
Confidence
high
Situation
noise
Open investigation
Scenario #17DisagreementCausality

Noisy data with no trend

Benchmark
Hold
Aegis
Act now
Confidence
moderate
Situation
noise
Open investigation
Scenario #16DisagreementTemporal

Stable business, nothing to decide

Benchmark
Hold
Aegis
Investigate
Confidence
moderate
Situation
stability
Open investigation
Scenario #15DisagreementTemporal

Upward reversal after long decline

Benchmark
Confirm next period
Aegis
Act now
Confidence
high
Situation
reversal
Open investigation
Scenario #14DisagreementDecision

Sudden reversal after sustained growth

Benchmark
Investigate
Aegis
Act now
Confidence
moderate
Situation
reversal
Open investigation
Scenario #13Agreement

False dawn inside a decline

Benchmark
Act now
Aegis
Act now
Confidence
moderate
Situation
recovery
Open investigation
Scenario #12DisagreementDecision

Recovery after decline

Benchmark
Confirm next period
Aegis
Act now
Confidence
moderate
Situation
recovery
Open investigation
Scenario #11DisagreementDecision

Seasonal services business in a trough

Benchmark
Hold
Aegis
Act now
Confidence
high
Situation
seasonality
Open investigation
Scenario #10DisagreementTemporal

Seasonal retail cycle

Benchmark
Hold
Aegis
Act now
Confidence
moderate
Situation
seasonality
Open investigation
Scenario #9Agreement

Retention leak masked by revenue

Benchmark
Act now
Aegis
Act now
Confidence
high
Situation
contradiction
Open investigation
Scenario #8DisagreementTemporal

Operational failure with delivery breakdown

Benchmark
Act now
Aegis
Act now
Confidence
moderate
Situation
operational failure
Open investigation
Scenario #7DisagreementLogic

Product quality erosion behind stable revenue

Benchmark
Act now
Aegis
Act now
Confidence
high
Situation
product quality
Open investigation
Scenario #6Agreement

Low marketing efficiency with falling value

Benchmark
Act now
Aegis
Act now
Confidence
high
Situation
marketing efficiency
Open investigation
Scenario #5DisagreementTemporal

High marketing efficiency

Benchmark
Hold
Aegis
Act now
Confidence
high
Situation
marketing efficiency
Open investigation
Scenario #4DisagreementLogic

Declining acquisition quality

Benchmark
Act now
Aegis
Act now
Confidence
moderate
Situation
acquisition quality
Open investigation
Scenario #3DisagreementCausality

Genuine pricing power

Benchmark
Hold
Aegis
Act now
Confidence
moderate
Situation
pricing power
Open investigation
Scenario #2Agreement

Growth from price, not demand

Benchmark
Act now
Aegis
Act now
Confidence
high
Situation
pricing power
Open investigation
Scenario #1DisagreementDecision

Healthy compounding growth

Benchmark
Hold
Aegis
Act now
Confidence
high
Situation
healthy growth
Open investigation