Speed improves
Research, materials and process control improve; consequential judgment does not.
OPEN QUESTION 01
Can AI move the capability limits of pre-deal judgment and post-merger integration?
This continuing question tracks how AI affects material production, professional judgment and final execution outcomes, updating the current view as new practice evidence emerges.
COMPETING EXPLANATIONS
Do not look only for evidence that favours AI
Pre-deal judgment improves
Fact penetration, scenarios and falsification reduce material error.
Judgment and execution improve
AI enters coordination, integration and monitoring; outcomes improve.
System error is amplified
Bad assumptions and incentives replicate faster; efficiency rises while outcomes worsen.
REVISION
From a static capability boundary to an AI-augmented system
BEFORE
Pre-deal judgment and post-merger integration appeared to have relatively stable limits.
NOW
Some limits may be moved continuously by AI, process and organisational design.
UNCHANGED
Incomplete information, conflicting interests, authority, execution, luck and human accountability.
WHAT WOULD CHANGE THE VIEW
01Do material assumption errors fall?
02Are post-deal issues found earlier?
03Does action accountability become clearer?
04Do final outcomes improve consistently?