Perspectives9 min read
How to Analyze Advisor Disagreement: Turn Conflicting Views Into Testable Questions
Normalize inputs, map competing assumptions and build an evidence test, with an archived Microsoft illustration.
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Articles: When AI disagrees
5 articles · Newest firstThe latest market findings, original research, learning and updates from iPulse AI.
Clear filters- Research & Methods8 min read
When AI Advisors Agree: Distinguishing Forecast Risk from Forecast Reliability
Seven AI frameworks can agree because an asset is easier to forecast. This outcome study tests agreement against visible risk and a no-change baseline, then distinguishes direction from magnitude.
- Concepts12 min read
I Audited 4,523 AI Judgments. Here’s What I’d Check Before Trusting an Agent Team.
Across 377 assets, a simple vote and a risk-aware scoring system disagreed in 45% of decisive cases. An audit for builders of agent teams.
- Research & Methods2 min read
When the Horizon Changes the Verdict: A Paired Study of 14,000 Multi-Agent Investment Reports
Across 1,247 matched one-year and five-year consensus pairs covering 377 assets, the exact five-level verdict changed in 56.5% of pairs and the broader direction changed in 50.0%.
- Concepts7 min read
Twelve AI Research Voices Looked at the Same Assets. Their Disagreement Was the Signal.
What SpaceX, PetroChina, and NuScale reveal about using model disagreement as a research tool instead of treating consensus as truth.
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