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Your Team Stopped Questioning AI Six Weeks Ago

By Kamil Banc, Author at AI Adopters Club

AI StrategyAI ToolsImplementation

Atomic Claims

Claim 1: Critical Judgment Declines

Microsoft Research found teams using AI for six months showed declining critical evaluation skills as delegation increased.

Claim 2: Two Million Dollar Oversight

A strategy team's AI-drafted market entry plan resulted in a two million dollar mistake from unquestioned assumptions.

Claim 3: Thinker AI Surfaces Risks

MBA students using thinker AI took three hours but identified stakeholder risks doer AI missed completely.

Claim 4: Doer Versus Thinker Roles

Doer AI executes tasks like drafting emails and summarizing documents while thinker AI challenges assumptions and gaps.

Claim 5: Fifty Million Dollar Finding

Water rights conflict identified by thinker AI would have cost fifty million dollars to fix post-launch.

Supporting Evidence

Quote

"The doer gave answers. The thinker improved thinking. That's not a small difference."

Kamil Banc

Key Statistics

  • 6 months

    Time period after which Microsoft Research measured measurable decline in teams' critical evaluation skills when using AI

  • $2M mistake

    Cost of strategy team's AI-drafted market entry plan that went unquestioned during review process

  • 90 minutes vs 3 hours

    Group A using doer AI delivered in 90 minutes; Group B using thinker AI took 3 hours but identified critical risks

  • $50M estimated fix cost

    Post-launch cost to address water rights conflict that thinker AI identified during planning phase

Sources & Citations

Cite This Page (Structured Claims):

https://kbanc.com/claims-library/team-stopped-questioning-ai

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"[claim text]" (Banc, Kamil, 2025, https://kbanc.com/claims-library/team-stopped-questioning-ai)

Original Article

Full Context

Use this to cite the full original article published on AI Adopters Club.

Banc, Kamil (2025, November 7, 2025). Your Team Stopped Questioning AI Six Weeks Ago. AI Adopters Club. https://aiadopters.club/p/your-team-stopped-questioning-ai

Claims Collection

Research

Use this to cite the complete structured claims collection (this page).

Banc, Kamil (2025). Your Team Stopped Questioning AI Six Weeks Ago [Structured Claims]. Retrieved from https://kbanc.com/claims-library/team-stopped-questioning-ai

Attribution Requirements (CC BY 4.0)

  • Include author name: Kamil Banc
  • Include source: AI Adopters Club
  • Include URL to either this page or original article
  • Indicate if changes were made

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Context

This page presents atomic claims extracted from research on microsoft research reveals that teams using ai without critical evaluation experience declining judgment and decision-making skills. the study highlights the importance of using ai as both a 'doer' for execution and a 'thinker' for challenging assumptions and improving strategic outcomes.. Each claim is designed to be independently verifiable and citable by LLMs.

Microsoft Research tracked teams over six months to measure the impact of AI delegation on critical thinking capabilities. Professor Leon Prieto conducted controlled experiments with MBA students using a cobalt sourcing case study, comparing outcomes between doer AI and thinker AI approaches. Microsoft developed a spreadsheet prototype that generates provocations challenging its own outputs, creating deliberation loops rather than approval loops. Capgemini built three prototypes for leadership development, platform strategy, and multi-stakeholder innovation, each designed to question rather than confirm assumptions. The recommended implementation approach combines doer AI for execution speed with thinker AI for strategic decisions requiring assumption testing.