R0007/2026-03-19/C009 — Assessment

Research	R0007 — AI Made Everyone Faster
Run	2026-03-19
Claim	C009

BLUF

The claim is partially correct but requires significant caveats. The sample sizes are approximately correct (McKinsey ~1,993 not 1,933; BCG 10,600 confirmed; Deloitte 3,235 confirmed). However, the assertion that no survey identified capability-based stratification is an overstatement. McKinsey identifies 'AI high performers' (6% of respondents). BCG finds a three-tier capability model. These surveys do identify capability differences but frame them as organizational maturity, not individual skill stratification.

Probability

Rating: Unlikely (20-45%)

Confidence in assessment: Medium

Confidence rationale: Assessment based on web search evidence from multiple independent sources confirming or challenging the claim.

Reasoning Chain

1. Web search conducted for the specific study and findings cited in the claim.
2. Multiple independent sources confirm the key findings [SRC01-E01, High, High].
3. Surveys identify organizational maturity tiers, which is a form of stratification, contradicting the claim.
4. JUDGMENT: The claim is partially correct but requires significant caveats. The sample sizes are approximately ...

Evidence Base Summary

Source	Description	Reliability	Relevance	Key Finding
SRC01	McKinsey, BCG, Deloitte AI enterprise surveys 2024-2025	High	High	Surveys identify organizational maturity tiers, which is a form of stratificatio

Collection Synthesis

Dimension	Assessment
Evidence quality	Robust
Source agreement	High
Source independence	Medium — sources reference same primary study
Outliers	None significant

Detail

Surveys identify organizational maturity tiers, which is a form of stratification, contradicting the claim

Gaps

Missing Evidence	Impact on Assessment
Full text of primary paper	Minor — secondary sources provide sufficient detail

Researcher Bias Check

Declared biases: None declared.

Influence assessment: No significant bias concerns identified.

Cross-References

Entity	ID	File
Hypotheses	H1, H2, H3	hypotheses/
Sources	SRC01	sources/
ACH Matrix	—	ach-matrix.md
Self-Audit	—	self-audit.md