R0042/2026-03-28/Q001/H3¶
Statement¶
A core set of enterprise motivations for private AI is consistently documented across sources (data sovereignty, security, compliance), but precise prioritization varies by source type, industry focus, and vendor positioning. No single authoritative ranked survey exists from the major consulting firms.
Status¶
Current: Supported
This is the hypothesis best supported by the evidence. All sources converge on a core set of motivations, but the exact ranking, grouping, and emphasis varies. Major consulting firm surveys (Deloitte, McKinsey) address enterprise AI broadly but do not produce specific ranked lists of private AI deployment motivations. The ranked lists come from vendor and industry analysis sources, which introduce their own biases.
Supporting Evidence¶
| Evidence | Summary |
|---|---|
| SRC01-E01 | Seven motivations — most comprehensive list, editorial source |
| SRC02-E01 | Five motivations — vendor emphasis on data sovereignty |
| SRC03-E01 | Four motivations — includes customization, vendor perspective |
| SRC04-E01 | Six motivations — smaller vendor, consistent with pattern |
| SRC05-E01 | Four motivations — focused list, consistent core |
| SRC06-E01 | Seven motivations — adds vendor lock-in as distinct motivation |
| SRC07-E01 | Three motivations — includes output behavior control language |
| SRC08-E01 | Major survey without ranked list — confirms absence of authoritative ranking |
Contradicting Evidence¶
No evidence directly contradicts this hypothesis.
Reasoning¶
The composite picture from eight sources shows clear convergence on core motivations but variation in secondary ones. The core set (data sovereignty, security, compliance, cost, IP protection) appears in nearly every source. Secondary motivations (vendor lock-in, performance, customization, transparency, operational efficiency) appear in some but not all. This partial-consensus pattern is precisely what H3 predicts.
Relationship to Other Hypotheses¶
H3 occupies the middle ground. H1 overstates the consensus by claiming a "clear ranking" exists. H2 understates the consensus by claiming fragmentation. H3 accurately describes the state: strong convergence on substance, variation on priority and completeness.