R0042/2026-04-01/Q001/SRC02

Research	R0042 — Private AI Motivations
Run	2026-04-01
Query	Q001
Search	S02
Result	S02-R03
Source	SRC02

Allganize enterprise guide comparing on-premises and cloud AI deployment

Source

Field	Value
Title	Cloud vs On-Prem AI: Choosing the Right LLM Deployment Strategy
Publisher	Allganize
Author(s)	Allganize editorial team
Date	2025
URL	https://www.allganize.ai/en/blog/enterprise-guide-choosing-between-on-premise-and-cloud-llm-and-agentic-ai-deployment-models
Type	Vendor guide

Summary

Dimension	Rating
Reliability	Medium
Relevance	High
Bias: Missing data	Some concerns
Bias: Measurement	Low risk
Bias: Selective reporting	Some concerns
Bias: Randomization	N/A — not an RCT
Bias: Protocol deviation	N/A — not an RCT
Bias: COI/Funding	High risk

Rationale

Dimension	Rationale
Reliability	Vendor-produced content, but cites Deloitte survey data and provides structured analysis
Relevance	Directly addresses the research question with a structured on-prem vs cloud comparison
Bias flags	High COI risk: Allganize sells on-premises AI solutions, creating incentive to emphasize on-prem advantages. Selective reporting concern: may understate cloud advantages. However, the cited Deloitte statistic (55% avoiding AI use cases due to security) is independently verifiable.

Evidence Extracts

Evidence ID	Summary
SRC02-E01	Structured list of on-premises motivations: security, customization, cost at scale, performance