R0042/2026-04-01/Q002/SRC03

Research	R0042 — Private AI Motivations
Run	2026-04-01
Query	Q002
Search	S03
Result	S03-R02
Source	SRC03

Allganize guide — customization as on-premises motivation

Source

Field	Value
Title	Cloud vs On-Prem AI: Choosing the Right LLM Deployment Strategy
Publisher	Allganize
Author(s)	Allganize
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	Medium
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 source selling on-prem solutions; structured analysis with cited statistics
Relevance	Documents customization as on-prem motivation but focuses on domain accuracy, not behavioral correction
Bias flags	High COI: Allganize sells on-prem AI. The customization motivation may be over-emphasized to justify their product.

Evidence Extracts

Evidence ID	Summary
SRC03-E01	Customization as on-prem motivation: domain accuracy and business-specific training