Private AI, AI Privacy and Security Guides

Private AI gives you more control over where prompts, files and sensitive data are processed, stored and shared. This hub covers local and self-hosted LLMs, ChatGPT privacy, privacy-focused AI tools and the practical limits of keeping AI activity confidential.

You will also find technical guidance on AI agent security, prompt injection, data leakage, secure MCP deployment and compliance workflows. Each guide explains what information may leave your device, which controls genuinely reduce exposure and when local processing is worth the additional setup and hardware cost.

Latest Privacy Results

Ollama VS Lm Studio

By: Steven Jones On:
Ollama vs LM Studio is no longer a choice between a command-line tool and a desktop app. Both can run…

Data Anonymization Tools

By: Steven Jones On:
Data anonymization tools can remove names, replace identifiers, generalise values, create synthetic records or add statistical privacy controls before data…

Data Redaction Software

By: Steven Jones On:
Data redaction software can remove personal, financial and confidential information before a document reaches ChatGPT, an AI agent, a retrieval…

Sensitive Data Discovery Tools

By: Steven Jones On:
Sensitive data discovery tools now sit at the intersection of privacy, security, data governance, and AI access control. The useful…

Llm Security Tools

By: Steven Jones On:
LLM security tools now cover several very different jobs: screening prompts, preventing sensitive data from leaving, inspecting model responses, controlling…

Prompt Injection

By: Steven Jones On:
Prompt injection is a security weakness in AI applications in which untrusted content can change how a language model interprets…

AI Agent Security

By: Steven Jones On:
Updated on: September 24, 2026
AI agent security is no longer only a prompt-injection problem. On 24 September 2026, the Australian government disclosed that an…

Private Llm

By: Steven Jones On:
Updated on: October 14, 2026
The best private LLM in 2026 depends less on the model name than on where you run the entire AI…

Is ChatGPT Private

By: Steven Jones On:
ChatGPT is not private in the same way as an offline notebook or a document stored only on your computer.…