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Vector Database for Business: How to Compare pgvector, Qdrant, Pinecone and Chroma
AI for Business

Vector Database for Business: How to Compare pgvector, Qdrant, Pinecone and Chroma

The starting point for choosing depends on what you already have. If the company is working with PostgreSQL, it is wise to check pgvector first. If you need a separate vector search service, consider Qdrant.…
Ivan Deineka Ivan Deineka September 2, 2026 12 min read
RAG or large context: what to choose for PDF, tables and long documents
AI for Business

RAG or large context: what to choose for PDF, tables and long documents

A large context is convenient when you need to work with a limited set of documents: one contract, several reports, a package of files for a one-time check. RAG helps manage the search of a library that is…
Ivan Deineka Ivan Deineka September 1, 2026 11 min read
Why RAG is inventing answers from company documents and how to find out why
AI for Business

Why RAG is inventing answers from company documents and how to find out why

A RAG system can make mistakes at several stages: when a document enters the index, when the search selects fragments, when these fragments form a context for the model, and when the model formulates an…
Ivan Deineka Ivan Deineka August 31, 2026 13 min read
Direct API, Azure or AWS Bedrock: How to compare AI hosting security
AI for Business

Direct API, Azure or AWS Bedrock: How to compare AI hosting security

Azure or AWS Bedrock may better fit a company's existing access, network, and infrastructure requirements. But using either platform does not automatically make a system safer than using the model provider's…
Ivan Deineka Ivan Deineka August 30, 2026 14 min read
Prompt Injection in Enterprise AI: Protecting Documents, Tools, and Agent Actions
AI for Business

Prompt Injection in Enterprise AI: Protecting Documents, Tools, and Agent Actions

Prompt injection cannot be reliably eliminated with a single prohibition in a system message. It is an attack in which third-party text changes a model’s behavior. That text may come not from the user, but…
Ivan Deineka Ivan Deineka August 29, 2026 12 min read
Who is responsible to the customer when an AI agent makes a mistake?
AI for Business

Who is responsible to the customer when an AI agent makes a mistake?

Do not assume the language-model provider will automatically pay for a bot’s mistake with a customer. Responsibility depends on three things: the law that applies, the agreements between the parties, and what…
Ivan Deineka Ivan Deineka August 28, 2026 11 min read
How to prevent corporate secrets from reaching public AI services
AI for Business

How to prevent corporate secrets from reaching public AI services

There is no single filter that catches every password or code fragment. Effective protection has three parts: an approved company AI tool, clear employee rules, and technical controls for specific channels.…
Ivan Deineka Ivan Deineka August 27, 2026 11 min read
Local language models in an isolated environment: how to choose and evaluate one
AI for Business

Local language models in an isolated environment: how to choose and evaluate one

There is no universally best local model. For an environment without internet access, choose specific weights, a specific version, and a specific license—not “Llama or Qwen” in the abstract. Then verify two…
Ivan Deineka Ivan Deineka August 26, 2026 11 min read
Personal data in cloud AI: how to work with GDPR and HIPAA in mind
AI for Business

Personal data in cloud AI: how to work with GDPR and HIPAA in mind

Buying an enterprise plan does not remove legal risk when handling customers’ personal data. The plan defines what the provider promises. Your company must establish that its own process is lawful: whether…
Ivan Deineka Ivan Deineka August 25, 2026 13 min read
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