New VDF AI Enterprise is now available on AWS Marketplace
Insights · Research · Field Notes

Enterprise AI, explained for builders and buyers.

Practical writing on governed agent orchestration, on-premise AI, compliance, and the infrastructure decisions that separate pilot projects from production platforms.

Subscribe via RSS Explore white papers
182 Articles
39 Topics
12 Featured
Structured cabling in server racks representing the private infrastructure behind local AI model routing decisions
AI Governance 6 min read

When Should a Local Model Router Escalate or Abstain?

Set escalation and abstention thresholds for local SLMs and private LLMs using held-out evidence and explicit human-review capacity, not self-reported confidence.

#model routing#on-premises AI#AI governance
Read article
Server racks and cabling illustrating the on-premises infrastructure that carries a private RAG embedding migration
RAG 6 min read

Changing Embedding Models in Private RAG: A Controlled Migration Plan

Plan an on-premises embedding migration with parallel indexes, permission checks, deletion handling, measured cutover, and a usable rollback path.

#private RAG#on-premises AI#AI governance
Read article
Close-up of a computer motherboard chip, representing the tools and callable capabilities an Agent Skill relies on
AI Agent Architecture 5 min read

Agent Skills vs Tools, Prompts, MCP, and Workflows

Agent Skills define how an agent performs specialised work. See exactly how they differ from prompts, tools, MCP, agents, and orchestrated workflows.

#Agent Skills#AI agents#MCP
Read article
VDF AI Networks graphic explaining that complex enterprise work requires multiple AI agents, tools, decisions, and execution steps
Enterprise AI 7 min read

Why We Built VDF AI: An Intelligence Control Layer for Enterprise AI

Enterprise AI is becoming a network of models, agents, tools, and knowledge. The founder story of why VDF AI became the control layer connecting them.

#Enterprise AI#AI Governance#AI Networks
Read article
A headset beside a laptop on a customer service desk, representing the regulated complaints handling teams supported by governed on-premises AI agents
Finance AI 6 min read

AI Agents for Regulated Complaints Handling

Complaints are deadline-bound, evidence-heavy and supervised. That makes them a strong candidate for agent assistance and a poor candidate for automation. How to design the split — and what changed for customer-facing AI in August 2026.

#enterprise AI agents#financial services AI#workflow automation
Read article
Business professionals reviewing results around a conference table, representing the evaluation panel that scores a competitive proof of value between on-premises enterprise AI platforms
Enterprise AI Strategy 7 min read

How to Run a Bake-Off Between Enterprise AI Platforms

Feature lists and demos do not separate enterprise AI platforms. A structured bake-off does — one workload, several vendors, identical evidence requirements. Here is how to design one that produces a defensible decision rather than a preference.

#AI procurement#AI platform evaluation#enterprise AI agent platform
Read article
Printed financial tables, a calculator and a laptop on a desk, representing the structured enterprise data that private RAG pipelines must handle inside the security boundary
RAG 6 min read

Why Private RAG Fails on Tables and Spreadsheets

Retrieval pipelines handle prose well and numbers badly. Tables get shredded by chunkers, headers get separated from values, and aggregate questions cannot be answered by retrieval at all. How to design a private RAG pipeline that handles structured data honestly.

#private RAG#on-premises AI#enterprise AI
Read article
Security analyst working at a laptop in an operations office, representing incident response for private enterprise AI agents
AI Security 6 min read

Incident Response for Private AI Agents: A Practical Playbook

AI-agent incidents cross models, retrieval, tools, identities, and business systems. Build a private-AI response plan that can contain and reconstruct them.

#AI security#AI governance#enterprise AI agents
Read article
Open liquid-cooled computer hardware with fans and circuit boards representing offline patch validation for an air-gapped AI platform
AI Infrastructure 6 min read

Offline Patch Management for Air-Gapped AI Platforms

Air-gapped AI still needs rapid vulnerability remediation. Build a signed, testable offline patch pipeline across GPU, model-serving, RAG, and agent components.

#air-gapped AI#on-premise AI#restricted networks
Read article
Stay ahead of enterprise AI

Turn insight into an on-prem AI roadmap.

Pair these articles with a product walkthrough to see how VDF AI handles orchestration, governance, and cost control inside your own infrastructure.

Explore the platform