Cost Control6 min
Your AI Agent Racked Up $14K Over a Weekend. Here's Why.
The anatomy of an uncapped agent spend event, and the one architectural change that prevents the next one.
Visionality Articles
Every token counts.
Practical thinking on AI cost governance, PII compliance, audit trails, and building controls that don't slow your team down.
Cost Control7 min
How to Build an AI Chargeback Model Your CFO Will Approve
AI spend is now material for many organizations. Here's how to build a chargeback model that finance will actually use.
Compliance7 min
What SOC 2 Auditors Are Starting to Ask About Your AI Stack
The questions are coming. Here's what auditors are asking, what they're looking for, and how to be ready.
Cost Control7 min
Why Your AI Bill Is One Line Item (And How to Fix It)
What it actually takes to get per-project cost attribution in place — from someone who's built it.
Cost Control6 min
You're Paying for Copilot, Cursor, and AgentForce. Do You Know How Much?
Embedded AI in your SaaS tools is real spend that never shows up in your API gateway. Here's how to find it and bring it into one view.
How-to9 min
Deploy an AI Cost Gateway in 30 Minutes on Vercel + Neon
The complete walkthrough: from zero to a running Visionality gateway with your first Spend Token, in under 30 minutes.
Privacy8 min
The PII Problem in AI Prompts Nobody Talks About
Every day, sensitive data enters AI context windows without being logged, reviewed, or governed. Here's what's actually happening and what a real fix looks like.
Cost Control5 min
Spend Tokens: Budget Envelopes That Actually Block Overspend
Most AI budget controls are alerts. A spend token is a hard limit. Here's the difference and why it matters.