# When AI adoption outpaces IT visibility

DevFeed: [When AI adoption outpaces IT visibility](<https://devfeed.tech/articles/when-ai-adoption-outpaces-it-visibility-1973.md>)

Original publisher: [Read original article](<https://1password.com/blog/when-ai-adoption-outpaces-it-visibility>)

Author: info@1password.com (Stephanie Torto)

Published: 2026-08-27T00:00:00Z

Content type: article

Language: en

Sources: [Blog on 1Password Blog](<https://devfeed.tech/sources/blog-on-1password-blog.md>)

Topics: [Responsibility & Safety](<https://devfeed.tech/topics/responsibility-safety.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-adoption](<https://devfeed.tech/tags/ai-adoption.md>), [ai-governance](<https://devfeed.tech/tags/ai-governance.md>), [cost](<https://devfeed.tech/tags/cost.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [models](<https://devfeed.tech/tags/models.md>), [saas](<https://devfeed.tech/tags/saas.md>), [saas-management](<https://devfeed.tech/tags/saas-management.md>), [unified-access](<https://devfeed.tech/tags/unified-access.md>)

## AI overview

1Password describes how fragmented vendor dashboards and consumption-based AI pricing made it difficult for IT to understand AI spending. It argues that IT should provide visibility and context for business and engineering leaders making budget and model decisions.

## Source excerpt

At 1Password, we started expanding our use of AI with a familiar IT playbook. We identified the problems we wanted to solve and the tools that could help us achieve those goals. The plan was straightforward: enable teams, move quickly, learn what worked, and build the visibility needed to manage the cost. Then the operating model changed. AI vendors introduced consumption-based pricing faster than our processes could keep up, leaving us with a distributed system of vendor-specific dashboards to track and manage our AI use. For IT, that created a new kind of chaos when it came to understanding how much we were spending on AI and where that budget was being used throughout the company. We had data spread across systems, but we didn't yet have a clear, shared answer. How IT teams can govern AI use IT teams are close to the tools and access patterns that shape AI usage. That gives IT an important role in AI spend decisions, and is no small part of why AI governance can become framed as an IT mandate. Budget and model decisions belong with the leaders who set business and engineering priorities, while IT's role is to provide the context those leaders need. In the face of the changing nature of AI governance, IT teams should focus on finding ways to make AI spend explainable, to give the company a more useful basis for making decisions. Visibility changes the conversation Previously, 1Password's IT team could see activity in individual vendor consoles, but each view covered only part of the picture. We spent too much time moving between systems and interpreting different definitions. By the time we exported data from one tool and combined it with another, the result was already out of date. When we started using AI Spend and Consumption Management in 1Password SaaS Manager, it felt like a breath of fresh air. We now had a shared view of AI usage and spend across vendors and teams, with detailed insights on users and models, meaning that we could better understand our budg