The Raven Group
Digital Infrastructure
Intelligence Systems
Consulting
Insights
About
Schedule Consultation
Schedule
The Raven Group
InsightsAbout
Schedule Consultation
The Raven Group
The Raven GroupInfrastructure consultancy · AI-native partner

We operate the digital infrastructure behind small and mid-sized businesses — quietly, and well.

Direct line

+1 303-351-1691hello@theravengroup.com

Denver, Colorado · operating since 1993

Services
  • Digital Infrastructure→
  • Networking & Security→
  • Apple & Business→
  • Consulting→
  • Managed Websites→
AI & Intelligence
  • Intelligence Systems→
  • AI Systems & Automation→
  • Cogneros→
  • Cerebra→
  • HomeOS by TRG→
Company
  • About→
  • Our Story→
  • Philosophy→
  • Clients→
  • Case Studies→
Insights
  • All Insights→
  • AI→
  • Infrastructure→
  • Strategy→
  • Security→
Get Started
  • Get in Touch→
  • Account & Billing→
Assessments & tools
  • AI Opportunity Assessment
  • ·AI Readiness Assessment
  • ·Infrastructure Audit
  • ·Website Infrastructure Score
  • ·Book an Infrastructure Review
Serving Denver & Colorado
  • Denver Web Infrastructure
  • ·Denver AI Consulting
  • ·Colorado AI Consulting
  • ·Denver Apple Consultant
  • ·Denver UniFi Consultant
  • ·Denver Managed Websites
  • ·Denver Business Technology
Live in Denver, CO·© 2026 The Raven Group
PrivacyTermsAccessibility
  1. Home
  2. ›Insights
  3. ›AI
AI

AI in 2025: a year of audit, not adoption

January 1, 2025·3 min read

Every January, the same article gets written: this is the year of AI adoption. We've heard it twice now, and we'd push back on it. For most small and mid-sized businesses, 2025 isn't going to be the year of adoption — it's going to be the year of audit, the year you take stock of what's already running, who's using what, what they're paying for, and where the actual value is and isn't showing up.

We say this because we've watched 2024. The honest pattern: a tools-list explosion. Every department signed up for a copilot, an assistant, a generator. Marketing has three image tools. The dev team is split between two coding assistants. Finance is quietly using ChatGPT for forecasting summaries the auditors don't know about. The IT line for AI has tripled, and nobody can quite explain what it's bought.

The audit move is the unsexy work of inventorying what you have, which of it is paid for in shadow IT, which of it actually saves time, which of it could be consolidated, and which of it is creating risk you haven't acknowledged yet. The 2025 winners won't be the companies with the most AI; they'll be the ones who can answer four questions: what AI tools are we paying for, who owns each contract, what data flows into each one, and what would break if we turned them all off tomorrow.

Once you can answer those four questions, the strategic moves get obvious. You consolidate where consolidation saves money. You build governance around the tools that touch sensitive data. You retire the duplicates. You set a budget. And you finally have the room to be deliberate about what AI to actually add — instead of letting it accumulate like JavaScript libraries in a 2014 codebase.

Want to talk about something in this post? Get in touch.More on AI
More on AI
  • How to evaluate an AI feature before you ship it

    Most AI feature launches skip the evaluation step entirely. They demo well, ship, and quietly hallucinate at customers. The eval doesn't have to be fancy. It does have to exist.

    June 25, 20263 min read
  • Why your first AI agent should be embarrassingly small

    The agents that work in production tend to start tiny — one task, one human in the chair next to them, a tight feedback loop. The flashy demo can come after.

    February 10, 20263 min read