# From AI Experiments to Real Business Results

> Marketing leaders share how to move AI from pilot projects to measurable outcomes with proper governance.
- Title: From AI Experiments to Real Business Results · Adweek
- Summary: Marketing leaders share how to move AI from pilot projects to measurable outcomes with proper governance. Successful AI adoption requires balancing fast…
- Keywords: artificial intelligence, marketing strategy, ai governance, business results, cox automotive, treasure ai, adweek, ai adoption, experimentation, data strategy, Experiments, Real
- Source: Adweek — https://adweek.com/brand-marketing/turn-ai-experimentation-into-business-results
- Author: Emily Dalamangas
- Published: 2026-09-23T13:52:51+00:00
- Read time: 1 min
- Topics: artificial intelligence, marketing strategy, ai governance, business results, cox automotive, treasure ai, adweek, ai adoption, experimentation, data strategy
## The AI governance gap
Many marketers rush into AI without proper safeguards. Cox Automotive's Callie Cogley says organizations need to slow down and establish guardrails before scaling.

> Think about what we're trying to accomplish, how we're trying to accomplish it, and what's the best way to get there.
## Humans and AI both have blind spots
Treasure AI's Rafa Flores notes that while AI needs context, humans need judgment. Marketers will always control brand emotion and messaging.

> That role of a marketer, it's never going to go away.
## Shift from efficiency to results
Companies often focus on operational efficiency when implementing AI. The real value comes from prioritizing measurable business outcomes instead.
## Share wins to build comfort
Cogley encourages teams to explore AI by sharing personal success stories. She uses AI daily for email summaries and recommends colleagues do the same.

> People already using AI and finding benefit with it can share their experiences.
## Use AI prompts for daily insights
Flores uses AI to generate daily summaries of business trends and product updates. Structured prompts help teams stay informed and spot opportunities quickly.
## AI is here to stay
Flores concludes that AI's advantages are proven and here to stay. The key is using it wisely with proper governance and security in place.

> AI is here to stay because we have seen the advantages of using it.
## Key takeaway

Successful AI adoption requires balancing fast experimentation with guardrails, then shifting focus from efficiency gains to actual business results.