AI promised AEC marketing teams more speed. What it delivered was a mirror.
Katie Cash sits down with Rachelle Ray, Head of AEC Marketing Innovation at OpenAsset, about what has genuinely changed in proposal production since AI entered the workflow, and what has simply been exposed rather than fixed. Rachelle brings a rare dual perspective, having led marketing and proposals inside an architecture firm before moving to the vendor side, and she is direct about where AI creates real value and where it introduces contractual risk that firms are not yet prepared to manage.
Katie and Rachelle also discuss the guardrails firms need before rolling AI out firm-wide, from approved and prohibited language lists to structured training and review processes.
Key Takeaways:
- Speeding up misaligned pursuits with AI does not save resources; it burns them faster.
- AI-generated proposal language can create real contractual risk without a review process in place.
- Firms that succeed with AI treat it as a firm-wide rollout, with training and guardrails, not a single toggle switch.
- The AEC marketers who thrive in the AI era will build data literacy, relationship intelligence, and systems thinking.
- Knowledge management, capturing what lives in people’s heads, is becoming essential infrastructure for AI to work well.
Connect with Rachelle Ray, Head of AEC Marketing Innovation, OpenAsset on LinkedIn.
Learn more about OpenAsset.
Connect with Katie Cash on LinkedIn.
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Transcript:
Check out the transcript for this episode here.
