Caldera Software
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Problem
As AI becomes part of everyday creative work, the challenge for software companies is no longer simply providing access to new tools. Creative teams need a shared operating model for using them effectively without sacrificing quality, consistency, institutional knowledge, or human judgment. Without that structure, AI adoption can quickly become fragmented across tools, individual working styles, and disconnected workflows, making it difficult to maintain standards or build on what the team learns over time. Caldera Software needed a practical framework that could turn broad AI adoption into clear day-to-day working practices, giving creatives enough structure to work consistently while preserving the experimentation and autonomy essential to strong creative teams.
Solution
I conceived and developed Caldera’s AI-Enabled Creative Operations Framework as an operating model for how a modern Creative team works with AI. The broader engagement addressed how AI could be integrated across creative operations while maintaining quality, consistency, institutional knowledge, and human judgment. The framework shown here translates that work into practical Standards of Practice across AI workspaces, LLM collaboration, project organization, generative imagery, knowledge preservation, governance, and responsible AI use. Rather than treating AI as a collection of tools, the system defines how people, processes, and AI work together while keeping human judgment responsible for direction, quality, and final decisions.
Results
The result is a practical, scalable system that makes AI part of the Creative team’s everyday operating model. It establishes a shared approach to AI tools while setting clear expectations for collaboration, governance, and review. Together, the framework and article present a broader philosophy of AI-enabled creative operations: AI assists, humans decide.
Please note: This framework represents one portion of a broader engagement. Additional work is confidential and cannot be shown.
The framework itself is the creative deliverable. I conceived and developed the operating model, Standards of Practice, workflows, examples, governance guidance, and visual system as an integrated approach to AI-enabled creative operations.
Rather than treating AI adoption as a collection of tools, policies, or prompting techniques, I approached the challenge as a Creative Director: How should a modern Creative team actually work with AI? The framework translates that question into practical guidance for integrating AI across the creative process while preserving human judgment.
The pages below show the complete framework as a working reference for the Creative team. For the best viewing experience, I recommend exploring the original framework in Figma at full-screen size.
View the AI-Enabled Creative Operations Framework >
Viewing note: The framework is nine pages and is best viewed full screen. Expand from the upper-right corner, click the page to advance, and use the controls at the bottom to move back.
