Teaching Drupal AI without burning through API budgets.

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In this episode, we tackle the biggest hurdle for teams in 2026: Teaching Drupal AI without burning through API budgets. With AI adoption among Drupal organizations tripling since DrupalCon Atlanta 2025, the demand for hands-on learning has exploded faster than most training budgets can handle.

We break down a sustainable framework for building AI competency using Drupal Forge’s free, instant demo environments. You'll learn how to leverage local models like Gemini Nano to run AI directly in the browser for $0 in API costs. We also dive into technical levers like prompt caching, which can slash input token expenses by up to 90% across repeated workshop sessions.

Read the Full Guide:

https://www.drupalforge.org/blog/teaching-drupal-ai-without-burning-through-api-budgets-complete-2026-guide

Watch the Video Version:

https://youtu.be/61Qp8jcVpDE

What We Cover:

• The Cost Gap: Why a 15-developer workshop can spend hundreds of dollars in two hours without a clear strategy.
• Zero-Cost Demos: Using the Drupal Chrome Prompt API to show off AI capabilities with no usage fees or API keys.
• Smart Model Selection: Why switching to budget-tier models like DeepSeek V3.2 can offer 75x more exercises for the same spend as flagship models.
• Safe Sandboxes: Leveraging templates with built-in $1 spending caps to allow students to explore freely without financial risk.
• Agent Testing: Using the Drupal CMS AI Agents Testing Framework to validate behaviors via YAML files instead of live API calls.

Whether you are a team lead onboarding developers or an individual learner, this episode provides the roadmap to move from zero-risk demos to production-ready AI deployments.

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This episode of DrupalBrief is sponsored by DrupalForge.org

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