5-lesson course · about 2 hours

Auditing AI-Generated Production Plans

For Filmmakers, producers, editors and production teams coordinating a story across development, planning and post-production

Everything for Filmmakers

For producers, UPMs, and coordinators who use AI to draft schedules but need to spot and strip hallucinated costs, availability, and unsafe rigging instructions before they become production requirements.

Try lesson 1 freeSee what you’ll learn

What you’ll be able to do

By the end, you can…

Detect hallucinated dataIdentify when an AI has invented location availability or equipment rates in your production drafts. You will apply these auditing techniques to budget drafts to ensure every figure is real.
Remove unsafe instructionsStrip unverified technical guidance and rigging procedures from AI output to prevent unsafe operating procedures. You will learn to flag high-risk suggestions before they reach the set.
Implement placeholder promptingPrompt AI agents to use clear placeholders for figures that require human verification instead of guessing. This ensures your drafts mark gaps in knowledge rather than inventing facts.
Route feasibility questionsEstablish clear paths to send AI-flagged planning conflicts to the responsible department head for a final decision. You will determine which issues require a lead producer's sign-off.
Define agent boundariesSet explicit remits and 'hard lines' for planning agents to prevent them from inventing costs or availability. You will use these boundaries to constrain the agent's drafting power.
Enforce source citationsPrompt your AI tools to cite specific sources for any listed cost, rate, or location status. This replaces confident assumptions with a traceable trail of verification for your team.

How it works

A tutor that meets you where you are

  1. Adaptive LessonsThe course material is not static. It adapts to your current level of experience and knowledge as you progress through each module.
  2. One-on-One AI TutorYou have a personal AI tutor available to answer any question about the material. You can interact with the tutor through typed text or out loud via voice.
  3. Active Learning ToolsEach lesson is paired with targeted quizzes and digital flashcards. These tools are tied to the lesson content to reinforce auditing techniques and memory.
  4. Progress TrackingKeep a clear record of your journey through the curriculum. The system tracks your movement through the modules until you earn a certificate of completion.

Curriculum

The curriculum

This focused 2-hour course teaches you how to treat AI drafts as suggestions, not requirements, by auditing every unverified claim.

Module 1Identifying AI Hallucinations in Planning2 lessons

  1. 1Spotting Invented Availability and Rates
    • Identify hallucinated facts in AI-generated location availability.
    • Spot unverified equipment rates in AI-drafted budgets.
  2. 2Auditing Safety and Technical Guidance
    • Strip unverified technical and safety instructions from AI output.
    • Identify high-risk AI suggestions regarding rigging and stunt safety.

Module 2Implementing Guardrails and Placeholders3 lessons

  1. 3Prompting for Placeholders and Sources
    • Write prompts that force AI to use placeholders instead of inventing figures.
    • Prompt AI to cite sources for any listed cost or availability.
  2. 4Routing Feasibility to Department Heads
    • Establish routing paths for feasibility questions to the correct department head.
    • Determine which planning conflicts require a producer or department lead to decide.
  3. 5Setting Agent Remits and Boundaries
    • Set explicit boundaries for planning agents to prevent cost or availability invention.
    • Define the 'hard line' an agent must not cross regarding production requirements.

Who it’s for

Made for you if…

Made for: Filmmakers, producers, editors and production teams coordinating a story across development, planning and post-production

Producers

You need to ensure that AI-drafted budgets and schedules are based on reality, not hallucinated rates. This course helps you spot invented costs before they become financial obligations or mislead your financing partners.

Unit Production Managers (UPMs)

You are responsible for the safety and efficiency of the set. You will learn to strip unverified technical and rigging instructions from AI output to prevent dangerous, unverified procedures from becoming production requirements.

Production Coordinators

You handle the bulk of the administrative planning and drafting. This course teaches you how to replace invented availability with sourced figures and clear placeholders that route feasibility questions to the correct department lead.

Department Heads

You are the final authority on technical feasibility and safety. You will learn how to set explicit remits and hard boundaries for planning agents so they stop inventing data and instead flag issues for your professional sign-off.

Questions

Good to know

What specifically does it mean that the AI 'invents' availability or rates?

AI can hallucinate facts, meaning it may confidently list a location as available or quote a specific equipment rate that does not exist in reality. This course teaches you how to identify these unverified claims before they are treated as production requirements.

Why is it dangerous to use AI for safety or rigging instructions?

AI may generate technical guidance or rigging procedures that have not been verified by a qualified human professional. You will learn how to strip these unverified instructions from your plans to prevent unsafe operating procedures on set.

How does 'placeholder prompting' differ from standard prompting?

Instead of allowing the AI to guess a figure, you will learn to write prompts that force the agent to use clear placeholders. This ensures that any cost or availability requirement must be filled in by a human with a sourced figure.

Who is the intended audience for this auditing process?

The course is designed for Producers, Unit Production Managers (UPMs), and Production Coordinators. It is intended for those with intermediate experience in production planning and budgeting who use AI for administrative drafting.

How do I handle a planning conflict that the AI flags?

You will learn to establish formal routing paths that send these feasibility questions to the responsible department head. The course helps you determine which conflicts require a producer or department lead to make the final decision.

What is an 'agent remit' or 'hard line' in the context of planning?

A remit is the specific scope of work assigned to an AI agent, while a hard line is an explicit boundary it must not cross. You will learn to set these boundaries to prevent agents from inventing costs or availability.

Can I use this course if I am not a technical AI expert?

Yes, the course only requires a basic familiarity with prompting AI assistants for administrative tasks. The focus is on the practical auditing of production documents rather than advanced AI architecture.

Master the Audit

$47

One payment · lifetime access

  • Techniques to spot invented availability and equipment rates
  • Methods for stripping unverified safety and rigging guidance
  • Prompting strategies for placeholders and source citations
  • Workflows for routing feasibility to department heads
  • Frameworks for setting agent remits and hard boundaries

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Refunds: Full refund if you ask before you open your first lesson. Once you’ve started, purchases aren’t refundable, except where the law gives you that right.

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