Optional Tools · Advanced Workflows

Use This Page Only When a Regular Prompt Is Not Enough.

These workflows troubleshoot a specific problem: a weak search, a prompt that is not working, research that needs auditing, or a repeated process you want to simplify.

Advanced means more process, not better work.

You Probably Do Not Need This Page

If a regular Promptbook Quick prompt is getting you what you need, keep using it. There is no benefit to adding more steps simply because AI can handle a longer workflow.

  1. Try the simple route first.Use the regular task pages for ordinary searching, evaluating, planning, and comparing.
  2. Name the problem.Use an advanced workflow only when you can say what is not working.
  3. Stop when the problem is solved.You do not need to complete every phase or turn a one-time task into a system.
Not sure where to start? Go back to Try a Task. The regular routes are the default, not the beginner version.
Optional workflow 2

Improve a Prompt Without Changing the Goal

Use this when a prompt you already have produces vague, overly long, inconsistent, or off-target responses.

Copy and paste as-is

Use AI as a Prompt Editor

The workflow fixes the smallest thing that is getting in the way.

Preview the prompt
I have an AI prompt for OER, ZTC, course-material, or faculty-support work that I want to improve.

Ask me to paste the prompt first. Then ask no more than 3 short questions needed to understand:
- what I actually want the prompt to accomplish,
- what has been going wrong, and
- what information or judgment must remain human.

After I answer, identify the smallest changes that would make the prompt work better. If one or two edits are enough, do not rewrite the entire prompt.

Preserve my actual goal rather than making the task broader or more elaborate. Build in these safeguards when relevant:
- do not invent titles, links, licenses, holdings, or access conditions;
- separate evidence from inference;
- label unknowns “Needs verification”;
- do not make final curricular, licensing, accessibility, or adoption decisions for me;
- keep the output as short as the task reasonably allows.

Show me:
1. the revised prompt,
2. up to 3 brief changes you made and why, and
3. anything the prompt still cannot safely or reliably do.
Human Check: A more sophisticated prompt is not automatically a better prompt. Keep only the instructions that improve the task.
Optional workflow 3

Audit AI-Generated OER Research

Use this before relying on a long AI-generated list, comparison, or memo when you are not sure what was actually verified.

Copy and paste as-is

Turn the Output Into a Verification Queue

Focus human checking on the claims that matter most instead of redoing the whole search.

Preview the prompt
I have AI-generated research about OER or zero-cost course materials that I need to audit before I use it.

Ask me to paste the research output, list, table, or memo. Then review the important factual claims.

For each important claim, use one status:
- Verified: confirmed from an original or authoritative source,
- Needs verification: plausible or incomplete but not yet confirmed, or
- Not verified: unsupported, contradicted, or not checkable with the information available.

Use the Evidence column to explain why a claim received that status, including whether it was contradicted or simply could not be checked.

Pay special attention to:
- whether a resource actually exists,
- the correct title and source,
- direct links,
- open-license or public-domain status,
- whether “free to access” has been confused with OER,
- library or subscription claims,
- accessibility claims,
- currency and version information, and
- claims about course fit that are not supported by course evidence.

If you have current web access, prefer original source pages. If you cannot access the current authoritative source for a claim, do not call it verified. Do not replace one unsupported claim with another.

Return a short audit table: Claim or Candidate | Status | Evidence | What I Should Check Next. End with no more than 3 items that most need human attention.
Human Check: The purpose is to reduce what you have to verify manually, not to create a second layer of unverified AI claims.
Optional workflow 4

Turn a Repeated Task Into a Reusable Workflow

Use this only when you genuinely repeat the same OER or ZTC process and a template would save time.

Copy and paste as-is

Build the Smallest Repeatable Version

The workflow looks for repetition worth removing, not a reason to formalize every task.

Preview the prompt
Help me decide whether an OER, ZTC, course-material, or faculty-support process is worth turning into a reusable workflow.

Ask me first to describe the task, how often I repeat it, and one example of how I currently do it.

If the task is occasional, highly context-specific, or faster to do directly, tell me not to formalize it. If a reusable workflow would genuinely save time, ask only the questions needed to identify:
- who will use it,
- the minimum information they need to provide,
- which repetitive steps AI can assist with,
- which steps require human or local institutional judgment,
- what evidence must be verified, and
- what a useful final output should look like.

Then create:
1. a short step-by-step workflow,
2. a reusable AI prompt that asks for missing information instead of relying on bracket placeholders,
3. a short Human Check list, and
4. a “Needs verification” list for claims the AI should never guess.

Create a separate Quick version only if the full workflow is genuinely more complex than most users will need.

Keep the workflow practical for busy community college faculty or staff. Do not add steps merely to make the process look comprehensive.
Human Check: A reusable workflow should remove repetitive work. If it creates more setup than the original task, simplify it or do not use it.
Before you leave

The Regular Task Pages Are the Main Promptbook

Return to them whenever the problem can be solved with a straightforward Quick prompt. Advanced Workflows is troubleshooting support, not a level you are supposed to reach.