What this module does
A scenario is a thing you want to test — e.g. “Hire a US employee into an active position” or “Terminate an employee with future-dated leave.” Scenarios are grouped into categories like Hire, Termination, Job Change, Happy Path, or Negative / Validation. This module gives you two superpowers:- Generate scenarios with AI — click a button, the AI reads your workbook and proposes 20–40 scenarios organized by category. You review, approve, edit, or reject.
- Reuse scenarios across test cycles — categories live at the project level. The same “Hire” category can appear in Cycle 1, Cycle 2, and a regression cycle — no duplication.
Who uses this module
Before you start
You need:- A processed workbook in this project. If you haven’t uploaded one yet, see Workbooks.
- A test cycle picked. Categories are scoped to a cycle — same category can be reused across cycles, but generation happens for one cycle at a time. If you have only one cycle, it’s auto-selected.
- About 5 minutes for the generation + your initial review.
Step-by-step: generate scenarios with the AI
Open the Scenarios tab in your project

Scenarios tab with module groupings on the left and a category empty state on the right.
Pick a module

Empty state for Employee Central module showing the central 'Generate Categories' call-to-action.
Click Generate Categories
⟳ AI is reading your workbook… Added 0 categories so far.

Module pane immediately after clicking Generate: 10 baseline categories visible and a progress banner at the top.
Watch functional categories stream in

Module pane with 28 categories total (10 baseline + 18 AI), each AI row marked with an [AI] badge.
Review the proposed categories
- Keep (do nothing — it’s already Active)
- Edit — rename, change description, change position
- Demote — hide it from this cycle without deleting (you can restore later by clicking Generate again)

Category row with action menu open: Edit, Demote, Link to other cycles, Delete.
Open a category to add or generate scenarios
- Generate scenarios with AI — same pattern as categories, but for individual scenarios. The AI proposes 5–15 scenarios per category in ~10 seconds.
- + New scenario — write one manually
- Reorder scenarios with drag-and-drop

Category detail showing 8 AI-generated scenarios and the central 'Generate Scenarios' button for adding more.
Refining AI output with chat
Every generation surface in TestFactors has a chat panel on the right where you can refine the output in plain English. After categories or scenarios have generated, try:“Add more edge cases around international transfers” “Group the termination scenarios by reason code” “Skip the mass-operation scenarios for now — we’ll handle those in Cycle 2” “The ‘Hire’ category is too broad — split it into ‘New Hire’ and ‘Rehire’”

Category detail with a chat panel open on the right; user has typed a refinement and the AI is proposing changes.
Re-running the AI after the workbook changes
If your workbook gets updated (new sheets, new fields, a corrected spec), you can re-run the AI to pick up the changes without losing your existing categories:Open the module pane
Click the Refresh menu

Refresh dropdown showing 'Re-run AI suggestions' option.
Confirm
This will read the latest workbook knowledge and may add new functional categories on top of what’s already here. Existing categories won’t be removed or renamed.Click Re-run AI.
Watch for new arrivals
Reusing categories across test cycles
Categories aren’t locked to one cycle — they’re project-level entities you can link to as many cycles as you want.Open the category
Click Link to other cycles

Category 'Link to cycles' picker with three project cycles selectable.
Pick the cycles
Unlink when you don't need it
Tips
Generate before you write
Don't overthink the first pass
Use the chat for bulk edits
Categories are reusable, scenarios less so
Promote good rejections to feedback
Cap your scope early
Troubleshooting
I clicked Generate but only 10 categories appeared (no AI ones)
I clicked Generate but only 10 categories appeared (no AI ones)
- Did your workbook actually upload successfully? Open the Workbooks tab — the workbook should say “Ready” with a sheet count.
- Did the module get scanned? In the workbook detail, the Knowledge tab should show extracted facts for this SF module.
- Is the module right? If you tagged the workbook as “Compensation” but you’re generating in “Employee Central,” the AI has no source material. Check the workbook’s SF Module tag.
I see 'Categories already generated' when I click Generate
I see 'Categories already generated' when I click Generate
Generation is stuck on 'AI is reading your workbook…'
Generation is stuck on 'AI is reading your workbook…'
- Refresh the page — sometimes the progress banner is stale. Categories will be there.
- Try once more. Click Refresh from workbook → Re-run AI suggestions.
- If it keeps stalling, contact your Admin with the project name and timestamp.
I demoted a bunch of categories by mistake
I demoted a bunch of categories by mistake
I want to delete a category, not demote it
I want to delete a category, not demote it
The AI keeps proposing the same category name I rejected
The AI keeps proposing the same category name I rejected
- Demote (don’t delete) the unwanted category. Demoted rows are passed to the AI as “don’t propose this name.”
- Use the rejection feedback box to say why — the AI uses this signal on the next run.