Context
This is where the learner feels the leverage. The same workflow that improves one listing can evaluate and rewrite many, but only if the output is structured for review.
Do This Now
- Run the skill on 5 listings first.
- Review the report and fix any pattern problems.
- Run it on 10 listings.
- Only then run it on the 50-listing JSON sample.
Where to paste this:
Paste this into Codex inside the starter workspace.
Paste this into Codex inside the starter workspace.
Prompt To Use
Run the real-estate listing improver skill as a batch workflow.
Use:
- inputs/sample-listings-10.csv for the first batch
- skills/real-estate-listing-improver/SKILL.md
- rubrics/listing-quality-rubric.md
Step 1: Process only 5 listings and create reports/batch-5-listings.md.
For each listing include:
- id
- score before
- top 2 problems
- suggested rewrite
- score after
- verification warnings
- approve/review/reject recommendation
Stop after 5 and summarize repeated issues before processing more.What You Should See
Expected result
Codex should stop after 5 listings and summarize patterns. This prevents scaling a bad workflow across 50 items.
If It Goes Wrong
- If it processes all 50 immediately, remind it to stop after 5.
- If outputs are hard to review, ask for a table with one row per listing.
- If rewrites feel samey, ask for target-buyer and strongest-feature variation.
Make It Yours
For real listings, require columns for source URL, property ID, last updated date, and human approval status.
Practical Output
Batch report for 5 listings and a safe path to 10 and 50.
Your Working Notes
What I tried
What I need to change
Codex Task Card
| Files to inspect | inputs/sample-listings-10.csv, inputs/sample-listings-50.json, skill, rubric. |
|---|---|
| Expected files created | reports/batch-5-listings.md, later reports/batch-10-listings.md and reports/batch-50-listings.md. |
| Verification checklist | The workflow stops for review before scaling. |
| Follow-up if weak | The 5-listing batch looks acceptable. Now process all 10 CSV listings and create reports/batch-10-listings.md using the same columns. |