> For the complete documentation index, see [llms.txt](https://lilo.gitbook.io/lilocookbook/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://lilo.gitbook.io/lilocookbook/appendix/fix-weak-bullets-gap-finder-prompts.md).

# Fix Weak Bullets (Gap-Finder Prompts)

If your bullets still feel flat or generic, this is where to go. These prompts will make ChatGPT ask you questions so you can add the missing details recruiters care about.

**Backend API quick questions**

```prompt
Answer in bullets:
- Endpoints shipped (method + path + brief purpose)
- Auth method and roles
- Validation example
- Most expensive query and how you handled it
- Traffic shape used for testing (req/s or sample size)
```

**Frontend quick questions**

```prompt
Answer in bullets:
- Primary flows (pages/components)
- State management and why it fit
- Loading and error states
- One perf metric and how measured
- One a11y improvement
```

**Database quick questions**

```prompt
Answer in bullets:
- Tables and relationships
- Constraints and indexes added
- Problem queries and timing before/after
- ETL cadence and checks
- Access patterns and who uses the data
```

**Data‑adjacent quick questions**

```prompt
Answer in bullets:
- Events/instrumentation added and where logged
- Reporting tables or dashboards created
- Data quality checks
- One decision that used the metric
- Cost or storage consideration if any
```

***

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