# AIelsen · Leo / Crowdfunding comment monitoring and operations data workbook

This workbook adapts the methods from an anonymized case. It contains no client material. Fill in your own task; the case account is not evidence about your project.

## Project baseline

- Business objective:
- Current obstacle:
- Inputs and authorized scope:
- Confirmed facts and existing decisions:
- Agent and human responsibilities:
- Verifiable delivery criteria:

## 1. Model event time

- Input:Business events and system records
- Method:Distinguish when something happened, was collected and was handled
- Output:Clear time fields and filtering rules
- Check:Metrics reflect the actual business meaning.

### Project log

| Question / input | Decision | Action | Output | Feedback / next step |
| --- | --- | --- | --- | --- |
| | | | | |

## 2. Verify new records against history

- Input:The current set and historical records
- Method:Deduplicate, compare and check summary fields
- Output:New review items with an explainable basis
- Check:The card count and detailed list use the same set.

### Project log

| Question / input | Decision | Action | Output | Feedback / next step |
| --- | --- | --- | --- | --- |
| | | | | |

## 3. Validate data through the full workflow

- Input:Collection, parsing and transfer stages
- Method:Check content validity and error status at each stage
- Output:Daily operating and recovery instructions
- Check:There is usable output to inspect; task completion is not treated as proof of valid data.

### Project log

| Question / input | Decision | Action | Output | Feedback / next step |
| --- | --- | --- | --- | --- |
| | | | | |

## Pre-delivery review

- [ ] Facts, proposals, illustrations and actual results are distinguished.
- [ ] New outputs retain the confirmed business facts and decisions.
- [ ] Created, delivered, used and live are not treated as the same status.
- [ ] No unverified return or accuracy claims are made.
- [ ] Sources, permissions and sensitive information follow the project requirements.
- [ ] The next owner knows where to continue.