reports/example_cases.md

# Example Cases

These cases were generated by running the actual application pipeline. They demonstrate how structured vehicle data, visual damage information, CHF pricing, and listing generation interact.

| Case | Vision mode | Damage score | Base price | Discount | Recommended price | Detected damages |
|---|---|---:|---:|---:|---:|---|
| clean_vehicle_manual_check | OpenAI Vision | 0.000 | CHF 25'413 | CHF 0 | CHF 25'413 | none |
| minor_damage_manual_check | OpenAI Vision | 0.150 | CHF 16'195 | CHF 2'429 | CHF 13'766 | scratch, dent |
| local_cv_severe_damage | Local CV baseline | 0.189 | CHF 16'195 | CHF 3'067 | CHF 13'128 | severe damage |

## clean_vehicle_manual_check

Clean baseline case using verified vehicle data and manual no-damage fallback.

- Vision mode: OpenAI Vision
- Damage model: `manual_damage_input`
- Damage score: 0.000
- Base price: CHF 25'413
- Damage discount: CHF 0
- Recommended price: CHF 25'413
- Visual evidence: Manual fallback labels were used; no image evidence was analyzed.

Listing output:

```text
For sale: 2019 BMW 3 Series with 64,000 km. This gasoline vehicle with automatic transmission offers 184 hp and a practical sedan body style. The recommended asking price is CHF 25'413, based on a market estimate of CHF 25'413 and an estimated visible-condition adjustment of CHF 0. Transparent condition note: no visible damage was detected from the provided image. Image evidence: Manual fallback labels were used; no image evidence was analyzed. Seller notes: Fresh service, non-smoking vehicle, winter tires included.
```

Explanation output:

```text
The base market price is CHF 25'413. The damage score is 0.000, which leads to an estimated adjustment of CHF 0. The final recommended listing price is CHF 25'413. Visual evidence: Manual fallback labels were used; no image evidence was analyzed. CHF values include a transparent Swiss-market calibration. The damage adjustment is a transparent heuristic, not a certified repair-cost estimate.

**Recognized risks**
- No visible damage was included in the price adjustment.

**Limitation**
The damage score is a transparent heuristic based on visible condition evidence. It is not a certified repair-cost estimate and does not replace a professional vehicle inspection.
```

## minor_damage_manual_check

Minor visible-damage case using controlled scratch and dent labels.

- Vision mode: OpenAI Vision
- Damage model: `manual_damage_input`
- Damage score: 0.150
- Base price: CHF 16'195
- Damage discount: CHF 2'429
- Recommended price: CHF 13'766
- Visual evidence: Manual fallback labels were used; no image evidence was analyzed.

Listing output:

```text
For sale: 2018 Volkswagen Golf with 50,000 km. This gasoline vehicle with manual transmission offers 150 hp and a practical hatchback body style. The recommended asking price is CHF 13'766, based on a market estimate of CHF 16'195 and an estimated visible-condition adjustment of CHF 2'429. Transparent condition note: scratch, dent. Image evidence: Manual fallback labels were used; no image evidence was analyzed. Seller notes: Fresh service, summer and winter tires included.
```

Explanation output:

```text
The base market price is CHF 16'195. The damage score is 0.150, which leads to an estimated adjustment of CHF 2'429. The final recommended listing price is CHF 13'766. Visual evidence: Manual fallback labels were used; no image evidence was analyzed. CHF values include a transparent Swiss-market calibration. The damage adjustment is a transparent heuristic, not a certified repair-cost estimate.

**Recognized risks**
- Visible damage was detected and reduced the recommended asking price.

**Limitation**
The damage score is a transparent heuristic based on visible condition evidence. It is not a certified repair-cost estimate and does not replace a professional vehicle inspection.
```

## local_cv_severe_damage

Local CV baseline case using a held-out severe-damage sample image.

- Vision mode: Local CV baseline
- Damage model: `local_cv_baseline`
- Damage score: 0.189
- Base price: CHF 16'195
- Damage discount: CHF 3'067
- Recommended price: CHF 13'128
- Visual evidence: front: Local CV baseline predicted 'severe damage' with confidence 0.95.

Listing output:

```text
2018 Volkswagen Golf, 50,000 km, Gasoline, Manual, 150 hp, Hatchback. Recommended listing price: CHF 13'128. Visible condition note: severe damage. Image evidence: front: Local CV baseline predicted 'severe damage' with confidence 0.95. Seller notes: Vehicle has visible exterior damage in the uploaded image.
```

Explanation output:

```text
The base market price is CHF 16'195. The damage score is 0.189, which leads to an estimated adjustment of CHF 3'067. The final recommended listing price is CHF 13'128. Visual evidence: front: Local CV baseline predicted 'severe damage' with confidence 0.95. CHF values include a transparent Swiss-market calibration. The damage adjustment is a transparent heuristic, not a certified repair-cost estimate. Image-quality warning: Local CV baseline uses image-level classification and does not provide detailed visual evidence.

**Recognized risks**
- Visible damage was detected and reduced the recommended asking price.
- Local CV baseline uses image-level classification and does not provide detailed visual evidence.

**Limitation**
The damage score is a transparent heuristic based on visible condition evidence. It is not a certified repair-cost estimate and does not replace a professional vehicle inspection.
```