Finding Spare Parts with AI – How Klaus Got His Scooter Running Again

Problem

Older vehicles often lack clear documentation. OEM numbers are missing or unreadable, online catalogs outdated, and many listings show incompatible parts. Searching manually takes hours.

AI Solution

Klaus describes the part naturally, for example: “I need the carburetor cover for a Piaggio ZIP 50, year 1998 – aluminum, round, two screws.”

The AI uses text analysis and optional image recognition to identify the component. It scans shop APIs, forums, and price‑comparison databases to deliver:

1. Three concrete results with link, price, and delivery time,
2. Compatibility check for model, year, and serial,
3. Alternative parts when originals are unavailable,
4. Extra info on shipping, reviews, and return policy.

Example Output

• Shop A – Original – €48.90 – 3 days delivery
• Shop B – Aftermarket – €36.00 – in stock
• Shop C – Used – €29.50 – 1‑year warranty

Outcome

Within minutes, Klaus finds the right part at a fair price. He saves time, avoids mistakes, and finishes the repair the same weekend.

Benefits

• Time‑saving: Automated search and comparison.
• Accuracy: AI identifies components even without part numbers.
• Convenience: Links, availability, and reviews in one view.

Limitations

• Depends on data freshness – availability and prices can change.
• Images must be clear and scaled correctly to avoid mismatches.
• Check payment and shipping details manually.