Ranking

Ranking is the process of ordering search results from the best match to the least relevant.

This is a simple learning demo. Real AI systems use many more signals to rank results.

Interactive Playground

Search Query

Dataset 8 Items

Results to Show 5

Live Visualization

Top 3 Podium

Similarity Scores

Ranked Results

Statistics

animal

Query

Total Items

Shown

Highest Similarity

Lowest Similarity

Rank 1

Score → Rank Breakdown

🥇

Rank #1

Highest similarity score, closest to your query

0.95

🥈

Rank #2

Still relevant but a bit further away

0.78

🥉

Rank #3

Marginally related, ranked by score, not keyword

0.61

💡 Ranking is just sorting, AI scores every item against your query, then returns the top results in order.

🎓 Tips 2 tips

A high score doesn't guarantee relevance, set a minimum threshold to filter out low-scoring noise.

Reranking is a second step, retrieve 100 results fast, then run a slower but more accurate reranker on just those 100.

💡

Key Takeaway

AI usually finds many possible results, then ranks them so the most relevant ones appear first.