Next-track suggestions with the reason shown

The challenge

Choosing the next record under pressure means falling back on the same twenty tracks, while hundreds that would work go unplayed.

The scenario

A DJ warming up a room wants to lift the energy without leaving the key, and would rather play something they have not reached for in months.

What you can ask

Illustrative prompts. Results depend on your own data and are not deterministic.

• “What can I play after this that stays in key but lifts the energy?”Copy
• “Forgotten tracks that would work after this one.”Copy

How Clearception approaches it

How the work is structured. Each step shows what its output is grounded in.

1. 1

   Pick the playing track

   Source

   DJ software does not share live deck state with other apps, so the DJ selects the track.

2. 2

   Score candidates

   Observed

   Tempo distance, key compatibility, energy and play history are scored for each candidate.

3. 3

   Suggest with reasons

   Recommendation

   Each suggestion names why it fits in the chosen mode.

Why it matters

A deeper set

Suggestions favour tracks that fit and have gone unplayed.

Explained, never automatic

The DJ decides; nothing is loaded onto a deck.