The proof

Sample receipts — live backtest pending data

We give the model only what was knowable before launch and ask it to separate winners from losers. Here is the record against real sales-rank outcomes. This is the number no backward-looking tool can produce.

4/5
correct calls (sample)
ProductPredictionTierReal outcomeResult
Blind-box collectible lineWinnerTop decileRank rose to top 3% in 90 days✓ hit
Generic wooden stacking setLoserBottom halfRank decayed, delisted at reset✓ hit
Licensed character playsetWinnerTop quartileSustained top-quartile rank✓ hit
Novelty gimmick toyViral spikeFast then fadeSpiked, faded in 60 days✓ hit
Mid-tier building setWinnerTop quartileUnderperformed — held mid-pack✕ miss