LOADING COMPARISON
GROUNDED IN REAL HUMAN CONVERSATIONSYOUR BENCH
HEAD TO HEAD
Codestral vs Qwen3 Coder Next vs Step 1
Community vibe score against API price per 1M tokens. Up and left wins: loved and cheap.
VALUE FOR MONEY
NOT ON THE CHART (NO PUBLIC API PRICE):Step 1STILL IN THE TABLE BELOW. THE CHART ONLY PLOTS MODELS WITH A KNOWN PRICE PER 1M TOKENS.
| Metric | |||
|---|---|---|---|
| VIBE SCORE | 6.0 | 6.1 | 7.4 |
| VOICES | 166 | 138 | 3,682 |
| RANK | #179 | #156 | #11 |
| CATEGORY | Code | Code | Text |
| OPEN/CLOSED | OPEN WEIGHTS | OPEN WEIGHTS | CLOSED |
| PRICE IN (per 1M) | $0.30 / 1M | $0.12 / 1M | N/A |
| PRICE OUT (per 1M) | $0.90 / 1M | $0.80 / 1M | N/A |
| THE CROWD LOVES | Popular for coding help | Popular for coding help | Popular for coding help |
| THE CROWD GRUMBLES | Nobody is complaining yet | Coding help disappoints some people | Sometimes makes things up |
ADD A MODEL (3 OF 4 SLOTS USED)
Fair fights only: chat and coding models compare with each other.
