LOADING COMPARISON
GROUNDED IN REAL HUMAN CONVERSATIONSYOUR BENCH
HEAD TO HEAD
Codestral vs Qwen3.8 Flash vs Step 2
Community vibe score against API price per 1M tokens. Up and left wins: loved and cheap.
WHAT PEOPLE SAY
Codestral
LOVE
Popular for coding help
Qwen3.8 Flash
LOVE
Popular for coding help
COMPLAINT
Outages, errors, or limits get in the way
Step 2
LOVE
Popular for coding help
COMPLAINT
Sometimes makes things up
VALUE FOR MONEY
NOT ON THE CHART (NO PUBLIC API PRICE):Step 2STILL IN THE TABLE BELOW. THE CHART ONLY PLOTS MODELS WITH A KNOWN PRICE PER 1M TOKENS.
| Metric | |||
|---|---|---|---|
| VIBE SCORE | 6.1 | 7.6 | 7.5 |
| VOICES | 187 | 6,014 | 3,789 |
| RANK | #161 | #4 | #8 |
| CATEGORY | Code | Multimodal | Text |
| OPEN/CLOSED | OPEN WEIGHTS | OPEN WEIGHTS | CLOSED |
| PRICE IN (per 1M) | $0.30 / 1M | $0.15 / 1M | N/A |
| PRICE OUT (per 1M) | $0.90 / 1M | $0.47 / 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 | Outages, errors, or limits get in the way | Sometimes makes things up |
ADD A MODEL (3 OF 4 SLOTS USED)
Fair fights only: chat and coding models compare with each other.
