LOADING COMPARISON
GROUNDED IN REAL HUMAN CONVERSATIONSYOUR BENCH
HEAD TO HEAD
Ling 3.0 Flash VL vs Step 3 vs Fugu Max
Community vibe score against API price per 1M tokens. Up and left wins: loved and cheap.
WHAT PEOPLE SAY
Ling 3.0 Flash VL
LOVE
Answers come back fast
COMPLAINT
Outages, errors, or limits get in the way
Step 3
LOVE
Popular for coding help
COMPLAINT
People find it expensive
Fugu Max
LOVE
Good at writing and wording things
COMPLAINT
Outages, errors, or limits get in the way
VALUE FOR MONEY
NOT ON THE CHART (NO PUBLIC API PRICE):Step 3STILL IN THE TABLE BELOW. THE CHART ONLY PLOTS MODELS WITH A KNOWN PRICE PER 1M TOKENS.
| Metric | |||
|---|---|---|---|
| VIBE SCORE | 6.9 | 6.9 | 7.6 |
| VOICES | 5,675 | 1,335 | 5,959 |
| RANK | #42 | #46 | #4 |
| CATEGORY | Multimodal | Text | Multimodal |
| OPEN/CLOSED | OPEN WEIGHTS | CLOSED | CLOSED |
| PRICE IN (per 1M) | $0.06 / 1M | N/A | $2.00 / 1M |
| PRICE OUT (per 1M) | $0.18 / 1M | N/A | $6.00 / 1M |
| THE CROWD LOVES | Answers come back fast | Popular for coding help | Good at writing and wording things |
| THE CROWD GRUMBLES | Outages, errors, or limits get in the way | People find it expensive | Outages, errors, or limits get in the way |
ADD A MODEL (3 OF 4 SLOTS USED)
Fair fights only: chat and coding models compare with each other.
