ERNIE 4.5 VL 424B A47B vs Grok Code Fast 1 vs Qwen3 VL 235B A22B Instruct
Too close to call on our weighted score (Qwen3 VL 235B A22B Instruct 49, Grok Code Fast 1 48, ERNIE 4.5 VL 424B A47B 44). The right pick depends on what you value most.
BaiduERNIE 4.5 VL 424B A47B
44/100- ECI—
- Price$0.42 / $1.25
- Context123K
xAIGrok Code Fast 1
48/100- ECI—
- Price$0.20 / $1.50
- Context256K
Alibaba (Qwen)Qwen3 VL 235B A22B Instruct
49/100- ECI—
- Price$0.30 / $1.55
- Context131K
Too close to call
It is close. Our weighted score puts them within a point (Qwen3 VL 235B A22B Instruct 49/100, Grok Code Fast 1 48/100, ERNIE 4.5 VL 424B A47B 44/100), so choose by what matters most for your work: Grok Code Fast 1 on price and Grok Code Fast 1 for long inputs. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
- CapabilityNot enough dataNo independent benchmark covers every model here yet
- Lowest priceGrok Code Fast 1Grok Code Fast 1 $0.525 · Qwen3 VL 235B A22B Instruct $0.613 · ERNIE 4.5 VL 424B A47B $0.627 per 1M tokens (3:1 blend)
- Longest contextGrok Code Fast 1Grok Code Fast 1 256,000 · Qwen3 VL 235B A22B Instruct 131,072 · ERNIE 4.5 VL 424B A47B 123,000 tokens
- Widest inputsERNIE 4.5 VL 424B A47B and Qwen3 VL 235B A22B InstructERNIE 4.5 VL 424B A47B : Text, Images · Grok Code Fast 1: Text · Qwen3 VL 235B A22B Instruct: Text, Images
- Self-hostingERNIE 4.5 VL 424B A47B and Qwen3 VL 235B A22B InstructPublishes downloadable weights
| Measure | Weight | ERNIE 4.5 VL 424B A47B | Grok Code Fast 1 | Qwen3 VL 235B A22B Instruct |
|---|---|---|---|---|
| Price | 50% | 57 | 60 | 57 |
| Inputs & features | 30% | 35 | 35 | 50 |
| Context window | 20% | 23 | 36 | 25 |
| Overall | 100% | 44/100 | 48/100 | 49/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | ERNIE 4.5 VL 424B A47B Baidu | Grok Code Fast 1xAI | Qwen3 VL 235B A22B InstructAlibaba (Qwen) |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.42 | $0.20 (best) | $0.30 |
| Output | $1.25 (best) | $1.50 | $1.55 |
| Cached input | — | — | — |
| Blended (3:1) | $0.627 | $0.525 (best) | $0.613 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Median of 1 providers | Median of 5 providers | Median of 16 providers |
| Limits | |||
| Context window | 123,000 tokens | 256,000 tokens (best) | 131,072 tokens |
| Max output | 16,000 tokens | 10,000 tokens | 32,768 tokens (best) |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | No | Yes |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | No |
| Reasoning | Yes | Yes | No |
| Tool calling | No | Yes | Yes |
| Structured output | No | No | No |
| Availability | |||
| Weights | Open | Proprietary | Open |
| API model ID | — | — | — |
| API providers | 1 | 7 | 16 (best) |
| Released | Jun 30, 2025 | Sep 2, 2025 | Sep 23, 2025 |
| Knowledge cutoff | Mar 31, 2025 | — | Mar 31, 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- ERNIE 4.5 VL 424B A47B $6.70
- Grok Code Fast 1$5.00
- Qwen3 VL 235B A22B Instruct$6.10
Which should you choose?
Which is better: ERNIE 4.5 VL 424B A47B , Grok Code Fast 1 or Qwen3 VL 235B A22B Instruct?
It is close. Our weighted score puts them within a point (Qwen3 VL 235B A22B Instruct 49/100, Grok Code Fast 1 48/100, ERNIE 4.5 VL 424B A47B 44/100), so choose by what matters most for your work: Grok Code Fast 1 on price and Grok Code Fast 1 for long inputs. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.
Which is cheaper, ERNIE 4.5 VL 424B A47B , Grok Code Fast 1 or Qwen3 VL 235B A22B Instruct?
Grok Code Fast 1 is cheaper at $0.20 input / $1.50 output per million tokens (median across 5 API providers). Qwen3 VL 235B A22B Instruct costs $0.30 input / $1.55 output per million tokens (median across 16 API providers); ERNIE 4.5 VL 424B A47B costs $0.42 input / $1.25 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $0.525 per million tokens for Grok Code Fast 1 versus $0.613 for Qwen3 VL 235B A22B Instruct (1.2× as much) and $0.627 for ERNIE 4.5 VL 424B A47B (1.2× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. ERNIE 4.5 VL 424B A47B has not been scored yet, Grok Code Fast 1 has not been scored yet and Qwen3 VL 235B A22B Instruct has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for ERNIE 4.5 VL 424B A47B , Grok Code Fast 1 and Qwen3 VL 235B A22B Instruct yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that ERNIE 4.5 VL 424B A47B does not support tool calling, which most coding agents need.
Which has the bigger context window?
Grok Code Fast 1 has the largest context window at 256,000 tokens, against 131,072 for Qwen3 VL 235B A22B Instruct and 123,000 for ERNIE 4.5 VL 424B A47B . Maximum output per response: ERNIE 4.5 VL 424B A47B up to 16,000, Grok Code Fast 1 up to 10,000, Qwen3 VL 235B A22B Instruct up to 32,768 tokens.
Which can read images, PDFs, audio or video?
ERNIE 4.5 VL 424B A47B accepts text and images; Grok Code Fast 1 accepts text; Qwen3 VL 235B A22B Instruct accepts text and images. ERNIE 4.5 VL 424B A47B handles the widest range of inputs.
Are any of these open source?
ERNIE 4.5 VL 424B A47B and Qwen3 VL 235B A22B Instruct publishes its weights and can be self-hosted; Grok Code Fast 1 is proprietary.
Which is newer?
Qwen3 VL 235B A22B Instruct is the newest, released Sep 23, 2025. Grok Code Fast 1 came out Sep 2, 2025; ERNIE 4.5 VL 424B A47B came out Jun 30, 2025. Knowledge cutoff: ERNIE 4.5 VL 424B A47B Mar 31, 2025, Qwen3 VL 235B A22B Instruct Mar 31, 2025.
How do you decide the winner?
Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Nov 2, 2026.
