Grok Code Fast 1 vs Aion-RP 1.0 (8B) vs Qwen3-VL Plus
Qwen3-VL Plus comes out ahead, 58 to 48 and 24 on our weighted score.
xAIGrok Code Fast 1
48/100- ECI—
- Price$0.20 / $1.50
- Context256K
Aion Labs
Aion-RP 1.0 (8B)
24/100- ECI—
- Price$0.80 / $1.60
- Context33K
- Our pick
Alibaba (Qwen)Qwen3-VL Plus
58/100- ECI—
- Price$0.20 / $1.60
- Context262K
Qwen3-VL Plus is our pick
Qwen3-VL Plus is the better all-round choice, scoring 58/100 against Grok Code Fast 1 (48) and Aion-RP 1.0 (8B) (24). It leads on inputs & features. 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 Plus $0.55 · Aion-RP 1.0 (8B) $1.00 per 1M tokens (3:1 blend)
- Longest contextQwen3-VL PlusQwen3-VL Plus 262,144 · Grok Code Fast 1 256,000 · Aion-RP 1.0 (8B) 32,768 tokens
- Widest inputsQwen3-VL PlusGrok Code Fast 1: Text · Aion-RP 1.0 (8B): Text · Qwen3-VL Plus: Text, Images
- Self-hostingAion-RP 1.0 (8B)Publishes downloadable weights
| Measure | Weight | Grok Code Fast 1 | Aion-RP 1.0 (8B) | Qwen3-VL Plus |
|---|---|---|---|---|
| Price | 50% | 60 | 48 | 60 |
| Inputs & features | 30% | 35 | 0 | 70 |
| Context window | 20% | 36 | 0 | 37 |
| Overall | 100% | 48/100 | 24/100 | 58/100 |
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 | Grok Code Fast 1xAI | Aion-RP 1.0 (8B)Aion Labs | Qwen3-VL PlusAlibaba (Qwen) |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.20 (best) | $0.80 | $0.20 (best) |
| Output | $1.50 (best) | $1.60 | $1.60 |
| Cached input | — | — | $0.04 |
| Blended (3:1) | $0.525 (best) | $1.00 | $0.55 |
| Long-context rate | Same rate | Same rate | Over 32K: $0.30 / $2.40 |
| Price source | Median of 5 providers | Median of 4 providers | Official Alibaba API |
| Limits | |||
| Context window | 256,000 tokens | 32,768 tokens | 262,144 tokens (best) |
| Max output | 10,000 tokens | 29,491 tokens | 32,768 tokens (best) |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | No | Yes |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | No |
| Reasoning | Yes | No | Yes |
| Tool calling | Yes | No | Yes |
| Structured output | No | No | Yes |
| Availability | |||
| Weights | Proprietary | Open | Proprietary |
| API model ID | — | — | qwen3-vl-plus |
| API providers | 7 (best) | 4 | 6 |
| Released | Sep 2, 2025 | Feb 4, 2025 | Sep 23, 2025 |
| Knowledge cutoff | — | Dec 31, 2023 | Apr 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Grok Code Fast 1$5.00
- Aion-RP 1.0 (8B)$11.20
- Qwen3-VL Plus$5.20
Which should you choose?
Which is better: Grok Code Fast 1, Aion-RP 1.0 (8B) or Qwen3-VL Plus?
Qwen3-VL Plus is the better all-round choice, scoring 58/100 against Grok Code Fast 1 (48) and Aion-RP 1.0 (8B) (24). It leads on inputs & features. 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, Grok Code Fast 1, Aion-RP 1.0 (8B) or Qwen3-VL Plus?
Grok Code Fast 1 is cheaper at $0.20 input / $1.50 output per million tokens (median across 5 API providers). Qwen3-VL Plus costs $0.20 input / $1.60 output per million tokens (official Alibaba API price); Aion-RP 1.0 (8B) costs $0.80 input / $1.60 output per million tokens (median across 4 API providers). 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 $0.55 for Qwen3-VL Plus (1× as much) and $1.00 for Aion-RP 1.0 (8B) (1.9× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Grok Code Fast 1 has not been scored yet, Aion-RP 1.0 (8B) has not been scored yet and Qwen3-VL Plus has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Grok Code Fast 1, Aion-RP 1.0 (8B) and Qwen3-VL Plus yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Note that Aion-RP 1.0 (8B) does not support tool calling, which most coding agents need.
Which has the bigger context window?
Qwen3-VL Plus has the largest context window at 262,144 tokens, against 256,000 for Grok Code Fast 1 and 32,768 for Aion-RP 1.0 (8B). Maximum output per response: Grok Code Fast 1 up to 10,000, Aion-RP 1.0 (8B) up to 29,491, Qwen3-VL Plus up to 32,768 tokens.
Which can read images, PDFs, audio or video?
Grok Code Fast 1 accepts text; Aion-RP 1.0 (8B) accepts text; Qwen3-VL Plus accepts text and images. Qwen3-VL Plus handles the widest range of inputs.
Are any of these open source?
Aion-RP 1.0 (8B) publishes its weights and can be self-hosted; Grok Code Fast 1 and Qwen3-VL Plus is proprietary.
Which is newer?
Qwen3-VL Plus is the newest, released Sep 23, 2025. Grok Code Fast 1 came out Sep 2, 2025; Aion-RP 1.0 (8B) came out Feb 4, 2025. Knowledge cutoff: Aion-RP 1.0 (8B) Dec 31, 2023, Qwen3-VL Plus Apr 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.
