Gemma 3 12B is $0.04 cheaper per 1M input tokens (50% lower; 2x difference).
API cost decision in 10 seconds
Qwen3 VL 8B Instruct vs Gemma 3 12B
Pick Gemma 3 12B for lower cost; pick Qwen3 VL 8B Instruct only if the larger context window matters more.
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Data confirmed:
Prices normalized to USD per 1M tokens
Sample workload: 1M input + 500K output
Budget verdict
Pick Gemma 3 12B for lower cost; pick Qwen3 VL 8B Instruct only if the larger context window matters more.
On the standard 1M input plus 500K output workload, Gemma 3 12B is estimated at $0.11 vs $0.33 for Qwen3 VL 8B Instruct, saving $0.23 (68.2% lower).
Cost-first pickGemma 3 12B
Context-first pickQwen3 VL 8B Instruct
Sample savings$0.2368.2%
10x traffic gap$2.25
Qwen3 VL 8B Instruct has more context, but Gemma 3 12B saves $0.23 on the standard workload. At 10x that traffic, the same price gap is about $2.25. Use the calculator below to replace the sample workload with your own token volume.
Cost sensitivity
Workload Sensitivity
Gemma 3 12B stays cheaper across input-heavy, balanced, and output-heavy sample workloads.
| Workload shape | Token mix | Better pick | Qwen3 VL 8B Instruct | Gemma 3 12B |
|---|---|---|---|---|
| Input-heavy / RAG | 5M input + 500K output | Gemma 3 12B | $0.65 | $0.27 |
| Balanced workload | 1M input + 1M output | Gemma 3 12B | $0.58 | $0.17 |
| Output-heavy chatbot | 1M input + 5M output | Gemma 3 12B | $2.58 | $0.69 |
Gemma 3 12B is $0.37 cheaper per 1M output tokens (74% lower; 3.85x difference).
Qwen3 VL 8B Instruct has 124.93K more context (1.95x larger).
Gemma 3 12B is $0.23 cheaper on the standard workload (68.2% lower).
Estimate your workload cost
Your Workload Cost
This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.
Quick Decision
Gemma 3 12B has the lower input price; Gemma 3 12B has the lower output price; Qwen3 VL 8B Instruct offers the larger context window. For the 1M input plus 500K output sample, Gemma 3 12B is cheaper for the standard workload.
For a 1M input token plus 500K output token workload, the estimated API cost is $0.33 for Qwen3 VL 8B Instruct and $0.11 for Gemma 3 12B.
Choose Qwen3 VL 8B Instruct when you care most about larger context window.
Choose Gemma 3 12B when you care most about lower input-token price, and lower output-token price.
- On the standard 1M input plus 500K output workload, Gemma 3 12B is estimated at $0.11 vs $0.33 for Qwen3 VL 8B Instruct, saving $0.23 (68.2% lower).
- Gemma 3 12B is $0.23 cheaper on the standard workload (68.2% lower).
- Gemma 3 12B is $0.04 cheaper per 1M input tokens (50% lower; 2x difference).
- Gemma 3 12B is $0.37 cheaper per 1M output tokens (74% lower; 3.85x difference).
- Qwen3 VL 8B Instruct has 124.93K more context (1.95x larger).
| Feature | Qwen3 VL 8B Instruct (Qwen) | Gemma 3 12B (Google) |
|---|---|---|
| Input Price prompt tokens per 1M | $0.08 | $0.04 |
| Completion Price per 1M tokens | $0.5 | $0.13 |
| Sample Workload Cost 1M input + 500K output | $0.33 | $0.11 |
| Context Window | 256K | 131.07K |
| Release Date | ||
| Popularity | #108 | #123 |
Use-Case Decision Matrix
| Use case | Better pick | Why |
|---|---|---|
| Budget-constrained production | Gemma 3 12B | On the standard 1M input plus 500K output workload, Gemma 3 12B is estimated at $0.11 vs $0.33 for Qwen3 VL 8B Instruct, saving $0.23 (68.2% lower). |
| High-volume input processing | Gemma 3 12B | Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill. |
| Long responses and chatbots | Gemma 3 12B | Lower output-token price matters most when assistants generate many completion tokens. |
| RAG or long-document work | Qwen3 VL 8B Instruct | A larger context window leaves more room for retrieved passages, conversation history, or source files. |
Related Alternatives
- Qwen3 Next 80B A3B Instruct (free) can replace Qwen3 VL 8B Instruct when lower sample workload cost matters most: $0.
- Qwen3 Coder 480B A35B (free) can replace Qwen3 VL 8B Instruct when lower sample workload cost matters most: $0.
- Qwen2.5 7B Instruct can replace Qwen3 VL 8B Instruct when lower sample workload cost matters most: $0.09.
- Qwen3.5-9B can replace Qwen3 VL 8B Instruct when lower sample workload cost matters most: $0.11.
- Llama 4 Scout offers 10M context with $0.23 sample workload cost.
- Owl Alpha offers 1.05M context with $0 sample workload cost.
- DeepSeek V4 Flash offers 1.05M context with $0.2 sample workload cost.
- Gemini 2.5 Flash Lite offers 1.05M context with $0.3 sample workload cost.
- DeepSeek V4 Flash · DeepSeek · #1
- Hy3 preview · Tencent · #2
- Claude Opus 4.7 · Anthropic · #3
- Claude Sonnet 4.6 · Anthropic · #4
Cheaper alternatives
Review low-cost models sorted by a standard 1M input plus 500K output workload.
Open cheapest modelsLarger context alternatives
Find models with larger context windows for RAG, long documents, and codebase review.
Open largest context modelsProvider catalogs
Compare models within provider hubs before choosing a final API vendor.
Open provider hubsQwen catalog
Review all tracked Qwen models before deciding whether this matchup is the right shortlist.
Open Qwen modelsGoogle catalog
Check other Google models with comparable pricing, context, or release timing.
Open Google modelsQwen3-VL-8B-Instruct is a multimodal vision-language model from the Qwen3-VL series, built for high-fidelity understanding and reasoning across text, images, and video. It features improved multimodal fusion with Interleaved-MRoPE for long-horizon...
Gemma 3 introduces multimodality, supporting vision-language input and text outputs. It handles context windows up to 128k tokens, understands over 140 languages, and offers improved math, reasoning, and chat capabilities,...