Llama 3.1 Swallow 70B Instruct vs Qwen3-235B-A22B
Llama 3.1 Swallow 70B Instruct (2025) and Qwen3-235B-A22B (2025) are compact production models from Tokyo Institute of Technology and Alibaba. Llama 3.1 Swallow 70B Instruct ships a 4k-token context window, while Qwen3-235B-A22B ships a 128k-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads. It focuses on practical selection signals rather than broad model-family marketing.
Qwen3-235B-A22B fits 32x more tokens; pick it for long-context work and Llama 3.1 Swallow 70B Instruct for tighter calls.
Decision scorecard
Local evidence first| Signal | Llama 3.1 Swallow 70B Instruct | Qwen3-235B-A22B |
|---|---|---|
| Best for | general production evaluation | provider-routed production |
| Decision fit | General | Coding, RAG, and Long context |
| Context window | 4k | 128k |
| Cheapest output | - | $0.58/1M tokens |
| Provider routes | 1 tracked | 5 tracked |
| Shared benchmarks | 0 shared | 0 shared |
Decision tradeoffs
- Use Llama 3.1 Swallow 70B Instruct when your own prompt tests beat the comparison signals; the local data does not show a decisive standalone advantage yet.
- Qwen3-235B-A22B has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Qwen3-235B-A22B has broader tracked provider coverage for fallback and route flexibility.
- Qwen3-235B-A22B uniquely exposes Structured outputs in local model data.
- Local decision data tags Qwen3-235B-A22B for Coding, RAG, and Long context.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Llama 3.1 Swallow 70B Instruct
Unavailable
No complete token price in local provider data
Qwen3-235B-A22B
$217
Cheapest tracked route/tier: Novita AI
Cost delta unavailable until both models have sourced input and output token prices.
Switch friction
- No overlapping tracked provider route is sourced for Llama 3.1 Swallow 70B Instruct and Qwen3-235B-A22B; plan for SDK, billing, or endpoint changes.
- Qwen3-235B-A22B adds Structured outputs in local capability data.
- No overlapping tracked provider route is sourced for Qwen3-235B-A22B and Llama 3.1 Swallow 70B Instruct; plan for SDK, billing, or endpoint changes.
- Check replacement coverage for Structured outputs before moving production traffic.
Specs
| Specification | ||
|---|---|---|
| Released | 2025-01-01 | 2025-04-29 |
| Context window | 4k | 128k |
| Parameters | 70B | 235B |
| Architecture | Decoder Only | Decoder Only |
| License | Llama 2 Community | Apache 2.0OSI-approved |
| Openness | Open weights | Open source |
| Weights | Unknown | Unknown |
| Code | Unknown | Unknown |
| Commercial use | Commercial use: conditional | Commercial use: permitted |
| Knowledge cutoff | 2023 | - |
Pricing and availability
| Pricing attribute | Llama 3.1 Swallow 70B Instruct | Qwen3-235B-A22B |
|---|---|---|
| Input price | - | $0.09/1M tokens |
| Output price | - | $0.58/1M tokens |
| Providers |
Capabilities
| Capability | Llama 3.1 Swallow 70B Instruct | Qwen3-235B-A22B |
|---|---|---|
| Vision | No | No |
| Multimodal | No | No |
| Reasoning | No | No |
| JSON / Tool use | No | No |
| Structured outputs | No | Yes |
| Code execution | No | No |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
No shared benchmark scores are currently available for this pair.
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Last reviewed: 2026-06-30. Data sourced from public model cards and provider documentation.