LLM Reference

Swallow 30B vs Tencent Hunyuan Turbo S

Swallow 30B (2025) and Tencent Hunyuan Turbo S (2026) are compact production models from Tokyo Institute of Technology and Tencent AI Lab. Swallow 30B ships a 16k-token context window, while Tencent Hunyuan Turbo S ships a 200k-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.

Tencent Hunyuan Turbo S fits 12x more tokens; pick it for long-context work and Swallow 30B for tighter calls.

Decision scorecard

Local evidence first
SignalSwallow 30BTencent Hunyuan Turbo S
Best forgeneral production evaluationgeneral production evaluation
Decision fitGeneralLong context
Context window16k200k
Cheapest output--
Provider routes0 tracked0 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose Swallow 30B when...
  • Use Swallow 30B when your own prompt tests beat the comparison signals; the local data does not show a decisive standalone advantage yet.
Choose Tencent Hunyuan Turbo S when...
  • Tencent Hunyuan Turbo S has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Local decision data tags Tencent Hunyuan Turbo S for Long context.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Swallow 30B

Unavailable

No complete token price in local provider data

Tencent Hunyuan Turbo S

Unavailable

No complete token price in local provider data

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

Swallow 30B -> Tencent Hunyuan Turbo S
  • No overlapping tracked provider route is sourced for Swallow 30B and Tencent Hunyuan Turbo S; plan for SDK, billing, or endpoint changes.
Tencent Hunyuan Turbo S -> Swallow 30B
  • No overlapping tracked provider route is sourced for Tencent Hunyuan Turbo S and Swallow 30B; plan for SDK, billing, or endpoint changes.

Specs

Specification
Released2025-02-142026-01-10
Context window16k200k
Parameters30B
Architecture--
LicenseLlama 2 CommunityTencent Hunyuan Community License
OpennessOpen weightsOpen weights
Commercial useCommercial use with conditionsCommercial use with conditions
Knowledge cutoff2023-

Pricing and availability

Pricing attributeSwallow 30BTencent Hunyuan Turbo S
Input price--
Output price--
Providers--

Pricing not yet sourced for either model.

Capabilities

CapabilitySwallow 30BTencent Hunyuan Turbo S
VisionNoNo
MultimodalNoNo
ReasoningNoNo
Function callingNoNo
Tool useNoNo
Structured outputsNoNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint is close: both models cover the core production surface. That makes context budget, benchmark fit, and provider maturity more important than a simple checklist. If your application depends on one integration detail, verify it against the provider route you plan to use, not just the base model listing.

Pricing coverage is uneven: Swallow 30B has no token price sourced yet and Tencent Hunyuan Turbo S has no token price sourced yet. Provider availability is 0 tracked routes versus 0. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.

Choose Swallow 30B when provider fit are central to the workload. Choose Tencent Hunyuan Turbo S when long-context analysis and larger context windows are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions. It also helps separate model capability from provider packaging, which can change cost and latency. For teams standardizing a stack, that distinction is often the difference between a benchmark win and a reliable deployment.

FAQ

Which has a larger context window, Swallow 30B or Tencent Hunyuan Turbo S?

Tencent Hunyuan Turbo S supports 200k tokens, while Swallow 30B supports 16k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Is Swallow 30B or Tencent Hunyuan Turbo S open source?

Swallow 30B is listed under Llama 2 Community. Tencent Hunyuan Turbo S is listed under Tencent Hunyuan Community License. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

When should I pick Swallow 30B over Tencent Hunyuan Turbo S?

Tencent Hunyuan Turbo S fits 12x more tokens; pick it for long-context work and Swallow 30B for tighter calls. If your workload also depends on provider fit, start with Swallow 30B; if it depends on long-context analysis, run the same evaluation with Tencent Hunyuan Turbo S.

What is the main difference between Swallow 30B and Tencent Hunyuan Turbo S?

Swallow 30B and Tencent Hunyuan Turbo S differ most on context, provider coverage, capabilities, or pricing depending on the data currently sourced. Use the specs table first, then validate the model behavior with your own prompts.

Continue comparing

Last reviewed: 2026-05-19. Data sourced from public model cards and provider documentation.