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Model crosswalk

Side-by-side on price, capability and workload. Both columns use the cheapest provider for that model.

Granite 3.1 8b Instruct
vs
Qwen 3 8b Instruct
Granite 3.1 8b InstructA

Granite 3.1 8b Instruct

Cheapest provider
$/1M input
$/1M output
Qwen 3 8b InstructB

Qwen 3 8b Instruct

Cheapest provider
$/1M input
$/1M output
Specs and cheapest providers
SpecGranite 3.1 8b InstructQwen 3 8b Instruct
Parameters
Context window
License
Released
Cheapest provider
Provider
Input / 1M tokens
Output / 1M tokens
Benchmark comparison

No benchmark data available for either model yet.

Sample workload — 5M in + 2M out per month

using each model's cheapest provider
Granite 3.1 8b Instruct
$0.00 /mo
Qwen 3 8b Instruct
$0.00 /mo

What changes at scale

Output tokens dominate cost above a 1:3 input/output ratio. Below 1:1, input dominates and cheaper-input providers win regardless of headline price.

1M in · 250K out$0.00 · $0.00
5M in · 2M out$0.00 · $0.00
20M in · 10M out$0.00 · $0.00
100M in · 60M out$0.00 · $0.00

Capability vs price

scatter
// scatter: benchmark × $/1M out
Calculate cost for your workload

Compare total monthly cost across providers for Granite 3.1 8b Instruct and Qwen 3 8b Instruct using your own input/output token mix.

Open workload calculator →
Editor's take
Qwen 3 8B Instruct is the more recent release and shows it on benchmarks: it scores approximately 73–75% on MMLU versus [Granite 3.1 8B Instruct](/models/ibm--granite-3.1-8b-instruct)'s ~72%, and its multilingual training corpus is substantially larger. Both models sit in the $0.05–0.15/1M token range, though [Qwen 3 8B Instruct](/models/alibaba--qwen-3-8b-instruct) sometimes prices slightly higher at providers reflecting demand. The context window is comparable — Qwen 3 8B supports 32K natively, Granite 3.1 8B up to 128K, so for very long-context workloads Granite actually has the architectural edge. Granite 3.1 8B Instruct holds its ground on enterprise IT and structured-output tasks. IBM's fine-tuning focused on function calling accuracy, structured JSON extraction, and domain-specific classification within enterprise infrastructure contexts (logs, tickets, API schemas). Teams running internal enterprise tooling — IT automation, HR policy QA, compliance document parsing — report that Granite 3.1 8B requires less prompt engineering to stay on-schema than comparable 8B models. Qwen 3 8B Instruct wins on multilingual and agentic use cases. Its training data spans 30+ languages with strong instruction-following fidelity across Chinese, Japanese, Korean, and European languages — Granite doesn't come close on non-English benchmarks. For agentic pipelines with multi-step tool use, Qwen 3 8B also maintains higher accuracy past 10 turns. **Pick Granite 3.1 8B Instruct** for English-language enterprise document workflows, IT automation, or long-context RAG over 32K tokens. **Pick Qwen 3 8B Instruct** for multilingual applications, modern agentic pipelines, or when benchmark recency matters to your evaluation process.
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