Granite Guardian 3.0 8B vs Together AI - Llama 3 8B Lite
Granite Guardian 3.0 8B (2025) and Together AI - Llama 3 8B Lite (2025) are compact production models from IBM Research and AI at Meta. Granite Guardian 3.0 8B ships a 8K-token context window, while Together AI - Llama 3 8B Lite ships a 8K-token context window. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit. It focuses on practical selection signals rather than broad model-family marketing.
Together AI - Llama 3 8B Lite is safer overall; choose Granite Guardian 3.0 8B when provider fit matters.
Decision scorecard
Local evidence first| Signal | Granite Guardian 3.0 8B | Together AI - Llama 3 8B Lite |
|---|---|---|
| Decision fit | Classification | Agents, Classification, and JSON / Tool use |
| Context window | 8K | 8K |
| Cheapest output | - | $0.1/1M tokens |
| Provider routes | 1 tracked | 1 tracked |
| Shared benchmarks | 0 rows | 0 rows |
Decision tradeoffs
- Local decision data tags Granite Guardian 3.0 8B for Classification.
- Together AI - Llama 3 8B Lite has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Together AI - Llama 3 8B Lite uniquely exposes Function calling, Tool use, and Structured outputs in local model data.
- Local decision data tags Together AI - Llama 3 8B Lite for Agents, Classification, and JSON / Tool use.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output prices on this page.
Granite Guardian 3.0 8B
Unavailable
No complete token price in local provider data
Together AI - Llama 3 8B Lite
$105
Cheapest tracked route: Together AI
Cost delta unavailable until both models have sourced input and output token prices.
Switch friction
- No overlapping tracked provider route is sourced for Granite Guardian 3.0 8B and Together AI - Llama 3 8B Lite; plan for SDK, billing, or endpoint changes.
- Together AI - Llama 3 8B Lite adds Function calling, Tool use, and Structured outputs in local capability data.
- No overlapping tracked provider route is sourced for Together AI - Llama 3 8B Lite and Granite Guardian 3.0 8B; plan for SDK, billing, or endpoint changes.
- Check replacement coverage for Function calling, Tool use, and Structured outputs before moving production traffic.
Specs
| Specification | ||
|---|---|---|
| Released | 2025-03-01 | 2025-07-15 |
| Context window | 8K | 8K |
| Parameters | 8B | 8B |
| Architecture | decoder only | decoder only |
| License | 1 | Open Source |
| Knowledge cutoff | 2024-04 | 2024-03 |
Pricing and availability
| Pricing attribute | Granite Guardian 3.0 8B | Together AI - Llama 3 8B Lite |
|---|---|---|
| Input price | - | $0.1/1M tokens |
| Output price | - | $0.1/1M tokens |
| Providers |
Capabilities
| Capability | Granite Guardian 3.0 8B | Together AI - Llama 3 8B Lite |
|---|---|---|
| Vision | No | No |
| Multimodal | No | No |
| Reasoning | No | No |
| Function calling | No | Yes |
| Tool use | No | Yes |
| Structured outputs | No | Yes |
| Code execution | No | No |
Benchmarks
No shared benchmark rows are currently sourced for this pair.
Deep dive
The capability footprint differs most on function calling: Together AI - Llama 3 8B Lite, tool use: Together AI - Llama 3 8B Lite, and structured outputs: Together AI - Llama 3 8B Lite. Both models share the core language-model surface, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.
Pricing coverage is uneven: Granite Guardian 3.0 8B has no token price sourced yet and Together AI - Llama 3 8B Lite has $0.1/1M input tokens. Provider availability is 1 tracked routes versus 1. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.
Choose Granite Guardian 3.0 8B when provider fit are central to the workload. Choose Together AI - Llama 3 8B Lite 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.
FAQ
Which has a larger context window, Granite Guardian 3.0 8B or Together AI - Llama 3 8B Lite?
Together AI - Llama 3 8B Lite supports 8K tokens, while Granite Guardian 3.0 8B supports 8K tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.
Is Granite Guardian 3.0 8B or Together AI - Llama 3 8B Lite open source?
Granite Guardian 3.0 8B is listed under 1. Together AI - Llama 3 8B Lite is listed under Open Source. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.
Which is better for function calling, Granite Guardian 3.0 8B or Together AI - Llama 3 8B Lite?
Together AI - Llama 3 8B Lite has the clearer documented function calling signal in this comparison. If function calling is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Which is better for tool use, Granite Guardian 3.0 8B or Together AI - Llama 3 8B Lite?
Together AI - Llama 3 8B Lite has the clearer documented tool use signal in this comparison. If tool use is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Which is better for structured outputs, Granite Guardian 3.0 8B or Together AI - Llama 3 8B Lite?
Together AI - Llama 3 8B Lite has the clearer documented structured outputs signal in this comparison. If structured outputs is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Where can I run Granite Guardian 3.0 8B and Together AI - Llama 3 8B Lite?
Granite Guardian 3.0 8B is available on NVIDIA NIM. Together AI - Llama 3 8B Lite is available on Together AI. Provider coverage can affect latency, region availability, compliance posture, and fallback options.
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Last reviewed: 2026-05-19. Data sourced from public model cards and provider documentation.