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Firefunction V1 vs Gemma 3 12B (free)

Firefunction V1 (2024) and Gemma 3 12B (free) (2026) are compact production models from Fireworks AI and Google DeepMind. Firefunction V1 ships a 8K-token context window, while Gemma 3 12B (free) ships a 33K-token context window. On pricing, Gemma 3 12B (free) costs $0.04/1M input tokens versus $0.5/1M for the alternative. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit.

Gemma 3 12B (free) is ~1150% cheaper at $0.04/1M; pay for Firefunction V1 only for provider fit.

Decision scorecard

Local evidence first
SignalFirefunction V1Gemma 3 12B (free)
Decision fitGeneralClassification and JSON / Tool use
Context window8K33K
Cheapest output$0.5/1M tokens$0.13/1M tokens
Provider routes1 tracked3 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose Firefunction V1 when...
  • Use Firefunction V1 when your own prompt tests beat the comparison signals; the local data does not show a decisive standalone advantage yet.
Choose Gemma 3 12B (free) when...
  • Gemma 3 12B (free) has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemma 3 12B (free) has the lower cheapest tracked output price at $0.13/1M tokens.
  • Gemma 3 12B (free) has broader tracked provider coverage for fallback and procurement flexibility.
  • Gemma 3 12B (free) uniquely exposes Structured outputs in local model data.
  • Local decision data tags Gemma 3 12B (free) for Classification and JSON / Tool use.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output prices on this page.

Lower estimate Gemma 3 12B (free)

Firefunction V1

$525

Cheapest tracked route: Fireworks AI

Gemma 3 12B (free)

$64.50

Cheapest tracked route: OpenRouter

Estimated monthly gap: $461. Batch, cache, and negotiated pricing are excluded from this local estimate.

Switch friction

Firefunction V1 -> Gemma 3 12B (free)
  • No overlapping tracked provider route is sourced for Firefunction V1 and Gemma 3 12B (free); plan for SDK, billing, or endpoint changes.
  • Gemma 3 12B (free) is $0.37/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Gemma 3 12B (free) adds Structured outputs in local capability data.
Gemma 3 12B (free) -> Firefunction V1
  • No overlapping tracked provider route is sourced for Gemma 3 12B (free) and Firefunction V1; plan for SDK, billing, or endpoint changes.
  • Firefunction V1 is $0.37/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Structured outputs before moving production traffic.

Specs

Specification
Released2024-01-292026-01-01
Context window8K33K
Parameters46B
Architecturedecoder onlydecoder only
LicenseUnknownOpen Source
Knowledge cutoff-2024-08

Pricing and availability

Pricing attributeFirefunction V1Gemma 3 12B (free)
Input price$0.5/1M tokens$0.04/1M tokens
Output price$0.5/1M tokens$0.13/1M tokens
Providers

Capabilities

CapabilityFirefunction V1Gemma 3 12B (free)
VisionNoNo
MultimodalNoNo
ReasoningNoNo
Function callingNoNo
Tool useNoNo
Structured outputsNoYes
Code executionNoNo

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint differs most on structured outputs: Gemma 3 12B (free). 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.

For cost, Firefunction V1 lists $0.5/1M input and $0.5/1M output tokens, while Gemma 3 12B (free) lists $0.04/1M input and $0.13/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Gemma 3 12B (free) lower by about $0.43 per million blended tokens. Availability is 1 providers versus 3, so concentration risk also matters.

Choose Firefunction V1 when provider fit are central to the workload. Choose Gemma 3 12B (free) when long-context analysis, larger context windows, and lower input-token cost 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.

FAQ

Which has a larger context window, Firefunction V1 or Gemma 3 12B (free)?

Gemma 3 12B (free) supports 33K tokens, while Firefunction V1 supports 8K tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, Firefunction V1 or Gemma 3 12B (free)?

Gemma 3 12B (free) is cheaper on tracked token pricing. Firefunction V1 costs $0.5/1M input and $0.5/1M output tokens. Gemma 3 12B (free) costs $0.04/1M input and $0.13/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is Firefunction V1 or Gemma 3 12B (free) open source?

Firefunction V1 is listed under Unknown. Gemma 3 12B (free) 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 structured outputs, Firefunction V1 or Gemma 3 12B (free)?

Gemma 3 12B (free) 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 Firefunction V1 and Gemma 3 12B (free)?

Firefunction V1 is available on Fireworks AI. Gemma 3 12B (free) is available on AWS Bedrock, OpenRouter, and GCP Vertex AI. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

When should I pick Firefunction V1 over Gemma 3 12B (free)?

Gemma 3 12B (free) is ~1150% cheaper at $0.04/1M; pay for Firefunction V1 only for provider fit. If your workload also depends on provider fit, start with Firefunction V1; if it depends on long-context analysis, run the same evaluation with Gemma 3 12B (free).

Continue comparing

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