LLM Reference

Gemma 7B Instruct vs Llama 3.2 1B Instruct

Gemma 7B Instruct (2024) and Llama 3.2 1B Instruct (2024) are compact production models from Google DeepMind and AI at Meta. Gemma 7B Instruct ships a 8k-token context window, while Llama 3.2 1B Instruct ships a 128k-token context window. On Google-Proof Q&A, Gemma 7B Instruct leads by 25.2 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Llama 3.2 1B Instruct is ~85% cheaper at $0.03/1M; pay for Gemma 7B Instruct only for provider fit.

Decision scorecard

Local evidence first
SignalGemma 7B InstructLlama 3.2 1B Instruct
Best forprovider-routed productionprovider-routed production
Decision fitCoding, Classification, and JSON / Tool useCoding, RAG, and Long context
Context window8k128k
Cheapest output$0.25/1M tokens$0.20/1M tokens
Provider routes8 tracked7 tracked
Shared benchmarksGoogle-Proof Q&A leader4 shared

Decision tradeoffs

Choose Gemma 7B Instruct when...
  • Gemma 7B Instruct holds a shared-benchmark lead on Google-Proof Q&A, ahead by 25.2 points.
  • Gemma 7B Instruct has broader tracked provider coverage for fallback and route flexibility.
  • Local decision data tags Gemma 7B Instruct for Coding, Classification, and JSON / Tool use.
Choose Llama 3.2 1B Instruct when...
  • Llama 3.2 1B Instruct has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Llama 3.2 1B Instruct has the lower cheapest tracked output price at $0.20/1M tokens.
  • Local decision data tags Llama 3.2 1B Instruct 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.

Lower estimate Llama 3.2 1B Instruct

Gemma 7B Instruct

$103

Cheapest tracked route/tier: Replicate API

Llama 3.2 1B Instruct

$71.85

Cheapest tracked route/tier: Cloudflare Workers AI

Estimated monthly gap: $30.65. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemma 7B Instruct -> Llama 3.2 1B Instruct
  • Provider overlap exists on Cloudflare Workers AI, Fireworks AI, and NVIDIA NIM; start route-level A/B tests there.
  • Llama 3.2 1B Instruct is $0.05/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
Llama 3.2 1B Instruct -> Gemma 7B Instruct
  • Provider overlap exists on NVIDIA NIM, Fireworks AI, and Cloudflare Workers AI; start route-level A/B tests there.
  • Gemma 7B Instruct is $0.05/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.

Specs

Specification
Released2024-02-212024-09-25
Context window8k128k
Parameters7B1.23B
ArchitectureDecoder OnlyDecoder Only
LicenseGemmaLlama 3 Community
OpennessOpen weightsOpen weights
WeightsUnknownUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2023-042023-12

Pricing and availability

Pricing attributeGemma 7B InstructLlama 3.2 1B Instruct
Input price$0.05/1M tokens$0.03/1M tokens
Output price$0.25/1M tokens$0.20/1M tokens
Providers

Capabilities

CapabilityGemma 7B InstructLlama 3.2 1B Instruct
VisionNoNo
MultimodalNoNo
ReasoningNoNo
JSON / Tool useNoNo
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGemma 7B InstructLlama 3.2 1B Instruct
Google-Proof Q&A50.825.6
HumanEval70.128.1
Massive Multitask Language Understanding75.349.3
HellaSwag89.278.9

Continue comparing

Last reviewed: 2026-07-09. Data sourced from public model cards and provider documentation.