API cost decision in 10 seconds

NewGemini 3.1 Flash Lite vs Llama 3.1 70B Instruct

Pick Llama 3.1 70B Instruct for lower cost; pick Gemini 3.1 Flash Lite only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Llama 3.1 70B Instruct for lower cost; pick Gemini 3.1 Flash Lite only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Llama 3.1 70B Instruct is estimated at $0.6 vs $1 for Gemini 3.1 Flash Lite, saving $0.4 (40% lower).

Cost-first pickLlama 3.1 70B Instruct
Context-first pickGemini 3.1 Flash Lite
Sample savings$0.440%
10x traffic gap$4

Gemini 3.1 Flash Lite has more context, but Llama 3.1 70B Instruct saves $0.4 on the standard workload. At 10x that traffic, the same price gap is about $4. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Cost winner changes by workload shape: input-heavy / RAG favors Gemini 3.1 Flash Lite, balanced workload favors Llama 3.1 70B Instruct, and output-heavy chatbot favors Llama 3.1 70B Instruct.

Workload shapeToken mixBetter pickGemini 3.1 Flash LiteLlama 3.1 70B Instruct
Input-heavy / RAG5M input + 500K outputGemini 3.1 Flash Lite$2$2.2
Balanced workload1M input + 1M outputLlama 3.1 70B Instruct$1.75$0.8
Output-heavy chatbot1M input + 5M outputLlama 3.1 70B Instruct$7.75$2.4
Cheaper input Gemini 3.1 Flash Lite $0.25 vs $0.4 / 1M

Gemini 3.1 Flash Lite is $0.15 cheaper per 1M input tokens (37.5% lower; 1.6x difference).

Cheaper output Llama 3.1 70B Instruct $1.5 vs $0.4 / 1M

Llama 3.1 70B Instruct is $1.1 cheaper per 1M output tokens (73.3% lower; 3.75x difference).

Larger context Gemini 3.1 Flash Lite 1.05M vs 131.07K

Gemini 3.1 Flash Lite has 917.5K more context (8x larger).

Sample workload Llama 3.1 70B Instruct $1 vs $0.6

Llama 3.1 70B Instruct is $0.4 cheaper on the standard workload (40% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Gemini 3.1 Flash Lite Calculating… Estimated API cost
Llama 3.1 70B Instruct Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Gemini 3.1 Flash Lite has the lower input price; Llama 3.1 70B Instruct has the lower output price; Gemini 3.1 Flash Lite offers the larger context window. For the 1M input plus 500K output sample, Llama 3.1 70B Instruct is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $1 for Gemini 3.1 Flash Lite and $0.6 for Llama 3.1 70B Instruct.

Best Fit

Choose Gemini 3.1 Flash Lite when you care most about lower input-token price, and larger context window.

Choose Llama 3.1 70B Instruct when you care most about lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, Llama 3.1 70B Instruct is estimated at $0.6 vs $1 for Gemini 3.1 Flash Lite, saving $0.4 (40% lower).
  • Llama 3.1 70B Instruct is $0.4 cheaper on the standard workload (40% lower).
  • Gemini 3.1 Flash Lite is $0.15 cheaper per 1M input tokens (37.5% lower; 1.6x difference).
  • Llama 3.1 70B Instruct is $1.1 cheaper per 1M output tokens (73.3% lower; 3.75x difference).
  • Gemini 3.1 Flash Lite has 917.5K more context (8x larger).
Head-to-Head Specs
FeatureNewGemini 3.1 Flash Lite
(Google)
Llama 3.1 70B Instruct
(Meta)
Input Price
prompt tokens per 1M
$0.25$0.4
Completion Price
per 1M tokens
$1.5$0.4
Sample Workload Cost
1M input + 500K output
$1$0.6
Context Window1.05M131.07K
Release Date
Popularity#24#87

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionLlama 3.1 70B InstructOn the standard 1M input plus 500K output workload, Llama 3.1 70B Instruct is estimated at $0.6 vs $1 for Gemini 3.1 Flash Lite, saving $0.4 (40% lower).
High-volume input processingGemini 3.1 Flash LiteLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsLlama 3.1 70B InstructLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGemini 3.1 Flash LiteA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Gemma 4 31B (free) can replace Gemini 3.1 Flash Lite when lower sample workload cost matters most: $0.
  • Gemma 4 26B A4B (free) can replace Gemini 3.1 Flash Lite when lower sample workload cost matters most: $0.
  • Lyria 3 Clip Preview can replace Gemini 3.1 Flash Lite when lower sample workload cost matters most: $0.
  • Lyria 3 Pro Preview can replace Gemini 3.1 Flash Lite when lower sample workload cost matters most: $0.
Larger context near this budget
  • Llama 4 Scout offers 10M context with $0.23 sample workload cost.
  • Owl Alpha offers 1.05M context with $0 sample workload cost.

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

Open cheapest models

Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

Google catalog

Review all tracked Google models before deciding whether this matchup is the right shortlist.

Open Google models

Meta catalog

Check other Meta models with comparable pricing, context, or release timing.

Open Meta models
Gemini 3.1 Flash Lite

Gemini 3.1 Flash Lite is Google’s GA high-efficiency multimodal model optimized for low-latency, high-volume workloads. It supports text, image, video, audio, and PDF inputs, and is designed for lightweight agentic...

Llama 3.1 70B Instruct

Meta's latest class of model (Llama 3.1) launched with a variety of sizes & flavors. This 70B instruct-tuned version is optimized for high quality dialogue usecases. It has demonstrated strong...