API cost decision in 10 seconds

Gemini 3.1 Flash Lite Preview vs Llama 3.1 8B Instruct

Pick Llama 3.1 8B Instruct for lower cost; pick Gemini 3.1 Flash Lite Preview only if the larger context window matters more.

Page updated: 2026-05-26T15:08:08Z Data confirmed: 2026-05-26T18:08:02Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Llama 3.1 8B Instruct for lower cost; pick Gemini 3.1 Flash Lite Preview only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Llama 3.1 8B Instruct is estimated at $0.04 vs $1 for Gemini 3.1 Flash Lite Preview, saving $0.95 (95.5% lower).

Cost-first pickLlama 3.1 8B Instruct

Context-first pickGemini 3.1 Flash Lite Preview

Sample savings$0.9595.5%

10x traffic gap$9.55

Gemini 3.1 Flash Lite Preview has more context, but Llama 3.1 8B Instruct saves $0.95 on the standard workload. At 10x that traffic, the same price gap is about $9.55. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Llama 3.1 8B Instruct stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shape	Token mix	Better pick	Gemini 3.1 Flash Lite Preview	Llama 3.1 8B Instruct
Input-heavy / RAG	5M input + 500K output	Llama 3.1 8B Instruct	$2	$0.12
Balanced workload	1M input + 1M output	Llama 3.1 8B Instruct	$1.75	$0.07
Output-heavy chatbot	1M input + 5M output	Llama 3.1 8B Instruct	$7.75	$0.27

Cheaper input Llama 3.1 8B Instruct $0.25 vs $0.02 / 1M

Llama 3.1 8B Instruct is $0.23 cheaper per 1M input tokens (92% lower; 12.5x difference).

Cheaper output Llama 3.1 8B Instruct $1.5 vs $0.05 / 1M

Llama 3.1 8B Instruct is $1.45 cheaper per 1M output tokens (96.7% lower; 30x difference).

Larger context Gemini 3.1 Flash Lite Preview 1.05M vs 131.07K

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

Sample workload Llama 3.1 8B Instruct $1 vs $0.04

Llama 3.1 8B Instruct is $0.95 cheaper on the standard workload (95.5% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

Gemini 3.1 Flash Lite Preview Calculating… Estimated API cost

Llama 3.1 8B 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

Llama 3.1 8B Instruct has the lower input price; Llama 3.1 8B Instruct has the lower output price; Gemini 3.1 Flash Lite Preview offers the larger context window. For the 1M input plus 500K output sample, Llama 3.1 8B 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 Preview and $0.04 for Llama 3.1 8B Instruct.

Best Fit

Choose Gemini 3.1 Flash Lite Preview when you care most about larger context window.

Choose Llama 3.1 8B Instruct when you care most about lower input-token price, and lower output-token price.

Decision Notes

On the standard 1M input plus 500K output workload, Llama 3.1 8B Instruct is estimated at $0.04 vs $1 for Gemini 3.1 Flash Lite Preview, saving $0.95 (95.5% lower).
Llama 3.1 8B Instruct is $0.95 cheaper on the standard workload (95.5% lower).
Llama 3.1 8B Instruct is $0.23 cheaper per 1M input tokens (92% lower; 12.5x difference).
Llama 3.1 8B Instruct is $1.45 cheaper per 1M output tokens (96.7% lower; 30x difference).
Gemini 3.1 Flash Lite Preview has 917.5K more context (8x larger).

Head-to-Head Specs

Feature	Gemini 3.1 Flash Lite Preview (Google)	Llama 3.1 8B Instruct (Meta)
Input Price prompt tokens per 1M	$0.25	$0.02
Completion Price per 1M tokens	$1.5	$0.05
Sample Workload Cost 1M input + 500K output	$1	$0.04
Context Window	1.05M	131.07K
Release Date	2026-03-03	2024-07-23
Popularity	#22	#40

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Llama 3.1 8B Instruct	On the standard 1M input plus 500K output workload, Llama 3.1 8B Instruct is estimated at $0.04 vs $1 for Gemini 3.1 Flash Lite Preview, saving $0.95 (95.5% lower).
High-volume input processing	Llama 3.1 8B Instruct	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Llama 3.1 8B Instruct	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Gemini 3.1 Flash Lite Preview	A 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 Preview when lower sample workload cost matters most: $0.
Gemma 4 26B A4B (free) can replace Gemini 3.1 Flash Lite Preview when lower sample workload cost matters most: $0.
Lyria 3 Clip Preview can replace Gemini 3.1 Flash Lite Preview when lower sample workload cost matters most: $0.
Lyria 3 Pro Preview can replace Gemini 3.1 Flash Lite Preview 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.

Popular competitors

DeepSeek V4 Flash · DeepSeek · #1
Hy3 preview · Tencent · #2
Claude Opus 4.7 · Anthropic · #3
Claude Sonnet 4.6 · Anthropic · #4

Cheaper alternatives

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Provider catalogs

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Google catalog

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Meta catalog

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