API cost decision in 10 seconds

NewAnthropic Claude Haiku Latest vs Gemini 3.1 Flash Lite Preview

Pick Gemini 3.1 Flash Lite Preview when budget and context both matter.

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

Budget verdict

Pick Gemini 3.1 Flash Lite Preview when budget and context both matter.

On the standard 1M input plus 500K output workload, Gemini 3.1 Flash Lite Preview is estimated at $1 vs $3.5 for Anthropic Claude Haiku Latest, saving $2.5 (71.4% lower).

Cost-first pickGemini 3.1 Flash Lite Preview
Context-first pickGemini 3.1 Flash Lite Preview
Sample savings$2.571.4%
10x traffic gap$25

Gemini 3.1 Flash Lite Preview is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $25. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Gemini 3.1 Flash Lite Preview stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickAnthropic Claude Haiku LatestGemini 3.1 Flash Lite Preview
Input-heavy / RAG5M input + 500K outputGemini 3.1 Flash Lite Preview$7.5$2
Balanced workload1M input + 1M outputGemini 3.1 Flash Lite Preview$6$1.75
Output-heavy chatbot1M input + 5M outputGemini 3.1 Flash Lite Preview$26$7.75
Cheaper input Gemini 3.1 Flash Lite Preview $1 vs $0.25 / 1M

Gemini 3.1 Flash Lite Preview is $0.75 cheaper per 1M input tokens (75% lower; 4x difference).

Cheaper output Gemini 3.1 Flash Lite Preview $5 vs $1.5 / 1M

Gemini 3.1 Flash Lite Preview is $3.5 cheaper per 1M output tokens (70% lower; 3.33x difference).

Larger context Gemini 3.1 Flash Lite Preview 200K vs 1.05M

Gemini 3.1 Flash Lite Preview has 848.58K more context (5.24x larger).

Sample workload Gemini 3.1 Flash Lite Preview $3.5 vs $1

Gemini 3.1 Flash Lite Preview is $2.5 cheaper on the standard workload (71.4% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Anthropic Claude Haiku Latest Calculating… Estimated API cost
Gemini 3.1 Flash Lite Preview 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 Preview has the lower input price; Gemini 3.1 Flash Lite Preview has the lower output price; Gemini 3.1 Flash Lite Preview offers the larger context window. For the 1M input plus 500K output sample, Gemini 3.1 Flash Lite Preview is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $3.5 for Anthropic Claude Haiku Latest and $1 for Gemini 3.1 Flash Lite Preview.

Best Fit

Choose Anthropic Claude Haiku Latest when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

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

Decision Notes
  • On the standard 1M input plus 500K output workload, Gemini 3.1 Flash Lite Preview is estimated at $1 vs $3.5 for Anthropic Claude Haiku Latest, saving $2.5 (71.4% lower).
  • Gemini 3.1 Flash Lite Preview is $2.5 cheaper on the standard workload (71.4% lower).
  • Gemini 3.1 Flash Lite Preview is $0.75 cheaper per 1M input tokens (75% lower; 4x difference).
  • Gemini 3.1 Flash Lite Preview is $3.5 cheaper per 1M output tokens (70% lower; 3.33x difference).
  • Gemini 3.1 Flash Lite Preview has 848.58K more context (5.24x larger).
Head-to-Head Specs
FeatureNewAnthropic Claude Haiku Latest
(Anthropic)
Gemini 3.1 Flash Lite Preview
(Google)
Input Price
prompt tokens per 1M
$1$0.25
Completion Price
per 1M tokens
$5$1.5
Sample Workload Cost
1M input + 500K output
$3.5$1
Context Window200K1.05M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGemini 3.1 Flash Lite PreviewOn the standard 1M input plus 500K output workload, Gemini 3.1 Flash Lite Preview is estimated at $1 vs $3.5 for Anthropic Claude Haiku Latest, saving $2.5 (71.4% lower).
High-volume input processingGemini 3.1 Flash Lite PreviewLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsGemini 3.1 Flash Lite PreviewLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGemini 3.1 Flash Lite PreviewA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Claude 3 Haiku can replace Anthropic Claude Haiku Latest when lower sample workload cost matters most: $0.88.
  • Claude 3.5 Haiku can replace Anthropic Claude Haiku Latest when lower sample workload cost matters most: $2.8.
  • Gemma 4 26B A4B (free) can replace Gemini 3.1 Flash Lite Preview when lower sample workload cost matters most: $0.
  • Gemma 4 31B (free) 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.
  • Grok 4.20 offers 2M context with $2.5 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

Anthropic catalog

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

Open Anthropic models

Google catalog

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

Open Google models
Anthropic Claude Haiku Latest

This model always redirects to the latest model in the Anthropic Claude Haiku family.

Gemini 3.1 Flash Lite Preview

Gemini 3.1 Flash Lite Preview is Google's high-efficiency model optimized for high-volume use cases. It outperforms Gemini 2.5 Flash Lite on overall quality and approaches Gemini 2.5 Flash performance across...