Claude Haiku 3.5 vs Gemini 3.1 Pro: API Cost Comparison
Compare the API pricing, context windows, features, and real-world cost projections for Claude Haiku 3.5 (Anthropic) and Gemini 3.1 Pro (Google). Use the interactive calculator below to compute your exact monthly cost based on your token usage and request volume.
Prices verified Mar 8, 2026
Interactive Cost Calculator
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Showing costs for 2 models. Cheapest: Claude Haiku 3.5 at $28.00/month.
| Alert | |||||||
|---|---|---|---|---|---|---|---|
BestClaude Haiku 3.5 | Anthropic | $28.00 | $0.002800 | $8.00 | $20.00 | 65.0% | Alerts coming soon |
Gemini 3.1 Pro | $80.00 | $0.008000 | $20.00 | $60.00 | — | Alerts coming soon |
Monthly Cost Comparison
Price Comparison at a Glance
All prices are in USD per 1 million tokens ($/M tokens). Lower is cheaper.
| Pricing Type | Claude Haiku 3.5 | Gemini 3.1 Pro | Cheaper |
|---|---|---|---|
| Input (standard) | $0.80/M | $2.00/M | Claude Haiku 3.5 |
| Output | $4.00/M | $12.00/M | Claude Haiku 3.5 |
| Cached input | $0.08/M | $0.20/M | Claude Haiku 3.5 |
| Batch input | $0.40/M | $1.00/M | Claude Haiku 3.5 |
| Batch output | $2.00/M | $6.00/M | Claude Haiku 3.5 |
Prices last verified: 2026-03-08
Cost Breakdown by Usage Volume
Estimated monthly costs at different request volumes, assuming 1,000 input tokens and 500 output tokens per request. Adjust in the calculator above for your specific use case.
| Volume | Claude Haiku 3.5Monthly | Gemini 3.1 ProMonthly | Claude Haiku 3.5Per request | Gemini 3.1 ProPer request |
|---|---|---|---|---|
| 1K requests/mo | $2.80 | $8.00 | $0.002800 | $0.008000 |
| 10K requests/mo | $28.00 | $80.00 | $0.002800 | $0.008000 |
| 100K requests/mo | $280.00 | $800.00 | $0.002800 | $0.008000 |
| 1M requests/mo | $2,800.00 | $8,000.00 | $0.002800 | $0.008000 |
Green values indicate the lower-cost option at each volume tier. Cost per request is calculated at 1,000 input + 500 output tokens using standard (non-batch, non-cached) pricing.
Price History
Input price per 1M tokensWhen to Choose Claude Haiku 3.5
by Anthropic
- Customer support
- Text classification
- Data extraction
Input / 1M tokens
$0.80/M
Output / 1M tokens
$4.00/M
Context window
200,000
Tier
budget
When to Choose Gemini 3.1 Pro
by Google
- Document summarization
- RAG / Semantic search
- Code generation
Input / 1M tokens
$2.00/M
Output / 1M tokens
$12.00/M
Context window
2,097,152
Tier
premium
Key Differences Beyond Price
Cost is only one factor in choosing an AI model. Context window size, rate limits, supported features, and latency all affect whether a model fits your use case.
| Capability | Claude Haiku 3.5 | Gemini 3.1 Pro |
|---|---|---|
| Context window | 200,000 tokens | 2,097,152 tokens |
| Max output tokens | 8,192 tokens | 65,536 tokens |
| Performance tier | Budget | Premium |
| Vision / image input | Yes | Yes |
| Function calling | Yes | Yes |
| JSON mode | Yes | Yes |
| Prompt caching | Yes | Yes |
| Batch API (50% discount) | Yes | Yes |
| Extended reasoning | No | Yes |
| Fine-tuning | No | No |
| Rate limit (req/min) | 4,000 | 1,000 |
Claude Haiku 3.5 notes
Best Anthropic model for cost-sensitive applications. Significantly faster than Sonnet.
Gemini 3.1 Pro notes
Preview model. Tiered pricing: prompts over 200K tokens billed at $4.00 input / $18.00 output.
Frequently Asked Questions
Is Claude Haiku 3.5 cheaper than Gemini 3.1 Pro?
At standard usage (1,000 input tokens, 500 output tokens, 100,000 requests/month), Claude Haiku 3.5 costs $280.00/month versus $800.00/month for Gemini 3.1 Pro — a 65% saving. Your actual savings will vary based on your token profile; output-heavy workloads amplify differences in output pricing.
Which model has a larger context window, Claude Haiku 3.5 or Gemini 3.1 Pro?
Gemini 3.1 Pro has a larger context window at 2,097,152 tokens, compared to 200,000 tokens for Claude Haiku 3.5. A larger context window is important for processing long documents, multi-turn conversations, or large codebases without truncation.
Do Claude Haiku 3.5 and Gemini 3.1 Pro support the Batch API?
Yes — both Claude Haiku 3.5 and Gemini 3.1 Pro support batch API processing, which offers a 50% discount on input and output costs in exchange for up to 24-hour turnaround. Ideal for offline workloads like bulk document processing or nightly classification pipelines.
Which model offers better prompt caching?
Both Claude Haiku 3.5 and Gemini 3.1 Pro support prompt caching. Claude Haiku 3.5 caches repeated input at $0.08/M (vs $0.80/M standard), while Gemini 3.1 Pro caches at $0.20/M (vs $2.00/M standard). For workloads with large, repeated system prompts or document context, caching can reduce effective input costs by 60–90%.
What are the best use cases for Claude Haiku 3.5 vs Gemini 3.1 Pro?
Claude Haiku 3.5 is best suited for Customer support, Text classification, Data extraction, while Gemini 3.1 Pro is optimized for Document summarization, RAG / Semantic search, Code generation. Choose based on which use case matches your primary workload — and validate with the cost calculator above to confirm the total monthly spend fits your budget.
What is the cost per request for Claude Haiku 3.5 vs Gemini 3.1 Pro?
At 1,000 input tokens and 500 output tokens per request — a typical conversational workload — Claude Haiku 3.5 costs $0.002800 per request and Gemini 3.1 Pro costs $0.008000 per request. At 100,000 requests/month, that translates to $280.00 and $800.00 respectively. Use the interactive calculator to adjust these parameters for your actual workload.
Claude Haiku 3.5 vs Gemini 3.1 Pro: Summary
When comparing Claude Haiku 3.5 and Gemini 3.1 Pro for API cost, the right choice depends on your workload's token profile, required features, and tolerance for latency. Claude Haiku 3.5 offers lower total cost at standard usage volumes (1,000 input + 500 output tokens per request at 100,000 requests/month) at $280.00/month, compared to $800.00/month for Gemini 3.1 Pro.
Both models are priced in USD per million tokens, the standard unit across all major AI API providers. Claude Haiku 3.5 charges $0.80/M for input tokens and $4.00/M for output tokens. Gemini 3.1 Pro charges $2.00/M input and $12.00/M output. If your workload is output-heavy (more tokens generated than consumed as input), the model with the lower output price compounds cost savings significantly at scale.
Prompt caching is supported by both models. For workloads with large, repeated system prompts or document context — such as RAG pipelines or multi-turn conversations with a fixed knowledge base — prompt caching can reduce effective input costs by 60–90%, which may change the cost ranking between these two models at your specific usage pattern.
Context window capacity differs between the two: Gemini 3.1 Pro supports up to 2,097,152 tokens in a single request, versus 200,000 tokens for Claude Haiku 3.5. A larger context window is essential for document summarization, large codebase analysis, and multi-document retrieval-augmented generation (RAG) applications.
Use the interactive calculator at the top of this page to enter your actual token usage and monthly request volume for a precise cost comparison tailored to your workload. Adjust for batch API discounts and prompt caching to find the most cost-effective option for your specific deployment.
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