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Gemini 3.1 Pro Preview Custom Tools vs GPT Chat Latest: API Cost Comparison

Compare the API pricing, context windows, features, and real-world cost projections for Gemini 3.1 Pro Preview Custom Tools (Google) and GPT Chat Latest (OpenAI). Use the interactive calculator below to compute your exact monthly cost based on your token usage and request volume.

Prices verified May 6, 2026

Interactive Cost Calculator

GoogleGemini 3.1 Pro Preview Custom ToolsOpenAIGPT Chat Latest

Fills in typical token counts for a workload type

Tokens in each prompt sent to the model

Tokens generated in each response

Total API calls per month

Showing costs for 2 models. Cheapest: Gemini 3.1 Pro Preview Custom Tools at $80.00/month.

Cheapest: Gemini 3.1 Pro Preview Custom Tools at $80.00/mo — save 60.0% vs GPT Chat Latest
Alert
BestGemini 3.1 Pro Preview Custom Tools
Google$80.00$0.008000$20.00$60.0060.0%Alerts coming soon
GPT Chat Latest
OpenAI$200.00$0.020000$50.00$150.00Alerts 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 TypeGemini 3.1 Pro Preview Custom ToolsGPT Chat LatestCheaper
Input (standard)$2.00/M$5.00/MGemini 3.1 Pro Preview Custom Tools
Output$12.00/M$30.00/MGemini 3.1 Pro Preview Custom Tools

Prices last verified: 2026-03-27 – 2026-05-06

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.

VolumeGemini 3.1 Pro Preview Custom ToolsMonthlyGPT Chat LatestMonthlyGemini 3.1 Pro Preview Custom ToolsPer requestGPT Chat LatestPer request
1K requests/mo$8.00$20.00$0.008000$0.020000
10K requests/mo$80.00$200.00$0.008000$0.020000
100K requests/mo$800.00$2,000.00$0.008000$0.020000
1M requests/mo$8,000.00$20,000.00$0.008000$0.020000

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 tokens

When to Choose Gemini 3.1 Pro Preview Custom Tools

by Google

  • General chatbot

Input / 1M tokens

$2.00/M

Output / 1M tokens

$12.00/M

Context window

1,048,576

Tier

mid

When to Choose GPT Chat Latest

by OpenAI

  • General chatbot

Input / 1M tokens

$5.00/M

Output / 1M tokens

$30.00/M

Context window

400,000

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.

CapabilityGemini 3.1 Pro Preview Custom ToolsGPT Chat Latest
Context window1,048,576 tokens400,000 tokens
Max output tokens65,536 tokens128,000 tokens
Performance tierMidPremium
Vision / image inputYesYes
Function callingYesYes
JSON modeYesYes
Prompt cachingNoNo
Batch API (50% discount)NoNo
Extended reasoningNoNo
Fine-tuningNoNo

Frequently Asked Questions

Is Gemini 3.1 Pro Preview Custom Tools cheaper than GPT Chat Latest?

At standard usage (1,000 input tokens, 500 output tokens, 100,000 requests/month), Gemini 3.1 Pro Preview Custom Tools costs $800.00/month versus $2,000.00/month for GPT Chat Latest — a 60% 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, Gemini 3.1 Pro Preview Custom Tools or GPT Chat Latest?

Gemini 3.1 Pro Preview Custom Tools has a larger context window at 1,048,576 tokens, compared to 400,000 tokens for GPT Chat Latest. A larger context window is important for processing long documents, multi-turn conversations, or large codebases without truncation.

Do Gemini 3.1 Pro Preview Custom Tools and GPT Chat Latest support the Batch API?

Neither Gemini 3.1 Pro Preview Custom Tools nor GPT Chat Latest currently supports a batch API with discounted pricing. For batch-eligible alternatives, consider models from OpenAI, Anthropic, or Google that include batch API support.

Which model offers better prompt caching?

Neither Gemini 3.1 Pro Preview Custom Tools nor GPT Chat Latest currently supports prompt caching. For prompt-caching capable alternatives, consider Claude models from Anthropic or GPT-4o from OpenAI.

What are the best use cases for Gemini 3.1 Pro Preview Custom Tools vs GPT Chat Latest?

Both models are well-suited for General chatbot. Gemini 3.1 Pro Preview Custom Tools is particularly strong for overlapping tasks. GPT Chat Latest is favored for similar workflows. At the same quality level, the lower-cost model is usually preferable; use this page's calculator to compare total monthly spend at your volume.

What is the cost per request for Gemini 3.1 Pro Preview Custom Tools vs GPT Chat Latest?

At 1,000 input tokens and 500 output tokens per request — a typical conversational workload — Gemini 3.1 Pro Preview Custom Tools costs $0.008000 per request and GPT Chat Latest costs $0.020000 per request. At 100,000 requests/month, that translates to $800.00 and $2,000.00 respectively. Use the interactive calculator to adjust these parameters for your actual workload.

Gemini 3.1 Pro Preview Custom Tools vs GPT Chat Latest: Summary

When comparing Gemini 3.1 Pro Preview Custom Tools and GPT Chat Latest for API cost, the right choice depends on your workload's token profile, required features, and tolerance for latency. Gemini 3.1 Pro Preview Custom Tools offers lower total cost at standard usage volumes (1,000 input + 500 output tokens per request at 100,000 requests/month) at $800.00/month, compared to $2,000.00/month for GPT Chat Latest.

Both models are priced in USD per million tokens, the standard unit across all major AI API providers. Gemini 3.1 Pro Preview Custom Tools charges $2.00/M for input tokens and $12.00/M for output tokens. GPT Chat Latest charges $5.00/M input and $30.00/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.

Context window capacity differs between the two: Gemini 3.1 Pro Preview Custom Tools supports up to 1,048,576 tokens in a single request, versus 400,000 tokens for GPT Chat Latest. 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.

Explore other model comparisons from the same providers or performance tiers.

Related Provider Pages

View complete pricing tables and model lineups for the providers behind these models.

Relevant Use Cases

See cost recommendations for workloads where Gemini 3.1 Pro Preview Custom Tools or GPT Chat Latest is recommended.