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GPT-5.6 Terra vs o3 Deep Research

Pricing verdict: GPT-5.6 Terra vs o3 Deep Research: GPT-5.6 Terra is cheaper for input-heavy usage ($2.50/M vs $10.00/M input tokens), while GPT-5.6 Terra is better for long-context tasks (1,050,000 tokens).

Direct answer: choose GPT-5.6 Terra for lower token spend and choose GPT-5.6 Terra when your workload needs longer context.

Compare API pricing, input and output token costs, context windows, and monthly estimates on one page so you can pick the right model fast.

OpenAI
GPT-5.6 Terra
vs
OpenAI
o3 Deep Research

Cost Comparison (1000 input + 500 output tokens, 100 requests/day)

GPT-5.6 Terra

Per Request:$0.01
Daily:$1.00
Monthly:$30.00
Yearly:$365.00

o3 Deep Research

Per Request:$0.03
Daily:$3.00
Monthly:$90.00
Yearly:$1,095.00

Cost Differences

+$0.02
Per Request
+$2.00
Daily
+$60.00
Monthly
+$730.00
Yearly

o3 Deep Research costs more than GPT-5.6 Terra

Quick Recommendation

Winner for direct API pricing: GPT-5.6 Terra. At the default workload, GPT-5.6 Terra saves about $60.00/month ($730.00/year) versus o3 Deep Research.

Feature Comparison

FeatureGPT-5.6 Terrao3 Deep Research
ProviderOpenAIOpenAI
Input Price$2.50/1M tokens$10.00/1M tokens
Output Price$15.00/1M tokens$40.00/1M tokens
Context Window1,050,000 tokens200,000 tokens
Max Output128,000 tokens32,768 tokens
Categorybalancedreasoning
Capabilities
textvisioncodereasoning
textreasoningvisioncode
Release Date6/26/20266/26/2025

GPT-5.6 Terra vs o3 Deep Research: Which Should You Choose?

Choosing between GPT-5.6 Terra and o3 Deep Research depends on your priorities: cost efficiency, context length, or raw capability. GPT-5.6 Terra is the more affordable option at $2.50/1M input tokens — 75% cheaper than o3 Deep Research. Meanwhile, GPT-5.6 Terra offers a significantly larger context window at 1,050,000 tokens vs 200,000 for o3 Deep Research.

These models target different tiers: GPT-5.6 Terra is a balanced model while o3 Deep Research is reasoning. This means they're optimized for different workloads. o3 Deep Research targets more demanding workloads, while GPT-5.6 Terra provides a cost-effective option for everyday tasks.

Output costs matter too. GPT-5.6 Terra charges $15.00/1M output tokens vs $40.00 for o3 Deep Research. For generation-heavy workloads (content creation, code generation, summarization), output pricing often dominates your bill. GPT-5.6 Terra has the edge here at $15.00/1M output tokens.

Multimodal capabilities: Both models support vision (image understanding), so you can send images alongside text prompts with either option.

Best Use Cases

Choose GPT-5.6 Terra when:

  • • Budget is a primary concern
  • • You need a larger context window (1,050,000 tokens)
  • • You need longer outputs (up to 128,000 tokens)
  • • You're already using OpenAI's API ecosystem

Choose o3 Deep Research when:

  • • You're already using OpenAI's API ecosystem

Pros and Caveats at a Glance

GPT-5.6 Terra

  • Input pricing: $2.50/M tokens
  • Output pricing: $15.00/M tokens
  • Context window: 1,050,000 tokens
  • Max output: 128,000 tokens

Watch out for

  • Trade-offs are minor in this matchup.

o3 Deep Research

  • Input pricing: $10.00/M tokens
  • Output pricing: $40.00/M tokens
  • Context window: 200,000 tokens
  • Max output: 32,768 tokens

Watch out for

  • Higher input cost than GPT-5.6 Terra
  • Higher output cost than GPT-5.6 Terra
  • Smaller context window than GPT-5.6 Terra

Try Different Scenarios

Use the calculator below to see how costs change with different usage patterns

GPT-5.6 Terra (OpenAI)

o3 Deep Research (OpenAI)

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Frequently Asked Questions

Which is cheaper, GPT-5.6 Terra or o3 Deep Research?
GPT-5.6 Terra is cheaper for input tokens at $2.50 per million tokens vs $10.00 for o3 Deep Research — that's 75% savings on input costs.
What is the context window difference between GPT-5.6 Terra and o3 Deep Research?
GPT-5.6 Terra supports 1,050,000 tokens while o3 Deep Research supports 200,000 tokens — a difference of 850,000 tokens in favor of GPT-5.6 Terra.
Which model is better for AI Agent / Agentic Workflows?
Both models support text, code, reasoning. For ai agent / agentic workflows, GPT-5.6 Terra is the lower-cost option, while GPT-5.6 Terra offers a larger context window (1,050,000 vs 200,000 tokens). Choose GPT-5.6 Terra for budget sensitivity or GPT-5.6 Terra for longer context tasks.
Which model has better overall pricing for heavy usage?
At 100 requests/day with 1,000 input and 500 output tokens each, GPT-5.6 Terra costs about $30.00/month and o3 Deep Research costs about $90.00/month. Overall, GPT-5.6 Terra has lower combined input + output rates ($2.50 in, $15.00 out) vs o3 Deep Research.

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