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llmwaves

GPT-5.6 Terra

OpenAI · released Jul 9, 2026

ProprietaryReasoningTool useStructured outputVision

GPT-5.6 Terra is a balanced model in OpenAI's GPT-5.6 series, positioned between the flagship Sol tier and the cost-efficient Luna tier. It is suited for everyday coding, reasoning, and agentic...

Specification

Context window
1.05M
Max output
128K
Knowledge cutoff
Feb 16, 2026
Parameters
Undisclosed
Licence
Proprietary
Serving providers
3
Moderated
Yes
Uptime
100.0%

Intelligence

56.6

98th percentile

Coding

76.7

Coding Index

Agentic

50.2

Agentic Index

Output speed

56 t/s

Median across providers

Latency

1.5s

Time to first token

Cost per task

$0.53

Estimated

Benchmarks

Where the score comes from

The Intelligence Index is a composite. These are the underlying evaluations this model was actually measured on.

Evaluation scores

Percentage correct · higher is better

  • GPQA Diamond
    92.5%
  • τ²-bench (Telecom)
    86.3%
  • AA-LCR (long context)
    79.7%
  • IFBench
    71.2%
  • Terminal-Bench Hard
    57.6%
  • SciCode
    53.9%
  • Humanity's Last Exam
    42.9%

An evaluation missing from this list was not run for this model — it is not a zero.

View as table
EvaluationScore
GPQA Diamond92.5%
τ²-bench (Telecom)86.3%
AA-LCR (long context)79.7%
IFBench71.2%
Terminal-Bench Hard57.6%
SciCode53.9%
Humanity's Last Exam42.9%

Against its peers

Intelligence Index · this model highlighted, nearest peers in grey

Peers are the models sitting closest on the Intelligence Index — the set you would realistically choose between.

View as table
ModelIntelligence
Qwen3.8 Max58.1
Claude Opus 4.857.3
Muse Spark 1.256.8
GPT-5.6 Terra56.6
GPT-5.556.3
Grok 4.555.8
Claude Sonnet 555.3
Claude Opus 4.755.0

Percentile among all indexed models

Intelligence98th
Coding98th
Agentic92th
Terminal work97th
Arena Elo86th

Pricing

What it costs to run

List prices per million tokens, plus what one representative task works out to.

List price

Input / 1M tokens
$1
Output / 1M tokens
$6
Cached input / 1M
$0.1
Blended 3:1
$2.25

One task, estimated

$0.53

Input tokens
50,000
Output tokens
80,000
Profile
Reasoning

Estimated from list pricing: 50K input tokens plus 80K output tokens for reasoning models (25K for non-reasoning).

Serving providers

Speed and latency figures are medians across these providers, so a widely-served model reports a blend rather than any single endpoint.

Arena

Head-to-head generation quality

Elo from pairwise judgements, broken out by the kind of thing the model was asked to build.

Overall Elo
1,297
Win rate
53.0%
Strongest at
UI components
Tournaments
1,103

Elo by category

Dot position on a 1,075–1,300 scale · Elo has no meaningful zero

Agent categories (full-stack apps, mobile apps) are only scored for models tested in agent harnesses.

View as table
CategoryEloWin rate
UI components129753.0%
Websites129653.9%
Game development127751.0%
Data visualisation125550.2%
SVG125451.8%
3D scenes119540.0%
Mobile apps116542.6%
Full-stack apps109531.9%