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GPT-5.6 Sol vs GPT-6 Astra

Detailed technical comparison between GPT-5.6 Sol (OpenAI) and GPT-6 Astra (OpenAI). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚡ Executive Summary & Verdict

Comparison Snapshot

GPT-5.6 Sol: 5 WinsvsGPT-6 Astra: 1 Win
Context Leader

Tie

Equal Capacity
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

GPT-5.6 Sol

$2.00 / MTok
OpenAIactive

GPT-5.6 Sol

GPT-5.6 Sol is an advanced artificial intelligence model engineered by OpenAI. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, GPT-5.6 Sol represents a key architectural iteration in the OpenAI model family. First released in 2026-07-09, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,050,000 tokens (approximately 1,400 words), GPT-5.6 Sol processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View GPT-5.6 Sol Full Specs →
OpenAIactive

GPT-6 Astra

GPT-6 Astra is an advanced artificial intelligence model engineered by OpenAI. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, GPT-6 Astra represents a key architectural iteration in the OpenAI model family. First released in 2026-09-04, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,050,000 tokens (approximately 1,400 words), GPT-6 Astra processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View GPT-6 Astra Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationGPT-5.6 SolGPT-6 Astra
ProviderOpenAIOpenAI
Context Window1,050,000 tokens1,050,000 tokens
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityBeta Access (est.)Beta Access (est.)
API AvailableYesYes
Released Date2026-07-092026-09-04

API Pricing Comparison

Input Price per Million Tokens

GPT-5.6 Sol

$2.00

GPT-6 Astra

$10.00

Output Price per Million Tokens

GPT-5.6 Sol

$10.00

GPT-6 Astra

$50.00

💡 Cost Ratio: GPT-5.6 Sol is 5.0x cheaper per input token than GPT-6 Astra.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
96.8%vs95.4%+1.4% GPT-5.6 Sol
GPT-5.6 Sol 🏆
GPT-6 Astra
HumanEvalPython coding & logic synthesis
96.2%vs96.8%+0.6% GPT-6 Astra
GPT-5.6 Sol
GPT-6 Astra 🏆
MATHComplex mathematical problem solving
95.4%vs94.2%+1.2% GPT-5.6 Sol
GPT-5.6 Sol 🏆
GPT-6 Astra
GPQAGraduate-level expert reasoning
87.9%vs86.0%+1.9% GPT-5.6 Sol
GPT-5.6 Sol 🏆
GPT-6 Astra
HellaSwagCommonsense reasoning and inference
99.2%vs98.8%+0.4% GPT-5.6 Sol
GPT-5.6 Sol 🏆
GPT-6 Astra
MT-BenchMulti-turn conversation flow quality
9.8%vs9.7%+0.1% GPT-5.6 Sol
GPT-5.6 Sol 🏆
GPT-6 Astra

GPT-5.6 Sol Quirks & Gotchas

No developer gotchas reported.

GPT-6 Astra Quirks & Gotchas

No developer gotchas reported.

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