LLM Reference

GPT-5.5 vs GPT-5.6 Sol

GPT-5.6 Sol is OpenAI's July 2026 GA successor to GPT-5.5 for frontier reasoning, long-horizon coding, agentic workflows, and multimodal API work. OpenAI positions Sol as the highest-capability GPT-5.6 tier, with Terra and Luna as lower-cost siblings competitive with GPT-5.5 on price-sensitive routes. Both models remain relevant: GPT-5.5 is the established baseline, while GPT-5.6 Sol is the new flagship path across ChatGPT, Codex, and the API.

Upgrade to GPT-5.6 Sol when you want OpenAI's July 2026 GA frontier route, new launch-table coding and agent rows, max reasoning effort, and the same 1.05M-class context window with refreshed benchmark evidence. Keep GPT-5.5 when stable incumbent pricing, existing prompt investments, or batch/flex economics still win in your harness, and use Terra or Luna when you need a lower-cost GPT-5.6 tier rather than full Sol capability. Do not treat GPT-5.5 as deprecated unless OpenAI publishes a separate deprecation notice.

Decision scorecard

Local evidence first
SignalGPT-5.5GPT-5.6 Sol
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1.05m1.05m
Cheapest output$30/1M tokens$30/1M tokens
Provider routes4 tracked2 tracked
Shared benchmarks6 sharedSWE-bench Pro leader

Decision tradeoffs

Choose GPT-5.5 when...
  • GPT-5.5 holds a shared-benchmark lead on MMMU Pro, ahead by 5.3 points.
  • GPT-5.5 has broader tracked provider coverage for fallback and procurement flexibility.
  • GPT-5.5 uniquely exposes Structured outputs in local model data.
  • Local decision data tags GPT-5.5 for Coding, RAG, and Agents.
Choose GPT-5.6 Sol when...
  • GPT-5.6 Sol holds a shared-benchmark lead on SWE-bench Pro, ahead by 6.0 points.
  • Local decision data tags GPT-5.6 Sol for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Same estimate Tie

GPT-5.5

$11,500

Cheapest tracked route/tier: OpenAI API 0-272K input tokens

GPT-5.6 Sol

$11,500

Cheapest tracked route/tier: OpenAI API 0-272K input tokens

Estimated monthly gap: $0.00. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5.5 -> GPT-5.6 Sol
  • Provider overlap exists on OpenAI API and OpenRouter; start route-level A/B tests there.
  • Cheapest tracked output pricing is tied, so migration risk shifts to quality, latency, and provider packaging.
  • Check replacement coverage for Structured outputs before moving production traffic.
GPT-5.6 Sol -> GPT-5.5
  • Provider overlap exists on OpenAI API and OpenRouter; start route-level A/B tests there.
  • Cheapest tracked output pricing is tied, so migration risk shifts to quality, latency, and provider packaging.
  • GPT-5.5 adds Structured outputs in local capability data.

Specs

Specification
Released2026-04-232026-07-09
Context window1.05m1.05m
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-12-

Pricing and availability

Pricing attributeGPT-5.5GPT-5.6 Sol
Input price
0-272K input tokens
$5/1M tokens
Standard GPT-5.5 token pricing before the long-context surcharge threshold.
272K+ input tokens
$8/1M tokens
Long-context surcharge applies above 272K input tokens for the full session.
0-272K input tokens
$5/1M tokens
Standard GPT-5.6 Sol token pricing before the long-context surcharge threshold.
272K+ input tokens
$10/1M tokens
Long-context surcharge applies above 272K input tokens for the full request.
Output price
0-272K input tokens
$30/1M tokens
Standard GPT-5.5 token pricing before the long-context surcharge threshold.
272K+ input tokens
$36/1M tokens
Long-context surcharge applies above 272K input tokens for the full session.
0-272K input tokens
$30/1M tokens
Standard GPT-5.6 Sol token pricing before the long-context surcharge threshold.
272K+ input tokens
$45/1M tokens
Long-context surcharge applies above 272K input tokens for the full request.
Providers

Capabilities

CapabilityGPT-5.5GPT-5.6 Sol
VisionYesYes
MultimodalYesYes
ReasoningYesYes
Function callingYesYes
Tool useYesYes
Structured outputsYesNo
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGPT-5.5GPT-5.6 Sol
SWE-bench Pro58.664.6
Google-Proof Q&A93.694.6
Terminal-Bench 2.178.288.8
GeneBench-Pro12.031.5
BrowseComp84.490.4
MMMU Pro88.383.0

Deep dive

OpenAI frames GPT-5.6 as a family upgrade rather than a single SKU swap. Sol is the frontier tier, Terra is the balanced lower-cost tier positioned against GPT-5.5, and Luna is the fastest and most affordable GPT-5.6 tier. This route should compare Sol against GPT-5.5 while mentioning Terra and Luna in tier guidance.

Pricing is tier-dependent. GPT-5.6 Sol lists $5/$30 up to 272K input tokens and $10/$45 above that threshold. GPT-5.5 standard pricing remains $5/$30 up to 272K with its own long-context surcharge pattern in the OpenAI pricing table. Sol is not automatically cheaper; the upgrade case is capability and launch-table evidence, not a blanket price cut.

Benchmark coverage favors GPT-5.6 Sol on July 2026 GA rows such as DeepSWE 1.1, BrowseComp, OSWorld 2.0, GPQA Diamond, and MMMU Pro from OpenAI launch materials. GPT-5.5 retains strong incumbent rows including SWE-bench Verified and Terminal-Bench evidence from earlier OpenAI and third-party sources. Compare harness labels before citing a single score in procurement.

Availability is the practical reason to move now. OpenAI says GPT-5.6 is GA across ChatGPT, Codex, and the API on July 9, 2026, while GPT-5.5 remains a useful baseline route for teams that have not revalidated prompts on Sol yet.

Migration should be route-level A/B testing on overlapping OpenAI API infrastructure: system prompts, tool schemas, reasoning settings, and long-context surcharges can all shift when moving from GPT-5.5 to GPT-5.6 Sol even inside the same provider account.

FAQ

Is GPT-5.6 Sol worth switching to from GPT-5.5?

Switch when OpenAI's July 2026 GA launch rows and product features such as max reasoning effort or refreshed coding-agent evidence justify revalidation cost. Stay on GPT-5.5 when your incumbent prompts, batch/flex pricing, or benchmark-backed workflows still meet requirements and you do not need the newest GA tier yet.

What changed in GPT-5.6 pricing and tiers?

GPT-5.6 adds Sol, Terra, and Luna tiers rather than replacing GPT-5.5 with one SKU. Sol uses $5/$30 up to 272K input tokens and $10/$45 above that threshold in the tracked OpenAI API row. Terra and Luna are the lower-cost GPT-5.6 options OpenAI positions against GPT-5.5 for price-sensitive work.

When should teams use Terra or Luna instead of Sol?

Use Terra for balanced GPT-5.6 work when Sol-level frontier capability is unnecessary and cost should stay closer to GPT-5.5. Use Luna for the fastest and most affordable GPT-5.6 tier. Use Sol when you need the highest-capability GPT-5.6 route and OpenAI's frontier launch-table evidence.

Does GPT-5.6 Sol replace GPT-5.5 Pro?

Not automatically. Compare Sol against GPT-5.5 Pro on its own route when premium reasoning or long-context cost matters. This pair is the GPT-5.5 baseline upgrade path; do not collapse GPT-5.5 Pro pricing or benchmarks into GPT-5.5 baseline claims.

Continue comparing

Last reviewed: 2026-07-09. Data sourced from public model cards and provider documentation.