LLM Reference

GPT-5.5 Pro vs GPT-5.6 Sol

GPT-5.6 Sol and GPT-5.5 Pro are both premium OpenAI routes, but they answer different buyer questions after the July 2026 GPT-5.6 launch. Sol is the new GA frontier GPT-5.6 tier with refreshed launch-table evidence. GPT-5.5 Pro remains the older high-cost Pro route teams may still be running for premium reasoning or long-context workloads.

Pick GPT-5.6 Sol when you want OpenAI's newest GA frontier tier and July 2026 launch evidence for coding, agents, and multimodal work. Keep GPT-5.5 Pro only when your production harness, negotiated pricing, or verified Pro-specific behavior still outperforms Sol in acceptance tests. Frame this as a cost-and-tier decision rather than an unsupported benchmark sweep; do not invent GPT-5.5 Pro rows where the GPT-5.6 launch table only reports GPT-5.5 baseline.

Decision scorecard

Local evidence first
SignalGPT-5.5 ProGPT-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$180/1M tokens$30/1M tokens
Provider routes3 tracked2 tracked
Shared benchmarks5 sharedSWE-bench Pro leader

Decision tradeoffs

Choose GPT-5.5 Pro when...
  • GPT-5.5 Pro has broader tracked provider coverage for fallback and procurement flexibility.
  • GPT-5.5 Pro uniquely exposes Structured outputs in local model data.
  • Local decision data tags GPT-5.5 Pro 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.
  • GPT-5.6 Sol has the lower cheapest tracked output price at $30/1M tokens.
  • 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.

Lower estimate GPT-5.6 Sol

GPT-5.5 Pro

$69,000

Cheapest tracked route/tier: OpenAI API <=272K tokens (standard)

GPT-5.6 Sol

$11,500

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

Estimated monthly gap: $57,500. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5.5 Pro -> GPT-5.6 Sol
  • Provider overlap exists on OpenAI API and OpenRouter; start route-level A/B tests there.
  • GPT-5.6 Sol is $150/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Structured outputs before moving production traffic.
GPT-5.6 Sol -> GPT-5.5 Pro
  • Provider overlap exists on OpenAI API and OpenRouter; start route-level A/B tests there.
  • GPT-5.5 Pro is $150/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-5.5 Pro 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-5.5 ProGPT-5.6 Sol
Input price$30/1M tokens
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$180/1M tokens
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-5.5 ProGPT-5.6 Sol
VisionYesYes
MultimodalYesYes
ReasoningYesYes
Function callingYesYes
Tool useYesYes
Structured outputsYesNo
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGPT-5.5 ProGPT-5.6 Sol
SWE-bench Pro58.664.6
Google-Proof Q&A93.694.6
Terminal-Bench 2.178.288.8
GeneBench-Pro20.531.5
Artificial Analysis Intelligence Index55.058.9

Deep dive

This pair is about OpenAI tier selection after GPT-5.6 GA, not a generic family comparison. Sol is the new flagship GPT-5.6 route; GPT-5.5 Pro is a distinct premium SKU that should keep its own pricing and benchmark context.

Compare long-context economics explicitly. Both families use surcharges above roughly 272K input tokens in the tracked OpenAI pricing table, so million-token workloads need real prompt-length estimates rather than headline short-context rates.

Use Sol when stakeholder reviews need July 2026 GA launch rows and a clear successor narrative. Keep GPT-5.5 Pro when you still have verified Pro-route quality advantages in your own harness and migration would be mostly cost with no measured gain.

Do not recommend replacing every GPT-5.5 Pro deployment without task-specific evidence. Route-level A/B tests on coding agents, tool loops, and long-context retrieval packs are the safe migration path.

FAQ

Does GPT-5.6 Sol replace GPT-5.5 Pro?

Not by default. Sol is the new GA frontier GPT-5.6 tier, while GPT-5.5 Pro is a separate premium route. Compare them with your own acceptance tests and current OpenAI pricing rather than assuming Sol supersedes every Pro workload.

Which model is cheaper for long-context workloads?

Use the OpenAI pricing table for the exact prompt length. Both Sol and GPT-5.5 Pro can hit long-context surcharges above roughly 272K input tokens, so estimate full-request token counts before choosing on headline short-context prices alone.

Are GPT-5.5 Pro benchmarks directly comparable to GPT-5.6 Sol?

Only where the seed has comparable harness labels. Do not invent GPT-5.5 Pro rows from GPT-5.6 launch tables that report GPT-5.5 baseline instead of Pro.

Should every GPT-5.5 Pro deployment move to GPT-5.6 Sol?

No. Run route-level acceptance tests first. Keep GPT-5.5 Pro when verified Pro-route quality or negotiated pricing still wins; move to Sol when July 2026 GA launch evidence and standard-tier economics justify revalidation.

Continue comparing

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