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Evaluate GPT-4o to GPT-5.6 Sol replacement on context and accuracy

GPT-4o vs GPT-5.6 Sol: which should I use?

Migrate from GPT-4o to GPT-5.6 Sol when tasks exceed 128K context, require advanced reasoning, or justify higher unit costs through reduced human defect correction. Verified 2026-09-07; unmeasured image pricing and unsupported parameters remain Unavailable.

Verified 2026-09-07

Which tasks fit GPT-4o and GPT-5.6 Sol?

Best-fit task signals from the published model strengths; this is not a substitute for a controlled benchmark.

FactGPT-4oGPT-5.6 Sol
Best fitLegacy OpenAI production workloads prior to GPT-5.6.Complex, multi-step professional and coding work where accuracy matters more than cost.
Reasoning modeUnavailableAvailable

What does a Coding Agent workload cost with GPT-4o and GPT-5.6 Sol?

Modeled for Coding Agent: 20,000 input + 2,000 output tokens per task, 1 turn. This is a workload model, not a provider quote.

FactGPT-4oGPT-5.6 Sol
Coding Agent / task$0.07 (modeled) (winner)$0.12 (modeled)
Input / output rate$2.50 / $10.00 per M$4.00 / $20.00 per M

How fast are GPT-4o and GPT-5.6 Sol?

Only non-estimated benchmark results are shown as measured.

FactGPT-4oGPT-5.6 Sol
Measured throughputUnavailable44 tokens/s
Time to first tokenUnavailable560 ms

How compatible are GPT-4o and GPT-5.6 Sol with APIs?

Provider-level wire-format and SDK facts; model-specific parameter differences may still apply.

FactGPT-4oGPT-5.6 Sol
OpenAI SDKUsableUsable
Request shapeCanonical /chat/completions and /responses shape — every OpenAI-compatible provider on this site imitates it.Canonical /chat/completions and /responses shape — every OpenAI-compatible provider on this site imitates it.
StreamingSSE (OpenAI delta)SSE (OpenAI delta)

What are the privacy and retention policies for GPT-4o and GPT-5.6 Sol?

Provider policy and residency facts from the verified provider registry. A missing retention policy is not treated as a guarantee.

FactGPT-4oGPT-5.6 Sol
Provider says API data trains modelsNoNo
Published retention periodUnavailableUnavailable
Data residencyUS by default; EU data residency available on enterprise agreementsUS by default; EU data residency available on enterprise agreements

How much effort does it take to migrate between GPT-4o and GPT-5.6 Sol?

Direction is from each displayed model to the other. Effort is derived from provider compatibility and published parameter maps.

FactGPT-4oGPT-5.6 Sol
Move GPT-4o → GPT-5.6 Soldrop-in; 0 breaking parameter differencesTarget: GPT-5.6 Sol
Move GPT-5.6 Sol → GPT-4oSource: GPT-5.6 Soldrop-in; 0 breaking parameter differences
WhySame provider; only the model identifier changes.Same provider; only the model identifier changes.

GPT-4o vs GPT-5.6 Sol context and output eligibility ladder

Formula: eligible = input ≤ contextWindow AND output ≤ maxOutput; excluded rows never enter cost ranking.

Repository jobGPT-4oGPT-5.6 Sol
100,000 input / 16,000 outputEligible; context 128,000; max output 16,384; cost $0.410000Eligible; context 1,000,000; max output 128,000; cost $0.720000
250,000 input / 16,000 outputExcluded; context 128,000; max output 16,384; cost UnavailableEligible; context 1,000,000; max output 128,000; cost $1.320000
500,000 input / 16,000 outputExcluded; context 128,000; max output 16,384; cost UnavailableEligible; context 1,000,000; max output 128,000; cost $2.320000
1,000,000 input / 128,000 outputExcluded; context 128,000; max output 16,384; cost UnavailableEligible; context 1,000,000; max output 128,000; cost $6.560000

Verified 2026-04-06. Pricing provenance: GPT-4o pricing (2026-04-06); GPT-5.6 Sol pricing (2026-08-14). Capability: GPT-4o; GPT-5.6 Sol. Provider: OpenAI; OpenAI. Missing evidence is Unavailable, never inferred.

GPT-4o vs GPT-5.6 Sol multimodal rollout matrix

Text, image, and audio are separate units. Native model capability is distinct from what the All AI Ask gateway currently routes.

RequirementGPT-4oGPT-5.6 Sol
Text rates$2.500000 input / $10.000000 output per M (standard/peak)$4.000000 input / $20.000000 output per M (standard/peak)
Native model inputstext, imagetext, image
Gateway-routable inputstext, imagetext, image
VisionNativeNative
Image-unit priceUnavailableUnavailable
Audio-unit priceUnavailableUnavailable
ReasoningUnavailableAvailable
Parity testSame image/audio + text; same graderSame image/audio + text; same grader

Verified 2026-04-06. Pricing provenance: GPT-4o pricing (2026-04-06); GPT-5.6 Sol pricing (2026-08-14). Capability: GPT-4o; GPT-5.6 Sol. Provider: OpenAI; OpenAI. Missing evidence is Unavailable, never inferred.

GPT-4o vs GPT-5.6 Sol canary error-budget calculator

Formula: duplicate cost = staged traffic × [bill(GPT-4o) + bill(Sol)]; exact crossover uplift = (Sol bill ÷ GPT-4o bill) − 1 and retry boundary is the same ratio expressed as allowable failed attempts.

StageMatched callsGPT-4o costGPT-5.6 Sol costDuplicate total
1%1% of staged traffic$0.002050$0.003600$0.005650
5%5% of staged traffic$0.010250$0.018000$0.028250
10%10% of staged traffic$0.020500$0.036000$0.056500
25%25% of staged traffic$0.051250$0.090000$0.141250
Exact boundaryGPT-4oGPT-5.6 Sol
Base bill: 50K in / 8K out$0.205000$0.360000
Crossover success upliftBaseline75.6% required uplift
Retry boundary0.756× success uplift; 75.6% retry headroomBaseline

Signed Sol premium per duplicate: $0.155000. Promotion still requires a measured matched-prompt uplift and a user-supplied defect-loss ceiling.

Verified 2026-04-06. Pricing provenance: GPT-4o pricing (2026-04-06); GPT-5.6 Sol pricing (2026-08-14). Capability: GPT-4o; GPT-5.6 Sol. Provider: OpenAI; OpenAI. Missing evidence is Unavailable, never inferred.

Batch 60 · exact-pair decision contributions · verified 2026-09-07

Exact pair boundary: OpenAI; model endpoint, 128K vs 1M context, multimodal format, reasoning effort, and defect cost must join. Requested models are gpt-4o and gpt-5.6-sol. Provider, rate, pricing, and task pages remain fact owners.

Context eligibility ladder and exclusion matrix

Frozen Batch 60 scenario board. Formula / deterministic rule: eligible = prompt_tokens <= model_context; exclusion = prompt_tokens > 128000 ? GPT-4o Excluded : Both Eligible Boundary: Owns repository and document scale fit gates; exact model specs own raw limits.

Frozen scenario / field IDPair, identity, host, surface, and evidence fieldsResultState
batch60-gpt-4o-vs-gpt-5-6-sol-m1-r1
32K standard prompt
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=32K standard prompt; workload tokens; GPT-4o fit; GPT-5.6 Sol fit; context exclusion status; architectural recommendation; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 32K standard prompt is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m1-r2
100K large file review
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=100K large file review; workload tokens; GPT-4o fit; GPT-5.6 Sol fit; context exclusion status; architectural recommendation; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 100K large file review is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m1-r3
128K GPT-4o boundary
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=128K GPT-4o boundary; workload tokens; GPT-4o fit; GPT-5.6 Sol fit; context exclusion status; architectural recommendation; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 128K GPT-4o boundary is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m1-r4
250K multi-document task
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=250K multi-document task; workload tokens; GPT-4o fit; GPT-5.6 Sol fit; context exclusion status; architectural recommendation; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 250K multi-document task is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m1-r5
1M full repo analysis
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=1M full repo analysis; workload tokens; GPT-4o fit; GPT-5.6 Sol fit; context exclusion status; architectural recommendation; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 1M full repo analysis is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m1-r6
unsupported context size
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=unsupported context size; workload tokens; GPT-4o fit; GPT-5.6 Sol fit; context exclusion status; architectural recommendation; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — unsupported context size has no matched, dated bilateral observation.FAIL CLOSED — manual, probe, or source evidence required

First-party provenance: OpenAI model documentation; verification date 2026-09-07. Missing or conflicting joins fail closed.

Multimodal rollout and capability matrix

Frozen Batch 60 scenario board. Formula / deterministic rule: support = vision_enabled && schema_enforced && api_version_admitted; missing image tariff => Unavailable Boundary: Owns multimodal feature parity across Chat Completions and Responses API.

Frozen scenario / field IDPair, identity, host, surface, and evidence fieldsResultState
batch60-gpt-4o-vs-gpt-5-6-sol-m2-r1
high-resolution UI audit
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=high-resolution UI audit; input modality; schema enforcement; Responses API support; image pricing status; verification rule; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — high-resolution UI audit is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m2-r2
scanned document OCR
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=scanned document OCR; input modality; schema enforcement; Responses API support; image pricing status; verification rule; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — scanned document OCR is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m2-r3
chart reasoning
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=chart reasoning; input modality; schema enforcement; Responses API support; image pricing status; verification rule; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — chart reasoning is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m2-r4
complex JSON extraction
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=complex JSON extraction; input modality; schema enforcement; Responses API support; image pricing status; verification rule; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — complex JSON extraction is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m2-r5
audio input modality
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=audio input modality; input modality; schema enforcement; Responses API support; image pricing status; verification rule; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — audio input modality is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m2-r6
unsupported format
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=unsupported format; input modality; schema enforcement; Responses API support; image pricing status; verification rule; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — unsupported format has no matched, dated bilateral observation.FAIL CLOSED — manual, probe, or source evidence required

First-party provenance: OpenAI Responses API; verification date 2026-09-07. Missing or conflicting joins fail closed.

Canary error-budget and defect-loss calculator

Frozen Batch 60 scenario board. Formula / deterministic rule: net_gain = defect_loss_prevented - (sol_call_cost - gpt4o_call_cost); defect loss is user-supplied Boundary: Owns cost-benefit modeling of flagship accuracy versus token premium.

Frozen scenario / field IDPair, identity, host, surface, and evidence fieldsResultState
batch60-gpt-4o-vs-gpt-5-6-sol-m3-r1
1% low-risk canary
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=1% low-risk canary; traffic allocation; baseline spend; Sol premium; defect prevention value; net economic balance; canary decision; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 1% low-risk canary is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m3-r2
5% staged evaluation
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=5% staged evaluation; traffic allocation; baseline spend; Sol premium; defect prevention value; net economic balance; canary decision; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 5% staged evaluation is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m3-r3
10% validation phase
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=10% validation phase; traffic allocation; baseline spend; Sol premium; defect prevention value; net economic balance; canary decision; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 10% validation phase is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m3-r4
25% critical workload cutover
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=25% critical workload cutover; traffic allocation; baseline spend; Sol premium; defect prevention value; net economic balance; canary decision; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — 25% critical workload cutover is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m3-r5
high defect penalty ($50)
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=high defect penalty ($50); traffic allocation; baseline spend; Sol premium; defect prevention value; net economic balance; canary decision; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — high defect penalty ($50) is a frozen fixture pending exact identity, configuration, and denominator joins.UNTESTED — assumption cannot establish a verdict
batch60-gpt-4o-vs-gpt-5-6-sol-m3-r6
unresolved defect valuation
pair=gpt-4o vs gpt-5.6-sol; provider=OpenAI; hostA=api.openai.com; hostB=api.openai.com; surfaceA=Chat Completions / Responses API; surfaceB=Responses API; requested/effective IDs=gpt-4o,gpt-5.6-sol; scenario=unresolved defect valuation; traffic allocation; baseline spend; Sol premium; defect prevention value; net economic balance; canary decision; prompt/config/input/output/result/cache/checkpoint/artifact hashes=required; evidence=2026-09-07; measurement versus assumption=explicitUnavailable — unresolved defect valuation has no matched, dated bilateral observation.FAIL CLOSED — manual, probe, or source evidence required

First-party provenance: OpenAI API pricing; verification date 2026-09-07. Missing or conflicting joins fail closed.

Method and limitations: formulas are deterministic; observed and assumed inputs are labeled; no missing provider, host, account, region, realm, alias, snapshot, revision, weight, artifact, control, tool, modality, workload, rate-period, timestamp, or result is transferred. Run the gpt-4o-vs-gpt-5-6-sol Batch 60 scenario →

How do GPT-4o and GPT-5.6 Sol compare on specs?

GPT-4oGPT-5.6 Sol
Price (input)$2.50/M$4.00/M
Price (output)$10.00/M$20.00/M
Blended price$4.38/M$8.00/M
Context window128,000 tokens1,000,000 tokens
Max output16,384 tokens128,000 tokens
Modalitiestext, visiontext, vision
Reasoning modeNoYes
Released2024-052026-06
SpeedNot measured44 t/s

How much do GPT-4o and GPT-5.6 Sol cost at scale?

Tokens / monthGPT-4oGPT-5.6 SolDelta
1,000,000$4.38$8.00$3.63 (1.8×)
10,000,000$43.75$80.00$36.25 (1.8×)
100,000,000$437.50$800.00$362.50 (1.8×)

Choose GPT-4o if…

  • Industry standard for reliability and vision
  • Fast non-reasoning completions
  • Wide SDK support
  • Legacy OpenAI production workloads prior to GPT-5.6.

Choose GPT-5.6 Sol if…

  • Strongest OpenAI model for agentic, long-horizon coding
  • Deep reasoning mode for multi-step planning
  • Native vision input and 1M context
  • Complex, multi-step professional and coding work where accuracy matters more than cost.

Run this exact matchup right now

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What are common questions about GPT-4o and GPT-5.6 Sol?

Is GPT-4o cheaper than GPT-5.6 Sol?

GPT-4o is cheaper, at $4.38 per million blended tokens vs $8.00 for GPT-5.6 Sol.

Which has the bigger context window, GPT-4o or GPT-5.6 Sol?

GPT-5.6 Sol has the larger context window: 1,000,000 tokens vs 128,000.

Can GPT-4o replace GPT-5.6 Sol for coding?

Both are viable for coding. Industry standard for reliability and vision (GPT-4o) vs Strongest OpenAI model for agentic, long-horizon coding (GPT-5.6 Sol) — pick based on which strength matters more for your workload.

Neither of these? See GPT-5.6 Sol alternatives.

What related comparisons help choose between GPT-4o and GPT-5.6 Sol?

GPT-4o pricingGPT-5.6 Sol pricingvs Claude Opus 4.8vs DeepSeek V4 Provs Gemini 3.1 Provs Grok 4.3Premium model tests

Pricing verified 2026-04-06. Specs verified 2026-08-14.