Cost and performance comparison
GPT-5.6 Sol vs Claude 3 Opus
Model AOpenAI
GPT-5.6 Sol
- Cost / 1M Tokens
- $8.80
- 70% in · 30% out mix
- Value Index (score÷cost)
- 11.2
- Higher = better value
- Speed
- 70/100
- Context
- 1.1M
- Tier
- Power Tier
List price from the OpenAI pricing page, verified October 12, 2026.
Promotional price, guaranteed until at least November 21, 2026. Regular price: $5.00 / $30.00.
Check the sourceModel BAnthropic
Claude 3 Opus
- Cost / 1M Tokens
- $33.00
- 70% in · 30% out mix
- ≈ $36.30 for the same text, tokenizer included
- Value Index (score÷cost)
- 2.5
- Higher = better value
- Speed
- 50/100
- Context
- 200K
- Tier
- Power Tier
Last list price before the model was retired.
Its tokenizer produces about 10% more tokens than OpenAI's for the same text, so the real cost runs higher than the list price suggests. This is an estimate: the tokenizer has not been measured yet.
In-depth analysis
GPT-5.6 Sol vs Claude 3 Opus: Detailed Comparison
GPT-5.6 Sol is OpenAI's flagship-tier language model with a 1.1M-token context window, excelling at reasoning. Claude 3 Opus from Anthropic is a flagship-tier model supporting 200K tokens in context, with standout performance in reasoning.
GPT-5.6 Sol is both the cheaper and the stronger model here — for the same text it costs 76% less than Claude 3 Opus and still leads on combined coding and reasoning by 26 points. There is no tradeoff to weigh on this pair: unless you need something specific from Claude 3 Opus, the cheaper model is simply the better one. GPT-5.6 Sol is priced at $4.00/M input tokens and $20.00/M output tokens. Claude 3 Opus costs $15.00/M input and $75.00/M output.
Claude 3 Opus turns the same text into about 10% more tokens than GPT-5.6 Sol, because their tokenizers differ — so comparing list prices per token understates what Claude 3 Opus costs. For the same text, split 70% input and 30% output and counted the way OpenAI's tokenizer counts it, Claude 3 Opus works out at about $36.30 per million tokens and GPT-5.6 Sol at $8.80. Every cost figure on this page includes that difference.
On iOPTERA's editorial scores, GPT-5.6 Sol leads with 97/100 for coding and 99/100 for reasoning, against Claude 3 Opus's 80/100 and 90/100.
Capability breakdown
Across the five core benchmark categories, here is how GPT-5.6 Sol and Claude 3 Opus stack up head to head:
Best model by task
- coding: GPT-5.6 Sol wins with 97/100
- reasoning: GPT-5.6 Sol wins with 99/100
- data extraction: GPT-5.6 Sol wins with 95/100
- creative tasks: GPT-5.6 Sol wins with 96/100
- vision/multimodal: GPT-5.6 Sol wins with 96/100
Estimated monthly cost at scale
For 10M + 2M tokens of text a month (counted the way OpenAI's tokenizer counts), GPT-5.6 Sol runs about $80.00 while Claude 3 Opus runs about $330.00 — GPT-5.6 Sol saves roughly $250.00 (76%) every month.
What actually decides it
GPT-5.6 Sol and Claude 3 Opus come from different labs, which means different tokenizers, different API shapes, and a second vendor relationship. The same English text does not produce the same token count on both, so a price-per-million comparison understates the difference — measure your own prompts on each before treating the headline rates as the full story.
GPT-5.6 Sol and Claude 3 Opus are 28 months apart, which is more than one generation in this market. Benchmark comparisons across that gap flatter the older model: it was measured against the evaluations that existed at the time. Treat Claude 3 Opus's scores as a floor for what it does well and be sceptical of a close-looking result.
The context gap is the largest single difference on this pair: GPT-5.6 Sol takes 1.1M tokens against 200K for Claude 3 Opus, roughly 5.3x. That is the difference between feeding in a whole repository or a full contract set and having to chunk it. If your work involves documents you cannot split cleanly, this decides it on its own.
Latency separates them: GPT-5.6 Sol scores 70/100 against 50/100 for Claude 3 Opus, a 20-point gap. That matters for anything a person waits on — chat, autocomplete, interactive tools. For batch and background work it does not, and trading latency for capability there is usually the right call.
One practical asymmetry: GPT-5.6 Sol offers a batch API at 50% off standard rates, and Claude 3 Opus does not. For anything that does not need an answer immediately — nightly enrichment, backfills, evaluation runs — that discount can be worth more than the difference in list price, and it is easy to overlook when comparing headline rates.
GPT-5.6 Sol wins this comparison outright — cheaper and stronger. Choose Claude 3 Opus only if it has a specific capability you need; on price and benchmarks it is behind on both.
What you actually pay
The list price is only the start. Prompt caching, batch processing and long prompts change the bill, and each provider sets them differently. Prices per 1M tokens.
| Pricing term | GPT-5.6 Sol | Claude 3 Opus |
|---|---|---|
| List price (input / output) | $4.00 / $20.00 | $15.00 / $75.00 |
| Cached input | $0.4010% of the input price | — |
| Batch API | 50% off input and output | — |
| Long prompts | Over 272K tokens: $8.00 / $30.00 | — |
| Input with 80% cache hits | $1.12 | — |
The last row assumes 80% of input tokens are read from the cache, as in a chat app that re-sends a long system prompt or RAG over the same documents. Cache-write and storage charges are not included.
Claude also bills cache writes: 1.25× the input price for a 5-minute cache, 2× for one hour.
Checked on October 8, 2026 against the pricing pages of OpenAI, Anthropic.
Capability scores
iOPTERA editorial scores across 5 categories — informed by public benchmarks, not measured by us
Coding
Reasoning
Extraction
Creative
Vision
Speed Score
Context Window
What Is a Token?
Models don't read words — they process tokens.
A token is roughly 4 characters of English text (~¾ of a word). Your API bill is priced per million tokens — understanding this directly reduces your costs.
Short phrase
"Hello, world!"
- GPT-5.6 Sol
- $1.60
- Claude 3 Opus
- $6.60
Business email
One typical email (~200 words)
- GPT-5.6 Sol
- $108.00
- Claude 3 Opus
- $445.50
Code file
50-line Python script
- GPT-5.6 Sol
- $160.00
- Claude 3 Opus
- $660.00
Prices shown are for 100,000 runs of each workload — one run costs a fraction of a cent on both GPT-5.6 Sol and Claude 3 Opus, so the number only becomes meaningful at production volume. Input tokens only; add your output volume in the calculator below.
How to check your token usage
response.usage.total_tokensEvery API response includes a usage object. Sum total_tokens across all calls to get your monthly figure, then use the calculator below.
Your Cost Calculator
Enter your actual monthly token usage to see real savings
Quick Presets
GPT-5.6 Sol
$264.00/mo
$3,168.00/yr
Claude 3 Opus
$1,089.00/mo
$13,068.00/yr
Annual Savings
$9,900.00 saved per year
GPT-5.6 Sol cheaper · $825.00/mo
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