Anthropic: Claude Sonnet 4 vs OpenAI: GPT Chat Latest
Neither wins outright: Anthropic: Claude Sonnet 4 is the pick when cost matters at scale, OpenAI: GPT Chat Latest when you need to fit long inputs in one request.
Monthly cost at list price for five common workloads. Token counts per unit are stated so you can scale them to your own traffic. A workload that does not fit a model's context window is marked rather than priced.
Workload (per month)
Anthropic: Claude Sonnet 4
OpenAI: GPT Chat Latest
Difference
Customer-support chatbot
50,000 conversations — each a 6-turn conversation (1,500 in / 400 out tokens)
$525
$975
Anthropic: Claude Sonnet 4 saves $450
RAG search over documents
20,000 questions — each a question answered from ~8 retrieved passages (6,000 in / 500 out tokens)
$510
$900
Anthropic: Claude Sonnet 4 saves $390
Coding / tool-using agent
2,000 tasks — each a multi-step task with tool calls and file context (60,000 in / 6,000 out tokens)
$540
$960
Anthropic: Claude Sonnet 4 saves $420
Batch summarisation
10,000 documents — each a 6,000-word report summarised to a page (8,000 in / 600 out tokens)
$330
$580
Anthropic: Claude Sonnet 4 saves $250
Long-document analysis
500 documents — each a 150-page contract or codebase read in one pass (100,000 in / 2,000 out tokens)
$165
$280
Anthropic: Claude Sonnet 4 saves $115
Capabilities side by side
Capability
Anthropic: Claude Sonnet 4
OpenAI: GPT Chat Latest
What it lets you do
Tool / function calling
✓ Yes
✓ Yes
call your APIs and run agent loops
Structured output (JSON schema)
—
✓ Yes
return JSON that validates against your schema
Reasoning / thinking mode
✓ Yes
—
spend extra tokens thinking before answering hard problems
Image input
✓ Yes
✓ Yes
read screenshots, charts and scanned pages
Audio input
—
—
take speech or audio directly
File / PDF input
✓ Yes
✓ Yes
accept documents without your own parsing step
Image output
—
—
generate images, not just text
Built-in web search
✓ Yes
✓ Yes
answer from live web results
Seed (reproducible sampling)
—
✓ Yes
repeat a generation for tests and evals
Log-probabilities
—
—
read token confidence for classification and scoring
From each model's published parameters and input/output types. “—” means not advertised, not proven absent.
Price history
Anthropic: Claude Sonnet 4: price unchanged since we started tracking it on 2026-03-10.
OpenAI: GPT Chat Latest: price unchanged since we started tracking it on 2026-08-06.
Which should you choose?
Choose Anthropic: Claude Sonnet 4 if…
cost matters at scale — it is 47% cheaper on a typical 3:1 input/output mix ($525 vs $975 a month for 50,000 support chats)
you need reasoning / thinking mode — to spend extra tokens thinking before answering hard problems; OpenAI: GPT Chat Latest does not advertise it
Choose OpenAI: GPT Chat Latest if…
you need to fit long inputs in one request — 400K tokens is roughly 600 pages, against 300
you need structured output (JSON schema) — to return JSON that validates against your schema; Anthropic: Claude Sonnet 4 does not advertise it
you need seed (reproducible sampling) — to repeat a generation for tests and evals; Anthropic: Claude Sonnet 4 does not advertise it
you generate long outputs in one go — up to 128K tokens (about 96,000 words) per response
you want the newer model — released 2026-05-05, 12 months after the other
Frequently asked questions
Is Anthropic: Claude Sonnet 4 better than OpenAI: GPT Chat Latest?
Neither wins outright: Anthropic: Claude Sonnet 4 is the pick when cost matters at scale, OpenAI: GPT Chat Latest when you need to fit long inputs in one request. In short: Anthropic: Claude Sonnet 4 when cost matters at scale, you need reasoning / thinking mode; OpenAI: GPT Chat Latest when you need to fit long inputs in one request, you need structured output (JSON schema), you need seed (reproducible sampling), you generate long outputs in one go, you want the newer model.
Which is cheaper, Anthropic: Claude Sonnet 4 or OpenAI: GPT Chat Latest?
Anthropic: Claude Sonnet 4 is cheaper: $6.00 vs $11.25 per 1M tokens at a typical 3:1 input/output mix, 47% less. For 50,000 support conversations a month that is $525 against $975.
How much do Anthropic: Claude Sonnet 4 and OpenAI: GPT Chat Latest cost per million tokens?
Anthropic: Claude Sonnet 4 costs $3.00 per 1M input tokens and $15.00 per 1M output tokens; OpenAI: GPT Chat Latest costs $5.00 input and $30.00 output. Output tokens are billed separately, so long answers shift the gap.
Which has the bigger context window, Anthropic: Claude Sonnet 4 or OpenAI: GPT Chat Latest?
OpenAI: GPT Chat Latest: 400K tokens, about 600 pages, against 200K (about 300 pages) for Anthropic: Claude Sonnet 4.
Do Anthropic: Claude Sonnet 4 and OpenAI: GPT Chat Latest support function calling and JSON output?
Tool calling — Anthropic: Claude Sonnet 4: yes, OpenAI: GPT Chat Latest: yes. JSON-schema structured output — Anthropic: Claude Sonnet 4: not advertised, OpenAI: GPT Chat Latest: yes.
Can Anthropic: Claude Sonnet 4 or OpenAI: GPT Chat Latest read images?
Yes, both accept image input.
Is Anthropic: Claude Sonnet 4 or OpenAI: GPT Chat Latest free to use?
No free variant is listed for either; both are pay-per-token.
What is the maximum output length of Anthropic: Claude Sonnet 4 and OpenAI: GPT Chat Latest?
Anthropic: Claude Sonnet 4 can write up to 64K tokens (about 48,000 words) per response; OpenAI: GPT Chat Latest up to 128K (about 96,000 words).
When were Anthropic: Claude Sonnet 4 and OpenAI: GPT Chat Latest released?
Anthropic: Claude Sonnet 4 was listed on 2025-05-22; OpenAI: GPT Chat Latest on 2026-05-05.
Claude Sonnet 4 significantly enhances the capabilities of its predecessor, Sonnet 3.7, excelling in both coding and reasoning tasks with improved precision and controllability. Achieving state-of-the-art performance on SWE-bench (72.7%),...
GPT Chat Latest points to OpenAI's stable API alias `chat-latest` that always resolves to the latest Instant chat model used in ChatGPT. As OpenAI rolls out new Instant model updates...