All models

GPT Chat Latest vs Fugu Ultra

GPT Chat Latest at $5.75 in and $34.50 out and Fugu Ultra at $5.75 in and $34.50 out — per million tokens, from the same wallet.

GPT Chat Latest

OpenAI

$0.06

for a client proposal

$5.75 in · $34.50 out / 1M

400K context · released 6 months ago

Full page →
S

Fugu Ultra

Sakana

$0.06

for a client proposal

$5.75 in · $34.50 out / 1M

1M context · released 5 months ago

Full page →

Asking all both at once — identical prompt, identical context — costs about $0.11 for a typical client proposal.

At a glance

  • All 2 cost the same on input.
  • Largest context: Fugu Ultra at 1M tokens — about 1,400 pages.

Cost per task

Estimated totals at the rates above. Solid bar is input, lighter bar is output.

Quick code fix

2K in · 500 out
GPT Chat Latest
2.9¢
Fugu Ultra
2.9¢

Draft a client proposal from notes

5K in · 800 out
GPT Chat Latest
$0.06
Fugu Ultra
$0.06

Context-heavy session (Alyph workspace)

155K in · 4K out
GPT Chat Latest
$1.03
Fugu Ultra
$1.03

Analyze a 50-page legal contract

35K in · 1K out
GPT Chat Latest
$0.24
Fugu Ultra
$0.24

Large architecture refactor

250K in · 3K out
GPT Chat Latest
$1.54
Fugu Ultra
$1.54

Solid part of each bar is input tokens, the lighter part is output. Models that don’t fit a task are marked instead of priced.

Cost vs Token Amount

Drag the slider to adjust the split between input and output workload.

80% Input20% Output
free$9.77$19.550 tokens250k500k750k1000k
GPT Chat Latest
Fugu Ultra

Adjust the ratio slider to change how output tokens influence the final price for equivalent workloads.

Pricing

GPT Chat Latest
Fugu Ultra
Input / 1M tokens
$5.75
$5.75
Output / 1M tokens
$34.50
$34.50
Cached input / 1M
$0.575
$0.575
Web search
1.1¢ / search
1.1¢ / search

Specs

GPT Chat Latest
Fugu Ultra
Provider
Released
6 months ago
5 months ago
Context window
400K
1M
Max output
128K
128K
Input
Text, Images, and Files
Text and Images
Output
Text
Text
Reasoning
Answers directly
Shows its thinking
Knowledge cutoff
—
—

Try it with real numbers

2K tokens in · 500 tokens out.

GPT Chat Latest

OpenAI

2.9¢

for this task

40% input · 60% output

Full pricing →

Fugu Ultra

Sakana

2.9¢

for this task

40% input · 60% output

Full pricing →

All 2, same prompt and context: $0.06. That is the entire cost of the comparison.

Your $5 welcome credit covers about 86 of these.

Which should you pick?

For long documents, Fugu Ultra has the largest context window here — 1M tokens.

On price they are identical: about $0.06 for a typical task each.

If you want to watch the model think, Fugu Ultra shows reasoning; the other answers directly.

Or don’t pick. Send the identical prompt to all both, read the answers side by side, and keep the winner. How to run a fair bake-off →

Questions, answered

Which is cheaper, GPT Chat Latest or Fugu Ultra?

On a typical client proposal (5K tokens in, 800 out) they cost the same — about $0.06 each. Compare them on context and capabilities instead.

Which has the largest context window?

Fugu Ultra — 1M tokens, about 1,400 pages.

Can I run GPT Chat Latest and Fugu Ultra side by side on Alyph?

Yes — that is what Alyph is built for: the identical prompt with identical context to all 2, answers rendered side by side, billed from one wallet. This exact combination costs about $0.11 for a typical task.

Ask both at once

Identical prompt, identical context, answers side by side — about $0.11 for a typical client proposal. Free to start, with $5 of credit.