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 3 months ago

Full page →
S

Fugu Ultra

Sakana

$0.06

for a client proposal

$5.75 in · $34.50 out / 1M

1M context · released 2 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
3 months ago
2 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.