All models

KAT-Coder-Pro V2 vs MiniMax M3

KAT-Coder-Pro V2 at $0.345 in and $1.38 out and MiniMax M3 at $0.345 in and $1.38 out — per million tokens, from the same wallet.

K

KAT-Coder-Pro V2

Kwaipilot

0.28¢

for a client proposal

$0.345 in · $1.38 out / 1M

256K context · released 4 months ago

Full page →
M

MiniMax M3

MiniMax

0.28¢

for a client proposal

$0.345 in · $1.38 out / 1M

524K context · released 2 months ago

Full page →

Asking all both at once — identical prompt, identical context — costs about 0.57¢ for a typical client proposal.

At a glance

  • All 2 cost the same on input.
  • Largest context: MiniMax M3 at 524K tokens — about 750 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
KAT-Coder-Pro V2
0.14¢
MiniMax M3
0.14¢

Draft a client proposal from notes

5K in · 800 out
KAT-Coder-Pro V2
0.28¢
MiniMax M3
0.28¢

Context-heavy session (Alyph workspace)

155K in · 4K out
KAT-Coder-Pro V2
$0.06
MiniMax M3
$0.06

Analyze a 50-page legal contract

35K in · 1K out
KAT-Coder-Pro V2
1.3¢
MiniMax M3
1.3¢

Large architecture refactor

250K in · 3K out
KAT-Coder-Pro V2
$0.09
MiniMax M3
$0.09

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$0.28$0.550 tokens250k500k750k1000k
KAT-Coder-Pro V2
MiniMax M3

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

Pricing

KAT-Coder-Pro V2
MiniMax M3
Input / 1M tokens
$0.345
$0.345
Output / 1M tokens
$1.38
$1.38
Cached input / 1M
$0.069
$0.069

Specs

KAT-Coder-Pro V2
MiniMax M3
Provider
Kwaipilot
MiniMax
Released
4 months ago
2 months ago
Context window
256K
524K
Max output
80K
512K
Input
Text
Text, Images, and Video
Output
Text
Text
Reasoning
Answers directly
Shows its thinking
Knowledge cutoff
—
—

Try it with real numbers

2K tokens in · 500 tokens out.

KAT-Coder-Pro V2

Kwaipilot

0.14¢

for this task

50% input · 50% output

Full pricing →

MiniMax M3

MiniMax

0.14¢

for this task

50% input · 50% output

Full pricing →

All 2, same prompt and context: 0.28¢. That is the entire cost of the comparison.

Your $5 welcome credit covers about 1,811 of these.

Which should you pick?

For long documents, MiniMax M3 has the largest context window here — 524K tokens.

On price they are identical: about 0.28¢ for a typical task each.

For images or files, MiniMax M3 can read them directly; KAT-Coder-Pro V2 is text-only.

If you want to watch the model think, MiniMax M3 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 →

KAT-Coder-Pro V2 pricing →MiniMax M3 pricing →Add Lyria 3 Clip PreviewAdd Grok 4.20

Questions, answered

Which is cheaper, KAT-Coder-Pro V2 or MiniMax M3?

On a typical client proposal (5K tokens in, 800 out) they cost the same — about 0.28¢ each. Compare them on context and capabilities instead.

Which has the largest context window?

MiniMax M3 — 524K tokens, about 750 pages.

Can I run KAT-Coder-Pro V2 and MiniMax M3 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 0.57¢ for a typical task.

Ask both at once

Identical prompt, identical context, answers side by side — about 0.57¢ for a typical client proposal. Free to start, with $5 of credit.

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