All models

KAT-Coder-Pro V2.5 vs Kimi K2.7 Code

KAT-Coder-Pro V2.5 at $0.851 in and $3.40 out and Kimi K2.7 Code at $0.805 in and $4.03 out — per million tokens, from the same wallet.

K

KAT-Coder-Pro V2.5

Kwaipilot

0.7¢

for a client proposal

$0.851 in · $3.40 out / 1M

256K context · released 1 month ago

Full page →
M

Kimi K2.7 Code

Moonshot AI

0.72¢

for a client proposal

$0.805 in · $4.03 out / 1M

262K context · released 2 months ago

Full page →

Asking all both at once — identical prompt, identical context — costs about 1.4¢ for a typical client proposal.

At a glance

  • Cheapest input: Kimi K2.7 Code at $0.805 per million tokens.
  • Cheapest output: KAT-Coder-Pro V2.5 at $3.40 per million tokens.
  • Largest context: Kimi K2.7 Code at 262K tokens — about 370 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 V2.5
0.34¢
Kimi K2.7 Code
0.36¢

Draft a client proposal from notes

5K in · 800 out
KAT-Coder-Pro V2.5
0.7¢
Kimi K2.7 Code
0.72¢

Context-heavy session (Alyph workspace)

155K in · 4K out
KAT-Coder-Pro V2.5
$0.15
Kimi K2.7 Code
$0.14

Analyze a 50-page legal contract

35K in · 1K out
KAT-Coder-Pro V2.5
3.3¢
Kimi K2.7 Code
3.2¢

Large architecture refactor

250K in · 3K out
KAT-Coder-Pro V2.5
$0.22
Kimi K2.7 Code
$0.21

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$0.72$1.450 tokens250k500k750k1000k
KAT-Coder-Pro V2.5
Kimi K2.7 Code

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

Pricing

KAT-Coder-Pro V2.5
Kimi K2.7 Code
Input / 1M tokens
$0.851
$0.805
Output / 1M tokens
$3.40
$4.03
Cached input / 1M
$0.172
$0.172

Specs

KAT-Coder-Pro V2.5
Kimi K2.7 Code
Released
1 month ago
2 months ago
Context window
256K
262K
Max output
80K
262K
Input
Text
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.

KAT-Coder-Pro V2.5

Kwaipilot

0.34¢

for this task

50% input · 50% output

Full pricing →

Kimi K2.7 Code

Moonshot AI

0.36¢

for this task

44% input · 56% output

Full pricing →

All 2, same prompt and context: 0.7¢. That is the entire cost of the comparison.

Your $5 welcome credit covers about 711 of these.

Which should you pick?

For long documents, Kimi K2.7 Code has the largest context window here — 262K tokens.

On price, KAT-Coder-Pro V2.5 is the cheapest of the two on a typical task, at about 0.7¢.

For images or files, Kimi K2.7 Code can read them directly; KAT-Coder-Pro V2.5 is text-only.

If you want to watch the model think, Kimi K2.7 Code 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, KAT-Coder-Pro V2.5 or Kimi K2.7 Code?

On a typical client proposal (5K tokens in, 800 out): KAT-Coder-Pro V2.5 at 0.7¢; Kimi K2.7 Code at 0.72¢. Long prompts can change the order when long-context rates apply.

Which has the largest context window?

Kimi K2.7 Code — 262K tokens, about 370 pages.

Can I run KAT-Coder-Pro V2.5 and Kimi K2.7 Code 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 1.4¢ for a typical task.

Ask both at once

Identical prompt, identical context, answers side by side — about 1.4¢ for a typical client proposal. Free to start, with $5 of credit.