All models

Cogito v2.1 671B vs GLM 5.1

Cogito v2.1 671B at $1.44 in and $1.44 out and GLM 5.1 at $1.09 in and $3.44 out — per million tokens, from the same wallet.

D

Cogito v2.1 671B

Deep Cogito

0.83¢

for a client proposal

$1.44 in · $1.44 out / 1M

128K context · released November 2025

Full page →
Z

GLM 5.1

Z.ai

0.82¢

for a client proposal

$1.09 in · $3.44 out / 1M

203K context · released 4 months ago

Full page →

Asking all both at once — identical prompt, identical context — costs about 1.7¢ for a typical client proposal.

At a glance

  • Cheapest input: GLM 5.1 at $1.09 per million tokens.
  • Cheapest output: Cogito v2.1 671B at $1.44 per million tokens.
  • Largest context: GLM 5.1 at 203K tokens — about 290 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
Cogito v2.1 671B
0.36¢
GLM 5.1
0.39¢

Draft a client proposal from notes

5K in · 800 out
Cogito v2.1 671B
0.83¢
GLM 5.1
0.82¢

Context-heavy session (Alyph workspace)

155K in · 4K out
Cogito v2.1 671B
needs 155K ctx
GLM 5.1
$0.18

Analyze a 50-page legal contract

35K in · 1K out
Cogito v2.1 671B
$0.05
GLM 5.1
4.2¢

Large architecture refactor

250K in · 3K out
Cogito v2.1 671B
needs 250K ctx
GLM 5.1
needs 250K ctx

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$0.78$1.560 tokens250k500k750k1000k
Cogito v2.1 671B
GLM 5.1

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

Pricing

Cogito v2.1 671B
GLM 5.1
Input / 1M tokens
$1.44
$1.09
Output / 1M tokens
$1.44
$3.44
Cached input / 1M
$0.203

Specs

Cogito v2.1 671B
GLM 5.1
Released
November 2025
4 months ago
Context window
128K
203K
Max output
131K
Input
Text
Text
Output
Text
Text
Reasoning
Shows its thinking
Shows its thinking
Knowledge cutoff

Try it with real numbers

2K tokens in · 500 tokens out.

Cogito v2.1 671B

Deep Cogito

0.36¢

for this task

80% input · 20% output

Full pricing →

GLM 5.1

Z.ai

0.39¢

for this task

56% input · 44% output

Full pricing →

All 2, same prompt and context: 0.75¢. That is the entire cost of the comparison.

Your $5 welcome credit covers about 666 of these.

Which should you pick?

For long documents, GLM 5.1 has the largest context window here — 203K tokens.

On price, GLM 5.1 is the cheapest of the two on a typical task, at about 0.82¢.

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, Cogito v2.1 671B or GLM 5.1?

On a typical client proposal (5K tokens in, 800 out): GLM 5.1 at 0.82¢; Cogito v2.1 671B at 0.83¢. Long prompts can change the order when long-context rates apply.

Which has the largest context window?

GLM 5.1 — 203K tokens, about 290 pages.

Can I run Cogito v2.1 671B and GLM 5.1 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 1.7¢ for a typical task.

Ask both at once

Identical prompt, identical context, answers side by side — about 1.7¢ for a typical client proposal. Free to start, with $5 of credit.