Enter opens the highlighted result. Esc closes.

Perceptron Mk1 vs Laguna XS 2.1

Laguna XS 2.1 costs 12.5x less per output token than Perceptron Mk1 ($0.12 vs $1.50 per million). Updated October 22, 2026; no benchmark has tested both models yet.

Perceptron Mk1Perceptron
Coding
No data
Overall
No data
Output $/M
$1.50
P Laguna XS 2.1Poolside
Coding
No data
Overall
No data
Output $/M
$0.12
vs $1.50 vs $0.12 per 1M output tokens. Laguna XS 2.1 is 12.5x cheaper.

Perceptron Mk1 or Laguna XS 2.1: which to pick

Neither model has a coding score yet, so the two cannot be ranked on coding.

Compare them on price, context and the boards below.

No benchmark has tested either model yet, so price and context are the only way to compare them.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
Perceptron Mk1 not benchmarked, Laguna XS 2.1 not benchmarked.
Widest category
None yet: no category has been tested on both models.
Widest single gap
None yet: no benchmark has tested both models.
Output price
Perceptron Mk1 $1.50 against Laguna XS 2.1 $0.12 per million output tokens, 12.5x apart.
Context window
Perceptron Mk1 takes 33K tokens, Laguna XS 2.1 262K.

Benchmark by benchmark

Every board either model has a result on, a category to a fold; bars are each result on a 0 to 100 scale. Only one model is measured on each, so no row names a leader.

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

Perceptron Mk1$0.0009Fits in one request
Laguna XS 2.1$0.0001Fits in one request

Laguna XS 2.1 costs less

Repository review

50K input + 3K output tokens

Perceptron Mk1$0.012Exceeds the context window
Laguna XS 2.1$0.0034Fits in one request

Laguna XS 2.1 costs less

Agent loop

200K input + 10K output tokens

Perceptron Mk1$0.045Exceeds the context window
Laguna XS 2.1$0.013Fits in one request

Laguna XS 2.1 costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of Perceptron Mk1 and Laguna XS 2.1
SpecificationPerceptron Mk1Poolside Laguna XS 2.1
MakerPerceptronPoolside
WeightsNo public weights listedOpen weights
ReleasedMay 12, 2026July 2, 2026
Context window33K262K
Input $/Mtok$0.15$0.06
Output $/Mtok$1.50$0.12
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Perceptron Mk1 better than Laguna XS 2.1 for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Compare them on price, context and the boards below.

Which is cheaper, Perceptron Mk1 or Laguna XS 2.1?

Perceptron Mk1 costs $0.15 per million input tokens and $1.50 per million output tokens; Laguna XS 2.1 costs $0.06 and $0.12. Cost per solved task is known for neither of them.

Which has the bigger context window, Perceptron Mk1 or Laguna XS 2.1?

Laguna XS 2.1, with 262K tokens against 33K.

Has any benchmark tested both Perceptron Mk1 and Laguna XS 2.1?

No benchmark has tested either model yet, so price and context are the only way to compare them. Data as of October 22, 2026.

Compare next