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Perceptron Mk1 vs Sonar Pro

Perceptron Mk1 costs 10.0x less per output token than Sonar Pro ($1.50 vs $15.00 per million). Updated October 21, 2026; no benchmark has tested both models yet.

Perceptron Mk1Perceptron
Coding
No data
Overall
No data
Output $/M
$1.50
Sonar ProPerplexity
Coding
No data
Overall
No data
Output $/M
$15.00
vs $1.50 vs $15.00 per 1M output tokens. Perceptron Mk1 is 10.0x cheaper.

Perceptron Mk1 or Sonar Pro: which to pick

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

Pick Perceptron Mk1 for output tokens 10.0x cheaper ($1.50 vs $15.00 per million).

No benchmark has tested both yet. Perceptron Mk1 has none yet; Sonar Pro on LiveCodeBench (Artificial Analysis run), AA Intelligence Index and GPQA Diamond (Artificial Analysis run). Compare them on price and context instead.

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, Sonar Pro 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 Sonar Pro $15.00 per million output tokens, 10.0x apart.
Context window
Perceptron Mk1 takes 33K tokens, Sonar Pro 200K.

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.

CodingDirectional onlySix of these boards feed the Vibe Coding Index1 board measured
Coding benchmarks for Perceptron Mk1 and Sonar Pro
BenchmarkPerceptron Mk1Sonar ProLeader
LiveCodeBench (Artificial Analysis run)Not measured27.5%Only Sonar Pro measured
Neither model has a result on the other 38 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Intelligence benchmarks for Perceptron Mk1 and Sonar Pro
BenchmarkPerceptron Mk1Sonar ProLeader
AA Intelligence IndexNot measured7.6Only Sonar Pro measured
Neither model has a result on the other 1 board here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Reasoning benchmarks for Perceptron Mk1 and Sonar Pro
BenchmarkPerceptron Mk1Sonar ProLeader
GPQA Diamond (Artificial Analysis run)Not measured57.8%Only Sonar Pro measured
Humanity's Last Exam (Artificial Analysis run)Not measured6.6%Only Sonar Pro measured
Neither model has a result on the other 20 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Knowledge benchmarks for Perceptron Mk1 and Sonar Pro
BenchmarkPerceptron Mk1Sonar ProLeader
MMLU Pro (Artificial Analysis run)Not measured75.5%Only Sonar Pro measured
Neither model has a result on the other 17 boards here

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
Sonar Pro$0.011Fits in one request

Perceptron Mk1 costs less

Repository review

50K input + 3K output tokens

Perceptron Mk1$0.012Exceeds the context window
Sonar Pro$0.195Fits in one request

Perceptron Mk1 costs less

Agent loop

200K input + 10K output tokens

Perceptron Mk1$0.045Exceeds the context window
Sonar Pro$0.750Exceeds the context window

Perceptron Mk1 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 Sonar Pro
SpecificationPerceptron Mk1Perplexity Sonar Pro
MakerPerceptronPerplexity
WeightsNo public weights listedNo public weights listed
ReleasedMay 12, 2026March 7, 2025
Context window33K200K
Input $/Mtok$0.15$3.00
Output $/Mtok$1.50$15.00
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Perceptron Mk1 better than Sonar Pro for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Perceptron Mk1 for output tokens 10.0x cheaper ($1.50 vs $15.00 per million).

Which is cheaper, Perceptron Mk1 or Sonar Pro?

Perceptron Mk1 costs $0.15 per million input tokens and $1.50 per million output tokens; Sonar Pro costs $3.00 and $15.00. Cost per solved task is known for neither of them.

Which has the bigger context window, Perceptron Mk1 or Sonar Pro?

Sonar Pro, with 200K tokens against 33K.

Has any benchmark tested both Perceptron Mk1 and Sonar Pro?

No benchmark has tested both yet. Perceptron Mk1 has none yet; Sonar Pro on LiveCodeBench (Artificial Analysis run), AA Intelligence Index and GPQA Diamond (Artificial Analysis run). Compare them on price and context instead. Data as of October 21, 2026.

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