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o3 Pro vs Perceptron Mk1.5

Perceptron Mk1.5 costs 53.3x less per output token than o3 Pro ($1.50 vs $80.00 per million). Updated October 21, 2026; no benchmark has tested both models yet.

o3 ProOpenAI
Coding
No data
Overall
No data
Output $/M
$80.00
Perceptron Mk1.5Perceptron
Coding
No data
Overall
No data
Output $/M
$1.50
vs $80.00 vs $1.50 per 1M output tokens. Perceptron Mk1.5 is 53.3x cheaper.

o3 Pro or Perceptron Mk1.5: which to pick

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

Pick o3 Pro for a larger context window (200K against 37K tokens).

No benchmark has tested both yet. o3 Pro has results on Aider polyglot, WeirdML and AA Intelligence Index; Perceptron Mk1.5 has none yet. 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
o3 Pro not benchmarked, Perceptron Mk1.5 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
o3 Pro $80.00 against Perceptron Mk1.5 $1.50 per million output tokens, 53.3x apart.
Context window
o3 Pro takes 200K tokens, Perceptron Mk1.5 37K.

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 Index2 boards measured
Coding benchmarks for o3 Pro and Perceptron Mk1.5
Benchmarko3 ProPerceptron Mk1.5Leader
Aider polyglot84.9%Not measuredOnly o3 Pro measured
WeirdML58.2%Not measuredOnly o3 Pro measured
Neither model has a result on the other 37 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Intelligence benchmarks for o3 Pro and Perceptron Mk1.5
Benchmarko3 ProPerceptron Mk1.5Leader
AA Intelligence Index21.9Not measuredOnly o3 Pro measured
Epoch Capabilities Index147.3Not measuredOnly o3 Pro measured
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
Reasoning benchmarks for o3 Pro and Perceptron Mk1.5
Benchmarko3 ProPerceptron Mk1.5Leader
GPQA Diamond (Artificial Analysis run)84.5%Not measuredOnly o3 Pro measured
ARC-AGI59.3%Not measuredOnly o3 Pro measured
ARC-AGI-24.9%Not measuredOnly o3 Pro measured
Kagi LLM Benchmark72.1%Not measuredOnly o3 Pro measured
Neither model has a result on the other 18 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
General benchmarks for o3 Pro and Perceptron Mk1.5
Benchmarko3 ProPerceptron Mk1.5Leader
DTBench86.9%Not measuredOnly o3 Pro measured
LMCA38.5%Not measuredOnly o3 Pro measured
Fiction.LiveBench97.2%Not measuredOnly o3 Pro measured
Creative writing (Lech Mazur)84.4%Not measuredOnly o3 Pro measured
Neither model has a result on the other 42 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

o3 Pro$0.060Fits in one request
Perceptron Mk1.5$0.0009Fits in one request

Perceptron Mk1.5 costs less

Repository review

50K input + 3K output tokens

o3 Pro$1.24Fits in one request
Perceptron Mk1.5$0.012Exceeds the context window

Perceptron Mk1.5 costs less

Agent loop

200K input + 10K output tokens

o3 Pro$4.80Exceeds the context window
Perceptron Mk1.5$0.045Exceeds the context window

Perceptron Mk1.5 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 o3 Pro and Perceptron Mk1.5
SpecificationOpenAI o3 ProPerceptron Mk1.5
MakerOpenAIPerceptron
WeightsNo public weights listedNo public weights listed
ReleasedJune 10, 2025September 25, 2026
Context window200K37K
Input $/Mtok$20.00$0.15
Output $/Mtok$80.00$1.50
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is o3 Pro better than Perceptron Mk1.5 for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick o3 Pro for a larger context window (200K against 37K tokens).

Which is cheaper, o3 Pro or Perceptron Mk1.5?

o3 Pro costs $20.00 per million input tokens and $80.00 per million output tokens; Perceptron Mk1.5 costs $0.15 and $1.50. Cost per solved task is known for neither of them.

Which has the bigger context window, o3 Pro or Perceptron Mk1.5?

o3 Pro, with 200K tokens against 37K.

Has any benchmark tested both o3 Pro and Perceptron Mk1.5?

No benchmark has tested both yet. o3 Pro has results on Aider polyglot, WeirdML and AA Intelligence Index; Perceptron Mk1.5 has none yet. Compare them on price and context instead. Data as of October 21, 2026.

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