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Extract vs Summarize

Updated October 21, 2026. No benchmark has tested both models yet. Coding is ranked on the Vibe Coding Index; every other board is shown as published.

S ExtractScaledown
Coding
No data
Overall
No data
Output $/M
No data
S SummarizeScaledown
Coding
No data
Overall
No data
Output $/M
No data
vs 1M vs 1M context window. About the same size.

Decision reading

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
Extract not benchmarked, Summarize 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
Both cost Free per million output tokens.
Context window
Both take 1M tokens.

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

Extract$0.0000Fits in one request
Summarize$0.0000Fits in one request

Same cost

Repository review

50K input + 3K output tokens

Extract$0.0020Fits in one request
Summarize$0.0020Fits in one request

Same cost

Agent loop

200K input + 10K output tokens

Extract$0.0080Fits in one request
Summarize$0.0080Fits in one request

Same cost

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 Extract and Summarize
SpecificationScaleDown ExtractScaleDown Summarize
MakerScaledownScaledown
WeightsNo public weights listedNo public weights listed
ReleasedOctober 13, 2026October 13, 2026
Context window1M1M
Input $/Mtok$0.04$0.04
Output $/MtokFreeFree
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Extract better than Summarize 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, Extract or Summarize?

Extract costs $0.04 per million input tokens and Free per million output tokens; Summarize costs $0.04 and Free. Cost per solved task is known for neither of them.

Which has the bigger context window, Extract or Summarize?

Neither: both take 1M tokens.

Has any benchmark tested both Extract and Summarize?

No benchmark has tested either model yet, so price and context are the only way to compare them. Data as of October 21, 2026.

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