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Sonar Reasoning Pro vs Beam 1.0 501B A23B

Beam 1.0 501B A23B costs 7.3x less per output token than Sonar Reasoning Pro ($1.10 vs $8.00 per million). Updated October 21, 2026; no benchmark has tested both models yet.

Sonar Reasoning ProPerplexity
Coding
No data
Overall
No data
Output $/M
$8.00
R Beam 1.0 501B A23BReflection
Coding
No data
Overall
No data
Output $/M
$1.10
vs $8.00 vs $1.10 per 1M output tokens. Beam 1.0 501B A23B is 7.3x cheaper.

Sonar Reasoning Pro or Beam 1.0 501B A23B: 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 both yet. Sonar Reasoning Pro has results on AA Intelligence Index; Beam 1.0 501B A23B on LMArena WebDev, LMArena Text: coding and LMArena Text: software and IT. 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
Sonar Reasoning Pro not benchmarked, Beam 1.0 501B A23B 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
Sonar Reasoning Pro $8.00 against Beam 1.0 501B A23B $1.10 per million output tokens, 7.3x apart.
Context window
Sonar Reasoning Pro takes 128K tokens, Beam 1.0 501B A23B 1.05M.

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 Index5 boards measured
Coding benchmarks for Sonar Reasoning Pro and Beam 1.0 501B A23B
BenchmarkSonar Reasoning ProBeam 1.0 501B A23BLeader
LMArena WebDevNot measured1437Only Beam 1.0 501B A23B measured
LMArena Text: codingNot measured1473Only Beam 1.0 501B A23B measured
LMArena Text: software and ITNot measured1461Only Beam 1.0 501B A23B measured
LMArena WebDev: ReactNot measured1443Only Beam 1.0 501B A23B measured
LMArena WebDev: HTMLNot measured1436Only Beam 1.0 501B A23B measured
Neither model has a result on the other 34 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Intelligence benchmarks for Sonar Reasoning Pro and Beam 1.0 501B A23B
BenchmarkSonar Reasoning ProBeam 1.0 501B A23BLeader
AA Intelligence Index11.8Not measuredOnly Sonar Reasoning Pro measured
Neither model has a result on the other 1 board here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index3 boards measured
Reasoning benchmarks for Sonar Reasoning Pro and Beam 1.0 501B A23B
BenchmarkSonar Reasoning ProBeam 1.0 501B A23BLeader
LMArena Text: hard promptsNot measured1442Only Beam 1.0 501B A23B measured
LMArena Text: expertNot measured1447Only Beam 1.0 501B A23B measured
LMArena Text: hard prompts in EnglishNot measured1451Only Beam 1.0 501B A23B measured
Neither model has a result on the other 19 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Math benchmarks for Sonar Reasoning Pro and Beam 1.0 501B A23B
BenchmarkSonar Reasoning ProBeam 1.0 501B A23BLeader
LMArena Text: mathNot measured1459Only Beam 1.0 501B A23B measured
LMArena Text: mathematical workNot measured1475Only Beam 1.0 501B A23B measured
Neither model has a result on the other 11 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
Knowledge benchmarks for Sonar Reasoning Pro and Beam 1.0 501B A23B
BenchmarkSonar Reasoning ProBeam 1.0 501B A23BLeader
LMArena Text: scienceNot measured1430Only Beam 1.0 501B A23B measured
LMArena Text: medicine and healthcareNot measured1376Only Beam 1.0 501B A23B measured
LMArena Text: legal and governmentNot measured1433Only Beam 1.0 501B A23B measured
LMArena Text: business and financeNot measured1430Only Beam 1.0 501B A23B measured
Neither model has a result on the other 14 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Web design benchmarks for Sonar Reasoning Pro and Beam 1.0 501B A23B
BenchmarkSonar Reasoning ProBeam 1.0 501B A23BLeader
Design Arena: websitesNot measured1253Only Beam 1.0 501B A23B measured
Design Arena: game devNot measured1233Only Beam 1.0 501B A23B measured
Neither model has a result on the other 7 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index12 boards measured
General benchmarks for Sonar Reasoning Pro and Beam 1.0 501B A23B
BenchmarkSonar Reasoning ProBeam 1.0 501B A23BLeader
LMArena TextNot measured1425Only Beam 1.0 501B A23B measured
LMArena Text: instruction followingNot measured1430Only Beam 1.0 501B A23B measured
LMArena Text: creative writingNot measured1390Only Beam 1.0 501B A23B measured
LMArena Text: EnglishNot measured1436Only Beam 1.0 501B A23B measured
LMArena Text: non-EnglishNot measured1413Only Beam 1.0 501B A23B measured
LMArena Text: ChineseNot measured1424Only Beam 1.0 501B A23B measured
LMArena Text: FrenchNot measured1461Only Beam 1.0 501B A23B measured
LMArena Text: RussianNot measured1412Only Beam 1.0 501B A23B measured
LMArena Text: multi-turnNot measured1414Only Beam 1.0 501B A23B measured
LMArena Text: longer queriesNot measured1429Only Beam 1.0 501B A23B measured
LMArena Text: writing and languageNot measured1400Only Beam 1.0 501B A23B measured
LMArena Text: entertainment and mediaNot measured1399Only Beam 1.0 501B A23B measured
Neither model has a result on the other 34 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

Sonar Reasoning Pro$0.0060Fits in one request
Beam 1.0 501B A23B$0.0009Fits in one request

Beam 1.0 501B A23B costs less

Repository review

50K input + 3K output tokens

Sonar Reasoning Pro$0.124Fits in one request
Beam 1.0 501B A23B$0.021Fits in one request

Beam 1.0 501B A23B costs less

Agent loop

200K input + 10K output tokens

Sonar Reasoning Pro$0.480Exceeds the context window
Beam 1.0 501B A23B$0.081Fits in one request

Beam 1.0 501B A23B 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 Sonar Reasoning Pro and Beam 1.0 501B A23B
SpecificationPerplexity Sonar Reasoning ProReflection Beam 1.0 501B A23B
MakerPerplexityReflection
WeightsNo public weights listedOpen weights
ReleasedMarch 7, 2025October 16, 2026
Context window128K1.05M
Input $/Mtok$2.00$0.35
Output $/Mtok$8.00$1.10
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it01
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Sonar Reasoning Pro better than Beam 1.0 501B A23B 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, Sonar Reasoning Pro or Beam 1.0 501B A23B?

Sonar Reasoning Pro costs $2.00 per million input tokens and $8.00 per million output tokens; Beam 1.0 501B A23B costs $0.35 and $1.10. Cost per solved task is known for neither of them.

Which has the bigger context window, Sonar Reasoning Pro or Beam 1.0 501B A23B?

Beam 1.0 501B A23B, with 1.05M tokens against 128K.

Has any benchmark tested both Sonar Reasoning Pro and Beam 1.0 501B A23B?

No benchmark has tested both yet. Sonar Reasoning Pro has results on AA Intelligence Index; Beam 1.0 501B A23B on LMArena WebDev, LMArena Text: coding and LMArena Text: software and IT. Compare them on price and context instead. Data as of October 21, 2026.

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