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Beam 1.0 501B A23B vs Fugu Ultra

Beam 1.0 501B A23B costs 25.0x less per output token than Fugu Ultra ($1.20 vs $30.00 per million). Updated October 23, 2026; no benchmark has tested both models yet.

R Beam 1.0 501B A23BReflection
Coding
No data
Overall
No data
Output $/M
$1.20
Fugu UltraSakana
Coding
No data
Overall
No data
Output $/M
$30.00
vs $1.20 vs $30.00 per 1M output tokens. Beam 1.0 501B A23B is 25.0x cheaper.

Beam 1.0 501B A23B or Fugu Ultra: which to pick

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

Pick Beam 1.0 501B A23B for output tokens 25.0x cheaper ($1.20 vs $30.00 per million) and a larger context window (1.05M against 1M tokens).

No benchmark has tested both yet. Beam 1.0 501B A23B has results on LMArena WebDev, LMArena Text: coding and LMArena Text: software and IT; Fugu Ultra 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
Beam 1.0 501B A23B not benchmarked, Fugu Ultra 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
Beam 1.0 501B A23B $1.20 against Fugu Ultra $30.00 per million output tokens, 25.0x apart.
Context window
Beam 1.0 501B A23B takes 1.05M tokens, Fugu Ultra 1M.

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 Beam 1.0 501B A23B and Fugu Ultra
BenchmarkBeam 1.0 501B A23BFugu UltraLeader
LMArena WebDev1436Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: coding1472Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: software and IT1461Not measuredOnly Beam 1.0 501B A23B measured
LMArena WebDev: React1441Not measuredOnly Beam 1.0 501B A23B measured
LMArena WebDev: HTML1438Not measuredOnly Beam 1.0 501B A23B measured
Neither model has a result on the other 38 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index3 boards measured
Reasoning benchmarks for Beam 1.0 501B A23B and Fugu Ultra
BenchmarkBeam 1.0 501B A23BFugu UltraLeader
LMArena Text: hard prompts1442Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: expert1447Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: hard prompts in English1452Not measuredOnly Beam 1.0 501B A23B measured
Neither model has a result on the other 20 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Math benchmarks for Beam 1.0 501B A23B and Fugu Ultra
BenchmarkBeam 1.0 501B A23BFugu UltraLeader
LMArena Text: math1460Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: mathematical work1474Not measuredOnly Beam 1.0 501B A23B measured
Neither model has a result on the other 12 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
Knowledge benchmarks for Beam 1.0 501B A23B and Fugu Ultra
BenchmarkBeam 1.0 501B A23BFugu UltraLeader
LMArena Text: science1431Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: medicine and healthcare1378Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: legal and government1431Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: business and finance1430Not measuredOnly Beam 1.0 501B A23B measured
Neither model has a result on the other 16 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Web design benchmarks for Beam 1.0 501B A23B and Fugu Ultra
BenchmarkBeam 1.0 501B A23BFugu UltraLeader
Design Arena: websites1247Not measuredOnly Beam 1.0 501B A23B measured
Design Arena: game dev1212Not measuredOnly 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 Beam 1.0 501B A23B and Fugu Ultra
BenchmarkBeam 1.0 501B A23BFugu UltraLeader
LMArena Text1426Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: instruction following1431Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: creative writing1391Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: English1437Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: non-English1412Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: Chinese1428Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: French1461Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: Russian1411Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: multi-turn1416Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: longer queries1429Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: writing and language1401Not measuredOnly Beam 1.0 501B A23B measured
LMArena Text: entertainment and media1400Not measuredOnly Beam 1.0 501B A23B measured
Neither model has a result on the other 36 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

Beam 1.0 501B A23B$0.0010Fits in one request
Fugu Ultra$0.020Fits in one request

Beam 1.0 501B A23B costs less

Repository review

50K input + 3K output tokens

Beam 1.0 501B A23B$0.024Fits in one request
Fugu Ultra$0.340Fits in one request

Beam 1.0 501B A23B costs less

Agent loop

200K input + 10K output tokens

Beam 1.0 501B A23B$0.092Fits in one request
Fugu Ultra$1.30Fits 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 Beam 1.0 501B A23B and Fugu Ultra
SpecificationReflection Beam 1.0 501B A23BSakana Fugu Ultra
MakerReflectionSakana
WeightsOpen weightsNo public weights listed
ReleasedOctober 16, 2026June 24, 2026
Context window1.05M1M
Input $/Mtok$0.40$5.00
Output $/Mtok$1.20$30.00
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it10
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Beam 1.0 501B A23B better than Fugu Ultra for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Beam 1.0 501B A23B for output tokens 25.0x cheaper ($1.20 vs $30.00 per million) and a larger context window (1.05M against 1M tokens).

Which is cheaper, Beam 1.0 501B A23B or Fugu Ultra?

Beam 1.0 501B A23B costs $0.40 per million input tokens and $1.20 per million output tokens; Fugu Ultra costs $5.00 and $30.00. Cost per solved task is known for neither of them.

Which has the bigger context window, Beam 1.0 501B A23B or Fugu Ultra?

Beam 1.0 501B A23B, with 1.05M tokens against 1M.

Has any benchmark tested both Beam 1.0 501B A23B and Fugu Ultra?

No benchmark has tested both yet. Beam 1.0 501B A23B has results on LMArena WebDev, LMArena Text: coding and LMArena Text: software and IT; Fugu Ultra has none yet. Compare them on price and context instead. Data as of October 23, 2026.

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