BenchLeader

Beam 1.0 501B A23B

Beam 1.0 501B A23B is a Reflection open-weights reasoning model, released 5 Oct 2026. It is not yet ranked: 2 independent results so far, and the index needs at least five across two categories. At $1.50 per million tokens blended it is pricier than most ranked models. Output speed of 137 tokens per second puts it faster than most, with a first token in 0.9 s. Last measured 16 Oct 2026.

Blended price
$1.50/M
$1.00 in · $3.00 out
Output speed
137 tok/s
OpenRouter traffic, 7-day median; not yet measured by Artificial Analysis
First answer
0.88 s
Context
1.0M
Full answer
–
Cost per run
–
Released
5 Oct 2026
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Coding47
  2. Agents & tools41

Benchmark results

See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Coding

Benchmarknot statedSource
Arena WebDev1438#74Arena (LMArena)

Agents & tools

Benchmarknot statedSource
Arena Agent-3.7#37Arena (LMArena)

Where to run it

Every provider serving this model through OpenRouter, with throughput and first-token latency measured on live traffic over the last 30 minutes and each provider’s own price. Purple marks the best in each column.

ProviderSpeedFirst tokenInput $/MOutput $/MContextQuantisation
Together180 tok/s0.21 s$0.400$1.201.0M–
Nebius Token Factory145 tok/s0.98 s$0.250$1.001.0Mfp8

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache at $0.040 per 1M. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0013$0.00103.1 s
Summarise a 30-page report12,000 / 600$0.014$0.00525.3 s
Code edit6,000 / 1,500$0.011$0.006211.9 s
Agentic coding session60,000 / 4,000$0.072$0.02930.2 s
Structured extraction2,000 / 200$0.0026$0.00122.3 s

More from Reflection

New this month

See also

Data as of 18 Oct 2026. Compare with another model.

Cite as: BenchLeader, “Beam 1.0 501B A23B: benchmarks, pricing, speed and rank”, https://www.benchleader.com/models/beam-1-0-501b-a23b, data as of 18 Oct 2026.