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Leaderboard / Reflection AI

Beam 1.0 501B A23B

Reflection AI OPEN Apache 2.0
Verdict

Beam 1.0 501B A23B is a solid mid-pack model: #122 of 406 by SIscope score. Strongest at math, weaker at agents & tools. Cheaper than 75% of priced models. Weights are open, so you can run it yourself.

SIscope score
63
#122 of 406
Human-vote rank
#105
of 419 · score 1425
Price per 1M tokens, blended
$0.44
$0.25 in · $1 out
Context window
1M
1,048,576 tokens

Shape

Each spoke is a category, 0 at the centre, 100 at the edge.

CodingAgentsReasoningMathChatInstructions

Category scores

Percentiles: 90 means better than about 90% of tested models.

Coding64
Agents & tools29
Reasoning & knowledge78
Math86
Chat quality75
Following instructions82

What goes into each category · Compare with Gemini 4 Carbon

Human-vote score over time

Text arena, recent updates.

142014251430Oct 20: 1425.4 (rank #104)Oct 22: 1425.6 (rank #103)Oct 28: 1425.4 (rank #105)Oct 20Oct 28

Coding votes over time

WebDev arena, recent updates.

143014381445Oct 22: 1436.3 (rank #83)Oct 23: 1436.2 (rank #84)Oct 27: 1436.1 (rank #85)Oct 28: 1436 (rank #86)Oct 22Oct 28

Independent test runs

Run by Epoch AI on the same harness for every model. Bars show the share of questions answered correctly.

No Epoch AI runs for this model yet.

Human-vote arenas

People compare two anonymous answers and pick the better one. Scores work like chess ratings.

ArenaRankScoreRange (95%)VotesUpdated
Text arena
Everyday chat, blind human votes
#105 of 41914251416–14354,233Oct 28, 2026
WebDev arena
Building web apps, blind human votes
#86 of 15214361423–14492,932Oct 28, 2026
Vision arena
Questions about images, blind human votes
Not on this board yet
Agent arena
Real multi-step agent sessions
#41 of 57-4.7%-7.3–-2.1%12,384Nov 2, 2026

Source: Arena (formerly LMArena) leaderboard dataset, CC BY 4.0. Fetched Nov 4, 2026.

Price

Input
$0.25
per 1M tokens
Output
$1
per 1M tokens
Blended
$0.44
3 in : 1 out, per 1M
Context window
1M
max tokens per request
Speed
Coming soon
our own tests

List price from the OpenRouter models API (reflection/beam-1.0-501b-a23b), Nov 4, 2026. Providers can charge differently.