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BenchLM

Claude Opus 5 vs dots3-note Preview

Updated September 28, 2026. Rank says Claude Opus 5 is ahead. Price, access, and your workload can each overturn that. Public scores include evidence status and uncertainty.

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Decision reading

Claude Opus 5 has the higher public score, 79.64 versus 62.64, and the 90% score intervals do not overlap. 10 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner.

Model A
Anthropic logo

Anthropic

79.64/100

Supported · Public rank #6

90% interval 76.1–83.2

Model B

Dots Studio

62.64/100

Estimated · Public rank #39

90% interval 52.8–72.5

Shared results
10
Claude Opus 5 only
65
dots3-note Preview only
21
Like-for-like categories
0 / 8
Supported: Claude Opus 5 · Estimated: dots3-note PreviewHow the comparison works

Which one for your work

Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.

  • Long documents

    Prompts that approach the documented context limit

    Claude Opus 5

    Claude Opus 5 has the larger documented context window.

    Confidence: documented
Show secondary and unsupported calls
  • Coding work

    Code generation, repair, and software-engineering tasks

    Not enough matched evidence

    Dots3-note Preview is not ranked on the public lane for coding, so no winner is named for coding.

    Confidence: limited
  • Agentic work

    Tool use, computer use, and multi-step task completion

    Not enough matched evidence

    Dots3-note Preview is scored on Estimated evidence for agentic, so the reading is directional rather than like-for-like.

    Confidence: limited
  • Chat turn cost

    1K fresh input + 500 output tokens

    Not enough matched evidence

    A complete comparable API-rate estimate is not available for both models.

    Confidence: listed-rates
  • Cache-heavy agent loop cost

    200K cached + 20K fresh input + 10K output tokens

    Not enough matched evidence

    A complete comparable API-rate estimate is not available for both models.

    Confidence: listed-rates
  • Repository review cost

    50K fresh input + 3K output tokens

    Not enough matched evidence

    A complete comparable API-rate estimate is not available for both models.

    Confidence: listed-rates

Which one for a specific job

Choose a job from the LLM Selector's task catalog to see the category row it rests on, under the same basis rules as the table below. A directional row stays directional; choosing a job never creates a winner.

The same task catalog as the LLM Selector. Each job names the evidence surface it rests on; nothing here adds a new score.

72.1Claude Opus 5—dots3-note Preview

Not comparable · BenchAlign v5.7

The coding row is not comparable on the public lane: at least one model is not measured or not ranked there.

Coding scores combine specific tasks and setups. Match the editor, harness, and effort to your workflow.

Same basis rules as the category table below

What is actually comparable

Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.

1 category rests on Estimated evidence or different evidence sets. Those rows remain visible for coverage context but do not name a winner.

Shape of the matched evidence

Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.

Too few matched category axes support a radar. The ruled list below shows only shared benchmark results; positions use each benchmark’s normalized display scale when available.

Bars run 0–100 on each benchmark’s normalized display scale

Category results, on a stated basis

Each row shows the public-lane category score for both models: the BenchAlign v5.7 lane for agentic, coding, and knowledge, and the weighted public rows elsewhere, with the same rank each model page reports. A row is like-for-like only when both scores rest on Supported evidence or the same weighted set. Directional and not-comparable rows remain visible, but they never receive a winner.

Agentic

Directional only
Claude Opus 5
77.7
Supported · #3/117
dots3-note Preview
56.4
Estimated · #28/117
Basis
BenchAlign v5.7 lane · 20 vs 9 public rows
Reading
Directional only

Coding

Not comparable
Claude Opus 5
72.1
Supported · #6/142
dots3-note Preview
Not ranked
Basis
BenchAlign v5.7 lane · 17 vs 7 public rows
Reading
Not comparable

Reasoning

Not comparable
Claude Opus 5
77.3
#9/27
dots3-note Preview
72.9
Unranked · 1 rankable row
Basis
Provisional lane · 2 vs 1 weighted rows
Reading
Not comparable

Multimodal

Not comparable
Claude Opus 5
88.8
#2/50
dots3-note Preview
67.2
Unranked · 10 rankable rows
Basis
Provisional lane · 1 vs 1 weighted rows
Reading
Not comparable

Knowledge

Not comparable
Claude Opus 5
81.4
Supported · #5/168
dots3-note Preview
Not ranked
Basis
BenchAlign v5.7 lane · 19 vs 1 public rows
Reading
Not comparable

Multilingual

Not comparable
Claude Opus 5
Not ranked
dots3-note Preview
Not ranked
Basis
Provisional lane · 0 vs 0 weighted rows
Reading
Not comparable

Instruction following

Not comparable
Claude Opus 5
Not ranked
dots3-note Preview
85.2
#37/124
Basis
Provisional lane · 0 vs 1 weighted rows
Reading
Not comparable

Math

Not comparable
Claude Opus 5
Not ranked
dots3-note Preview
Not ranked
Basis
Provisional lane · 0 vs 0 weighted rows
Reading
Not comparable

Ranks count the models scored in each category’s lane, so the agentic, coding, and knowledge denominators (BenchAlign v5.7) differ from the provisional-lane categories. Unranked scores sit on the provisional lane’s scale but never name a winner. Like-for-like rows within 0.5 points read as a practical tie.

Supported evidence per lane · bars run 0–100Methodology

What each workload costs

Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.

Chat turn

1K fresh input + 500 output tokens

Claude Opus 5
$0.0175
Fits in one request
dots3-note Preview
Self-hosted; infrastructure cost varies
Fits in one request

dots3-note Preview has no comparable published API token rate.

Repository review

50K fresh input + 3K output tokens

Claude Opus 5
$0.325
Fits in one request
dots3-note Preview
Self-hosted; infrastructure cost varies
Fits in one request

dots3-note Preview has no comparable published API token rate.

Cache-heavy agent loop

200K cached + 20K fresh input + 10K output tokens

Claude Opus 5
$0.45
Fits in one request
dots3-note Preview
Self-hosted; infrastructure cost varies
Fits in one request
Cached-input rate unavailable

dots3-note Preview has no comparable published API token rate.

Cached input falls back to the list input rate only where a cached rate is unpublished

Specification differences

Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.

Cached-input rate

A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.

Claude Opus 5

$0.5 per 1M cached input tokens

Claude API pricing

dots3-note Preview

No comparable hosted API rate

dots3-note Preview model card

Provider availability

Claude Opus 5

Generally Available · Claude API

Anthropic model overview

dots3-note Preview

Not sourced

Reasoning profile

Claude Opus 5

Reasoning

dots3-note Preview

Reasoning

Weight access

Claude Opus 5

Proprietary

dots3-note Preview

Open Weight

License

Claude Opus 5

Proprietary

dots3-note Preview

Open Weight

Release date

Claude Opus 5

2026-07-24

dots3-note Preview

2026-08-14

If you already use one of these models

Deployment change
The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
Quality signal
Claude Opus 5 has the higher public score, 79.64 versus 62.64, and the 90% score intervals do not overlap.
Workload cost
A complete comparable API-rate estimate is not available for both models.
Context tradeoff
Claude Opus 5 has the larger documented window (1M).
Run the same representative tasks against both endpoints before changing production traffic.

Questions

Which is better, Claude Opus 5 or dots3-note Preview?

Claude Opus 5 has the higher public score, 79.64 versus 62.64, and the 90% score intervals do not overlap. That is the clearest overall quality signal in the current public data.

Which is better for coding, Claude Opus 5 or dots3-note Preview?

Dots3-note Preview is not ranked on the public lane for coding, so no winner is named for coding.

Which is better for agentic tasks, Claude Opus 5 or dots3-note Preview?

Claude Opus 5 scores higher for agentic tasks on the public lane, 77.7 to 56.4. Dots3-note Preview is scored on Estimated evidence for agentic tasks, so the reading is directional rather than like-for-like. BenchLM does not name a winner for agentic tasks from a directional reading; read the shared benchmark rows directly and test the models on the same task set.

Which costs less, Claude Opus 5 or dots3-note Preview?

Both models do not have comparable published API token rates, so this page does not name a universal price winner.

Which has the larger context window, Claude Opus 5 or dots3-note Preview?

Claude Opus 5 has the larger documented context window: 1M, compared with 512K.

Benchmark evidence

The full public result ledger is available for audit without forcing a wide desktop table onto a phone.

Browse raw public benchmark evidence96 rows

Agentic

  • Terminal-Bench 3.0

    Claude Opus 542.7%
    Source
    dots3-note Preview—

    Not directly comparable

  • BrowseComp

    Claude Opus 590.8%
    Source
    dots3-note Preview83.3%
    Source

    Claude Opus 5 leads this result

  • HLE w/ tools

    Claude Opus 564.7%
    Source
    dots3-note Preview52.6%
    Source

    Claude Opus 5 leads this result

  • DeepSearchQA

    Claude Opus 595.0%
    Source
    dots3-note Preview92.1%
    Source

    Claude Opus 5 leads this result

  • DRACO

    Claude Opus 588.6%
    Source
    dots3-note Preview—

    Not directly comparable

  • BrowseComp (10-agent, prerelease)

    Claude Opus 593.6%
    Source
    dots3-note Preview—

    Not directly comparable

  • OSWorld 2.0

    Claude Opus 570.6%
    Source
    dots3-note Preview—

    Not directly comparable

  • MCP Atlas

    Claude Opus 585.8%
    Source
    dots3-note Preview—

    Not directly comparable

  • MCP-Atlas claim coverage

    Claude Opus 589.1%
    Source
    dots3-note Preview—

    Not directly comparable

  • LAB all-pass (Anthropic harness)

    Claude Opus 523.58%
    Source
    dots3-note Preview—

    Not directly comparable

  • LAB criterion-pass (Anthropic harness)

    Claude Opus 593.74%
    Source
    dots3-note Preview—

    Not directly comparable

  • LAB all-pass (Harvey held-out)

    Claude Opus 511.7%
    Source
    dots3-note Preview—

    Not directly comparable

  • LAB criterion-pass (Harvey held-out)

    Claude Opus 594.1%
    Source
    dots3-note Preview—

    Not directly comparable

  • Toolathlon-Verified

    Claude Opus 580.6%
    Source
    dots3-note Preview55.6%
    Source

    Claude Opus 5 leads this result

  • Toolathlon Verified Pass@3

    Claude Opus 587.0%
    Source
    dots3-note Preview—

    Not directly comparable

  • Toolathlon Verified Pass³

    Claude Opus 573.1%
    Source
    dots3-note Preview—

    Not directly comparable

  • Toolathlon Verified avg. turns

    Claude Opus 523.5 turns
    Source
    dots3-note Preview—

    Not directly comparable

  • AutomationBench

    Claude Opus 526.0%
    Source
    dots3-note Preview—

    Not directly comparable

  • Terminal-Bench 2.1 (Vals)

    Claude Opus 584.6%
    Source
    dots3-note Preview—

    Not directly comparable

  • ApprenticeBench

    Claude Opus 536%
    Source
    dots3-note Preview—

    Not directly comparable

  • Claw-Eval

    Claude Opus 5—
    dots3-note Preview73.4%
    Source

    Not directly comparable

  • Terminal-Bench 2.1

    Claude Opus 5—
    dots3-note Preview75.1%
    Source

    Not directly comparable

  • skillsBench

    Claude Opus 5—
    dots3-note Preview52.8%
    Source

    Not directly comparable

  • APEX-Agents

    Claude Opus 5—
    dots3-note Preview30.8%
    Source

    Not directly comparable

  • WideResearch

    Claude Opus 5—
    dots3-note Preview78.9%
    Source

    Not directly comparable

Coding

  • Bug Hunt Bench

    Claude Opus 527 fixes
    Source
    dots3-note Preview—

    Not directly comparable

  • SWE-bench Verified

    Claude Opus 596%
    Source
    dots3-note Preview78.4%
    Source

    Claude Opus 5 leads this result

  • SWE-bench Pro

    Claude Opus 579.2%
    Source
    dots3-note Preview61%
    Source

    Claude Opus 5 leads this result

  • SWE Multilingual

    Claude Opus 589.5%
    Source
    dots3-note Preview75.7%
    Source

    Claude Opus 5 leads this result

  • SWE Multimodal

    Claude Opus 559.4%
    Source
    dots3-note Preview—

    Not directly comparable

  • DeepSWE

    Claude Opus 568.8%
    Source
    dots3-note Preview—

    Not directly comparable

  • FrontierCode 1.1 Main

    Claude Opus 553.4%
    Source
    dots3-note Preview—

    Not directly comparable

  • FrontierCode 1.1 Extended

    Claude Opus 563.6%
    Source
    dots3-note Preview—

    Not directly comparable

  • FrontierSWE v2

    Claude Opus 552.0%
    Source
    dots3-note Preview—

    Not directly comparable

  • ProgramBench (episode 1)

    Claude Opus 583.0%
    Source
    dots3-note Preview—

    Not directly comparable

  • ProgramBench

    Claude Opus 593.0%
    Source
    dots3-note Preview—

    Not directly comparable

  • cursorBench32

    Claude Opus 570.0%
    Source
    dots3-note Preview—

    Not directly comparable

  • VulcanBench v3

    Claude Opus 587.0%
    Source
    dots3-note Preview—

    Not directly comparable

  • VulcanBench CII v1

    Claude Opus 596.4%
    Source
    dots3-note Preview—

    Not directly comparable

  • LiveCodeBench (Vals)

    Claude Opus 589.0%
    Source
    dots3-note Preview—

    Not directly comparable

  • SWE-bench (Vals)

    Claude Opus 597.0%
    Source
    dots3-note Preview—

    Not directly comparable

  • cursorBench40

    Claude Opus 546.6%
    Source
    dots3-note Preview—

    Not directly comparable

  • Codeforces

    Claude Opus 5—
    dots3-note Preview3056.0
    Source

    Not directly comparable

  • LiveCodeBench v6

    Claude Opus 5—
    dots3-note Preview91.5%
    Source

    Not directly comparable

  • Terminal-Bench 2.1

    Claude Opus 5—
    dots3-note Preview75.1%
    Source

    Not directly comparable

  • NL2Repo

    Claude Opus 5—
    dots3-note Preview49.8%
    Source

    Not directly comparable

Reasoning

  • ARC-AGI-1

    Claude Opus 597.50%
    Source
    dots3-note Preview—

    Not directly comparable

  • ARC-AGI-2

    Claude Opus 590.4%
    Source
    dots3-note Preview81.4%
    Source

    Claude Opus 5 leads this result

  • ARC-AGI-3

    Claude Opus 530.2%
    Source
    dots3-note Preview—

    Not directly comparable

Multimodal

  • Chartography (no tools)

    Claude Opus 529.6%
    Source
    dots3-note Preview—

    Not directly comparable

  • Chartography (tools)

    Claude Opus 583.0%
    Source
    dots3-note Preview—

    Not directly comparable

  • BenchCAD Vision2Code (no tools)

    Claude Opus 50.366
    Source
    dots3-note Preview—

    Not directly comparable

  • BenchCAD Vision2Code (tools)

    Claude Opus 50.821
    Source
    dots3-note Preview—

    Not directly comparable

  • GDP.pdf (no tools)

    Claude Opus 583.4%
    Source
    dots3-note Preview60.7%
    Source

    Claude Opus 5 leads this result

  • GDP.pdf (tools)

    Claude Opus 585.5%
    Source
    dots3-note Preview—

    Not directly comparable

  • OfficeQA

    Claude Opus 578.1%
    Source
    dots3-note Preview—

    Not directly comparable

  • OfficeQA Pro

    Claude Opus 566.9%
    Source
    dots3-note Preview—

    Not directly comparable

  • SimpleVQA

    Claude Opus 5—
    dots3-note Preview72.5%
    Source

    Not directly comparable

  • MMMU-Pro

    Claude Opus 5—
    dots3-note Preview79.1%
    Source

    Not directly comparable

  • MathVision

    Claude Opus 5—
    dots3-note Preview87.7%
    Source

    Not directly comparable

  • ZeroBench

    Claude Opus 5—
    dots3-note Preview19.0%
    Source

    Not directly comparable

  • CharXiv w/o tools

    Claude Opus 5—
    dots3-note Preview83.1%
    Source

    Not directly comparable

  • PerceptionBench

    Claude Opus 5—
    dots3-note Preview53.4%
    Source

    Not directly comparable

  • BabyVision

    Claude Opus 5—
    dots3-note Preview50.0%
    Source

    Not directly comparable

  • MMVU

    Claude Opus 5—
    dots3-note Preview79.9%
    Source

    Not directly comparable

  • VideoMMMU

    Claude Opus 5—
    dots3-note Preview86.8%
    Source

    Not directly comparable

Knowledge

  • HLE

    Claude Opus 564.7%
    Source
    dots3-note Preview52.6%
    Source

    Claude Opus 5 leads this result

  • HLE w/o tools

    Claude Opus 556.3%
    Source
    dots3-note Preview—

    Not directly comparable

  • HLE-Verified

    Claude Opus 554.4%
    Source
    dots3-note Preview—

    Not directly comparable

  • LABBench2

    Claude Opus 584.2%
    Source
    dots3-note Preview—

    Not directly comparable

  • HealthBench (raw)

    Claude Opus 567.1%
    Source
    dots3-note Preview—

    Not directly comparable

  • HealthBench (length-adjusted)

    Claude Opus 557.8%
    Source
    dots3-note Preview—

    Not directly comparable

  • HealthBench Professional

    Claude Opus 559.8%
    Source
    dots3-note Preview—

    Not directly comparable

  • HealthBench Professional (raw)

    Claude Opus 573.4%
    Source
    dots3-note Preview—

    Not directly comparable

  • BioMysteryBench (human-solvable)

    Claude Opus 590.1%
    Source
    dots3-note Preview—

    Not directly comparable

  • BioMysteryBench (human-difficult)

    Claude Opus 549.4%
    Source
    dots3-note Preview—

    Not directly comparable

  • SpatialBench Verified

    Claude Opus 572.5%
    Source
    dots3-note Preview—

    Not directly comparable

  • SingleCellBench

    Claude Opus 560.6%
    Source
    dots3-note Preview—

    Not directly comparable

  • ProteinGym Hard

    Claude Opus 547.7%
    Source
    dots3-note Preview—

    Not directly comparable

  • Protein Design

    Claude Opus 542.5%
    Source
    dots3-note Preview—

    Not directly comparable

  • Organic chemistry V2

    Claude Opus 561.6%
    Source
    dots3-note Preview—

    Not directly comparable

  • Protocols (troubleshooting)

    Claude Opus 561.1%
    Source
    dots3-note Preview—

    Not directly comparable

  • Protocols (understanding)

    Claude Opus 578.4%
    Source
    dots3-note Preview—

    Not directly comparable

  • GPQA Diamond (Vals)

    Claude Opus 593.4%
    Source
    dots3-note Preview—

    Not directly comparable

  • MMLU-Pro (Vals)

    Claude Opus 591.6%
    Source
    dots3-note Preview—

    Not directly comparable

Multilingual

  • GMMLU

    Claude Opus 592.5%
    Source
    dots3-note Preview—

    Not directly comparable

  • MILU

    Claude Opus 592.1%
    Source
    dots3-note Preview—

    Not directly comparable

  • INCLUDE

    Claude Opus 589.8%
    Source
    dots3-note Preview—

    Not directly comparable

Instruction following

  • IFBench

    Claude Opus 5—
    dots3-note Preview80.4%
    Source

    Not directly comparable

  • IFEval

    Claude Opus 5—
    dots3-note Preview93.9%
    Source

    Not directly comparable

Math

  • IMO 2026

    Claude Opus 542/42
    Source
    dots3-note Preview—

    Not directly comparable

  • RiemannBench (no tools)

    Claude Opus 560.0%
    Source
    dots3-note Preview—

    Not directly comparable

  • RiemannBench (tools)

    Claude Opus 579.0%
    Source
    dots3-note Preview—

    Not directly comparable

  • ArXivMath Jun. 2026 (no tools)

    Claude Opus 590.8%
    Source
    dots3-note Preview—

    Not directly comparable

  • ArXivMath Jun. 2026 (tools)

    Claude Opus 591.3%
    Source
    dots3-note Preview—

    Not directly comparable

  • IMOAnswerBench

    Claude Opus 5—
    dots3-note Preview90.9%
    Source

    Not directly comparable

96 public results · 10 shared

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Last updated September 28, 2026