Skip to content
ModelCap

Dots3-Note Preview

Limited evidenceAPI onlyFree tier7d #64 → #75

Dots Studio·#75 of 277 on the current board·cheaper than #74 Mistral Large 3 2512

Dots3-Note Preview is a language model from Dots Studio. It ranks #75 of 277 on ModelCap's current board, with a thinly supported Index score of 59.1, partly measured on public benchmarks and partly modeled. Its score range of 36.4–81.8 spans positions #9–#167. It is listed free of charge from one provider. It reads up to 512K tokens of context and is available only through an API.

Figures as of 29 Sept 2026, 11:52 UTC · download the public dataset · methodology

ModelCap Index · Current board
59.1#75
Partly measured on public benchmarks and partly modeled · range 36.4–81.8
Evidence as of 28 Sept 2026, 19:46 UTC
Market Gravity
42.2Increased by 0.1
Secondary market signal
Input
Free
per 1M tokens
Output
Free
per 1M tokens
Context
512K
tokens
Providers
1
endpoint

Providers

Uptime measured over the last 30 minutes
ProviderInputOutputContextQuantUptime
AtlasCloudfp8FreeFree512Kfp8100.0%

ModelCap Index · Current board

Methodology
59.1
Partly measured on public benchmarks and partly modeled
Current board
#75 of 277

Limited evidence. Measured on only 1 public benchmark, with limited support, so the score is less certain than a broadly measured one. What this label means

Score range
36.4–81.8
Rank range
#9–#167
Evidence as of
28 Sept 2026, 19:46 UTC
Benchmarks used
ARC-AGI-2 Verified
Technical details
Public rank basis
Measured · blended (measured)
Evidence label
Measured · blended · global-corpus-prior over 226 held-out anchors (59%); 1 specialist-board observation at 2.1% support (41%); shrunk 5.3 toward the measured corpus
Index support
2.1% · weak
Identity binding
Exact catalogue product · dots-studio/dots-studio/dots-3-note-preview · aggregates disclosed benchmark configurations · endpoint configuration not claimed
Index observations used
1
Qualified Index evidence point
59.1
How this position was produced · fused launch placement

No general-family board lists this model yet. Its point estimate is the precision-weighted mean of every channel that spoke for it; each channel’s share is the weight it carried. Independent measurements replace this placement as boards list the model.

Fused estimate
59.1 ± 17.7
Independent share
41%
Shrink toward corpus
-5.3
Optimism haircut
None applied
Method
precision-weighted-v1
Channels fused into this model’s launch placement
ChannelEstimateShare
Publisher corpus prior · not independent
global-corpus-prior over 226 held-out anchors
55.4 ± 23.159%
Specialist board measurement
1 specialist-board observation at 2.1% support
64.4 ± 27.641%
Bayesian Evidence Score · measured evidence input only

BES normalizes admitted public benchmark evidence for measured Index rows. Its legacy score and observables prior do not define the public language rank.

Observed capability
64.4
Evidence status
provisional · 2% mass
General preference
—
Coding
—
Agents & tools
—
Reasoning
64.4
Evidence breadth
3%
Evidence coverage
2%
Market and catalogue signals · secondary, never the language Index rank
Usage (OpenRouter popularity)
39.4
Liquidity (providers × uptime)
35.5
Open reach (HF downloads)
—
Surface (context / tools / modalities)
95.1
Freshness
83.8
  • · OpenRouter popularity #34
  • · 1 live provider
  • · Catalogue: context 512000, reasoning, tools, modalities Text/Image
  • · First seen 2026-08-14

These adoption and deployment observations remain context only. They do not change this model's ModelCap Index score or rank.

BES evidence selected · measured input only

The bounded 0–100 capability score blends each source’s competitive placement with its published achievement, then combines capability families. Evidence breadth adds a modest uncertainty adjustment; price and popularity are not part of benchmark-led rank.

Deployment readiness

Metadata index
37.6
limited · 56% metadata coverage
Not capability
Artifact reproducibility
0.0
Access & legal clarity
30.3
Deployability
80.0
Evaluation provenance
37.9

Not yet published: a pinned repository revision, the architecture and model type, a parameter count, safetensors weight metadata, the base model it derives from, a declared licence, a link to the licence terms, pinned evaluation dataset versions.

A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.

Market activity

Venue coverage
Market Gravity
42.2
OpenRouter weekly popularity
#34 of 336

Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.

Arena preference

No matched Arena rating

This model is visible because it is available in the live catalogue, but it has no trustworthy community result yet. ModelCap does not infer a quality score from price, features, or market activity.

Market Gravity breakdown

Usage55%
39.4

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
35.5

Independent providers versus the model's open or closed cohort, weighted by uptime.

Open reach15%
50.0

Hugging Face 30-day downloads for open models; neutral for closed models.

Freshness5%
83.8

Time since first public availability, on a six-month half-life.

Specification

Model ID
dots-studio/dots-3-note-preview
Context window
512K tokens
Max output
461K tokens
Inputs
Text, Image
Outputs
Text
Tokenizer
Other
Cached input tokens
Not offered
First seen on OpenRouter
14 Aug 2026

Capabilities

  • Supported: Reasoning
  • Supported: Tool use
  • Supported: Structured output
  • Supported: Response format
  • Not supported: Moderated

Benchmark leaderboards featuring Dots3-Note Preview

All leaderboards
Public benchmark boards on which Dots3-Note Preview has a published result
LeaderboardScoreSource rankConfigurationPublished
ARC-AGI-2 leaderboardARC Prize Foundation76.8%#38 of 234Max28 Sept 2026

Alternatives to Dots3-Note Preview, by the numbers

Ranked neighbours

Models within 3 places of #75 on the ModelCap Index.

Dots3-Note Preview: common questions

How does Dots3-Note Preview rank among AI models?

Dots3-Note Preview holds ModelCap Index position #75 of 277 ranked language models as of 29 September 2026, with an Index score of 59.1 (interval 36.4–81.8); evidence: measured · blended. The Index combines public benchmark boards with published uncertainty; the methodology page explains the weighting.

How much does Dots3-Note Preview cost per 1M tokens?

Dots3-Note Preview is listed at Free per 1M input tokens and Free per 1M output tokens as of 29 September 2026. Prices come from the OpenRouter catalogue and re-observe on every refresh; at least one provider lists a free tier. For 1,000 requests using 2,000 input and 500 output tokens each, the listed rates imply Free total (2M input + 0.5M output). This excludes caching, batch discounts, prompt-length tiers, tool charges and retries; verify the chosen endpoint's rate and limits before budgeting.

What is the context window of Dots3-Note Preview?

Dots3-Note Preview has a published context window of 512K tokens (512,000) and a maximum output of 461K tokens. Individual providers can serve less than the published maximum; the providers table lists each endpoint's own limit.

Is Dots3-Note Preview open-weight?

API only. No downloadable model weights are linked in the current source data; access is through a hosted API or product.

Which API providers serve Dots3-Note Preview?

One provider serves Dots3-Note Preview through OpenRouter as of 29 September 2026: AtlasCloud. Each provider's price, context limit, quantization and measured uptime are in the providers table above.

Which benchmarks has Dots3-Note Preview been evaluated on?

Dots3-Note Preview has published results on 1 public board tracked by ModelCap as of 29 September 2026: ARC-AGI-2 76.8% (#38 of 234). Each board page ranks every tracked model on that benchmark. The ModelCap Index scores the results its methodology admits, with published uncertainty, and shows reference boards without scoring them.

When was Dots3-Note Preview released?

Dots3-Note Preview first appeared in the catalogue on 14 Aug 2026. It is the current version in its family. Rank and price movements since then are recorded on the site's changes feed.