How does Ornith 1.0 397B rank among AI models?
Ornith 1.0 397B is a superseded version and is not on the current board as of 24 October 2026. Its archive position, where one exists, is shown on the page; the newer version carries the current rank.
Ornith Ai·#40 of 501 in the all-versions archive
Ornith 1.0 397B is a language model from Ornith Ai. It ranks #40 of 501 in ModelCap's all-versions archive, with an Index score of 77.7, modeled from the publisher's launch results against measured models. Its score range of 70.3–85.1 spans positions #5–#82. Its weights are openly downloadable.
Figures as of 24 Oct 2026, 19:29 UTC · download the public dataset · methodology
ModelCap Index · All-versions archive
77.7#40
Modeled from the publisher's launch results against measured models · range 70.3–85.1
Superseded by Ornith 1.5 397B. It no longer holds a current-board position; its all-versions archive rank is #40.
OpenRouter endpoint status could not be refreshed. This model is not treated as currently served until a successful observation arrives.
Input
Self-hosted
weights only · no listed API price
Output
Self-hosted
weights only · no listed API price
Context
—
tokens
Providers
0
endpoints
Providers
Uptime measured over the last 30 minutesCurrent provider status is unavailable.
Reported evaluation leads (6)
Not independent measurementStructured rows reported in this exact model repository at the pinned revision below. They are the publisher talking about itself: never measured evidence, never a score input on their own. Rows marked as used were laddered against independently measured peers inside the launch-card channel of this model's modeled placement, with the replay-measured optimism haircut applied; the others played no part.
Other versions (1)
ModelCap Index · All-versions archive
Methodology77.7
Modeled from the publisher's launch results against measured models
All-versions archive
#40 of 501
- Score range
- 70.3–85.1
- Rank range
- #5–#82
Technical details
- Public rank basis
- Modeled · peer benchmarks (architecture)
- Evidence label
- Modeled · peer benchmarks · global-corpus-prior over 211 held-out anchors (6%); launch card against 3 resolved peers on 4 rows (94%); no cross-lab optimism probe available; shrunk 1.7 toward the measured corpus
- Index support
- 26.0% · limited
- Identity binding
- Exact catalogue product · ornith-ai/ornith-ai/Ornith-1.0-397B · aggregates disclosed benchmark configurations · endpoint configuration not claimed · artifact metadata ornith-ai/Ornith-1.0-397B@5e3e761811e804c295c1d3c0ce68b21da6154209 (not the evaluation revision)
- Index observations used
- 0
- Qualified Index evidence point
- 77.7
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
- 77.7 ± 5.8
- Independent share
- 0%
- Shrink toward corpus
- -1.7
- Peer ceiling share
- 0%
- Optimism haircut
- None applied
- Method
- precision-weighted-v1
- · Launch card row nl-2-repo: inside the resolved peer range
- · Launch card row swe-bench-pro: inside the resolved peer range
- · Launch card row swe-bench-verified: inside the resolved peer range
- · Launch card row terminal-bench-2-1: inside the resolved peer range
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
- —
- Evidence status
- No admitted measured evidence
- General preference
- —
- Coding
- —
- Agents & tools
- —
- Reasoning
- —
- Evidence breadth
- 0%
- Evidence coverage
- 0%
Market and catalogue signals · secondary, never the language Index rank
- Usage (OpenRouter popularity)
- —
- Liquidity (providers × uptime)
- —
- Open reach (HF downloads)
- 89.5
- Surface (context / tools / modalities)
- 0.0
- Freshness
- 62.6
- · HF 30d downloads 177433
- · Catalogue surface
- · First seen 2026-06-23
These adoption and deployment observations remain context only. They do not change this model's ModelCap Index score or rank.
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.
Experimental capability estimate
Estimate policy33.9
18.2–49.7 uncertainty interval
- Confidence
- 71%
- Training support
- 221 models · 129 lineages
- Out-of-domain check
- in domain
- Feature coverage
- 71%
- Lineage-held-out error
- 8.3 MAE
Experimental estimate. This layer predicts from admitted evidence and safe metadata only. It never enters ModelCap Score or rank.
Deployment readiness
Metadata index47.9
partial · 52% metadata coverage
- Artifact reproducibility
- 85.0
- Access & legal clarity
- 100.0
- Deployability
- 8.0
- Evaluation provenance
- 0.0
Not yet published: the base model it derives from, a current serving provider, measured provider uptime, published provider pricing, declared context and output limits, admitted benchmark results, results across several capability areas, results from more than one source, a confident match to its benchmark entries, 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
- 16.6
- OpenRouter weekly popularity
- Not listed
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%
- 0.0
- Liquidity25%
- 0.0
- Open reach15%
- 89.5
- Freshness5%
- 62.6
OpenRouter weekly popularity across the full model catalogue.
Independent providers versus the model's open or closed cohort, weighted by uptime.
Hugging Face 30-day downloads for open models; neutral for closed models.
Time since first public availability, on a six-month half-life.
Specification
- Model ID
ornith-ai/Ornith-1.0-397B- Declared output cap
- Unknown
OpenRouter catalogue or provider-endpoint declaration. Limits can vary by provider and prompt length; a model-wide maximum has not been independently verified. OpenRouter metadata
- Inputs
- Text
- Outputs
- Text
- Cached input tokens
- Not offered
- First seen on OpenRouter
- 23 Jun 2026
Capabilities
- Not supported: Reasoning
- Not supported: Tool use
- Not supported: Structured output
- Not supported: Response format
- Not supported: Moderated
Weights & access
Open weights. Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI.
- Access
- Open weights
- Licence
- mit
- Pinned revision
- 5e3e761811e8
- Parameters
- 396.8B
- Architecture
- Qwen3_5MoeForConditionalGeneration
- Model type
- qwen3_5_moe
- Hugging Face downloads (30d)
- 177K
- Downloads (all time)
- 1.1M
- Likes
- 261
- Repository
- ornith-ai/Ornith-1.0-397B
- Repository updated
- 25 Jun 2026, 15:23 UTC
Ornith 1.0 397B: common questions
How much does Ornith 1.0 397B cost per 1M tokens?
No live API price is listed for Ornith 1.0 397B in the current snapshot as of 24 October 2026 because the latest endpoint refresh was unavailable. ModelCap shows a price only when a provider currently lists one.
Is Ornith 1.0 397B open-weight?
Open weights (mit). Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI. The repository is ornith-ai/Ornith-1.0-397B on Hugging Face.
When was Ornith 1.0 397B released?
Ornith 1.0 397B first appeared in the catalogue on 23 Jun 2026. It has since been superseded by Ornith 1.5 397B. Rank and price movements since then are recorded on the site's changes feed.