Data as of October 6, 2026 · How the score is built
openvons
Decision readingopenvons is tracked, but not publicly ranked yet. The profile exposes 6 sourced benchmark rows and leaves unsupported fields blank until a published record exists.
openvons will be repriced, updated or retired. Get each notice with its source and date. Follow model changes
Decision snapshot
Each value carries a field reference instead of floating alone. Markers compare this model with the current ranked and priced catalog; they are not absolute quality thresholds.
Capability
Unranked
field median 52Not eligible for a public rank
Price
API rate not published
input median $0.95No comparable first-party hosted token rate
Speed
Not measured
field median 98 tok/sTime to first token not measured
Context
Not published
field median 256,000No exact-model context limit is sourced
Strongest published evidence
Published rows are visible, but no category has enough eligible evidence for a comparative rank.
Validate before choosing
6 published rows leave some tracked benchmark slots empty. No comparable first-party API token rate is published.
Source-linked · 6 displayable benchmark rows
Follow model changesBenchmark ledger
External signals opens by default. The marker compares each value with the best source-verified result in the catalog; provisional leaders do not set the reference. Expand the remaining categories for every published row.
External signals6 rows
| Benchmark | Score | Versus best verified row | Gap | Weight | Evidence |
|---|---|---|---|---|---|
| Decision Index 0.3 Full ScoreDecision Index 0.3 | Score32.3 points | Versus best verified row Best verified: Perplexity Decider v1.1 (27B) · 62.8 points | Gap30.5 behind | WeightDisplay only | Benchmark exact |
| Decision Index 0.3 Knowledge | Score19.8 points | Versus best verified row Best verified: Quyet-1.0-Large · 47.8 points | Gap28 behind | WeightDisplay only | Benchmark exact |
| Decision Index 0.3 Language | Score31.4 points | Versus best verified row Best verified: Perplexity Decider v1.1 (27B) · 62.3 points | Gap30.9 behind | WeightDisplay only | Benchmark exact |
| Decision Index 0.3 Retrieval | Score28.7 points | Versus best verified row Best verified: Perplexity Decider v1.1 (27B) · 64.7 points | Gap36 behind | WeightDisplay only | Benchmark exact |
| Decision Index 0.3 Tools | Score46.2 points | Versus best verified row Best verified: Fastino GLiDE no-thinking (28B) · 82.7 points | Gap36.5 behind | WeightDisplay only | Benchmark exact |
| Decision Index 0.3 Arts | Score30.3 points | Versus best verified row Best verified: Torchcast Decision 27B · 52.8 points | Gap22.5 behind | WeightDisplay only | Benchmark exact |
Lineage
The sequence follows explicit supersedes links. Each score is estimated for that model; a relative can inform a sparse estimate but never sets a floor, so a newer release can score below an earlier one. Scores and prices remain blank when the corresponding public row or first-party rate is unavailable.
Decision-system
Spec sheet
Each documented value carries its source. Missing fields stay visible as not sourced or not published, rather than disappearing from the page.
- API model ID
- Not publishedDecision Index 0.3 leaderboard
- Context window
- Not published
- Maximum output
- Not sourced yet
- Knowledge cutoff
- Not sourced yet
- Input modalities
- Not sourced yet
- Output modalities
- Not sourced yet
- Parameters
- Not sourced yet
- Availability
- Not sourced yet
- Cloud regions
- Not tracked yet
- Lifecycle
- Tracked
- API capabilities
- Tool calling, structured outputs, and batch support are not tracked yet
- Prompt caching
- Not documented in the pricing recordDecision Index 0.3 leaderboard
- Self-host
- Weights are not published
- Rate limits
- Not tracked yet
How to read this profile
The visual layer above carries the decisions. These notes preserve the model, ranking, coverage, and family context behind the numbers.
We track openvons, but the public leaderboard excludes this profile until enough non-generated benchmark coverage is available. Only published rows appear above.
openvons is a evaluated configuration model. No explicit reasoning mode is documented in this profile.
Decision Index 0.3 publishes this evaluated system without a model repository link. Aggregate scores include private task results and remain display-only.
6 of 655 tracked benchmark slots currently have displayable evidence. Missing categories stay blank.
Last updated October 6, 2026. Runtime fields remain blank until a sourced snapshot exists.
Questions
How does openvons perform overall in AI benchmarks?
openvons has 6 source-displayable benchmark rows, but it does not qualify for a public overall rank. The available rows remain visible by category without being converted into a site-wide score. Missing evidence stays blank instead of being estimated from an earlier model.
Does openvons have full benchmark coverage on BenchLM?
No. openvons currently has 6 source-displayable rows across 655 tracked benchmark slots. The profile exposes published, non-generated evidence and leaves missing categories blank until an exact evaluation is available. Coverage describes how much was measured; it is not a penalty added to an individual benchmark result.
What is the context window size of openvons?
openvons's context window is not documented in a source tied to this exact model yet. The profile leaves the value unavailable instead of borrowing a limit from an earlier family member or an unverified route. Maximum output length remains a separate field.