Pareto
unbiased · released Sep 17, 2026
- Type
- Closed
- Input
- None held
- Output
- None held
- Cached
- None held
We don't hold a list price for this model yet · hosted only — we have no record of published weights
Our take
Written Sep 20, 2026Pareto is a hosted-only model that takes text and images and can hold a long document in one request. Nothing in our data measures how good its answers are, so treat it as a candidate to trial rather than a proven pick.
Reach for it through a host when your questions arrive with a screenshot or a diagram, or when a long report needs to go in without being split up first. Skip it if you need measured coding, reasoning or chat quality, or if you meant to run the model on your own machine.
The case for it
- A long report or a stack of documents fits beside the question in one request, though room to hold it is not a guarantee of accurate recall.
- Images go into the same request as the text, so a screenshot or a diagram does not have to be described in words first.
The case against it
- No benchmark scores are supplied, so the only way to judge the answers is to trial it on work you can check yourself.
- We list no download for it, so using it means choosing a host rather than running it yourself.
- No licence is supplied, so permissions for commercial use, changes or redistribution are unverified in our data.
How good is it?
We hold no score for this model.
So there is no figure here for everyday use, coding, agent work or writing. That is a gap in our data, not a low score.
Where to rent it
Prices checked 3 hours ago — each listing carries its own date.
- per 1M tokens
- $2.50 in / $7.50 out
- Context served
- 262K
- Throughput
- ~26 tok/s
| Provider | In / out per 1M tokens | Context | Throughput | Trains on prompts | Logs prompts | Zero retention |
|---|---|---|---|---|---|---|
| OpenRouterOpenRouter's own listing | $2.50 / $7.50checked 3 hours ago | 262K | not measured | Unknown | Unknown | Unknown |
| UnbiasedThrough OpenRouter | $2.50 / $7.50checked 3 hours ago | 262K131K max reply | 26 tok/s | No | Yes30 days | Unknown |
OpenRouterAcross the 2 listings we hold: 1 says it does not train on prompts, 0 say they do and 1 does not say. 0 appear in the zero-retention registry we check; the rest are unknown to us.
What each host's API supports
From the parameter list each endpoint publishes. Streaming is omitted: nothing we hold reports it, for any model.
| Provider | Tool calling | JSON output | Strict schema |
|---|---|---|---|
| OpenRouterOpenRouter's own listing | ✓ | ✓ | ✗ |
| UnbiasedThrough OpenRouter | ✓ | ✓ | ✗ |
Tool calling: 2 of 2 listings say yes. JSON output: 2 of 2 listings say yes. Strict schema: 0 of 2 listings say yes, 2 say no.
When we formed this view
Recent changes
What moved
first indexed by our pipelineEach date is the day we first saw the change, or the day the maker announced it.
What we do not know about this model yet
- No independent board has scored it, so we hold no quality figures at all.
- Nothing we hold says whether an endpoint streams, so we do not show it either way.
- 1 of 2 listings does not say whether it trains on prompts.
- We don't hold a list price for this model yet — the gap is ours, not the lab's.
- We hold no batch or off-peak rate for any of its listings.
Licence and identifiers
What the licence allowsWe hold no licence record for this model. Inside are the identifiers you need to pull it — its Hugging Face repo where we have one, our slug and a machine-readable card.
Licence
We hold no licence record for this model, and no record of published weights either — so we can neither summarise its terms nor point you at the weights.
Identifiers
- Takes in, gives back
- Text and images in, text out
- Catalogue slug
- unbiased-pareto