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[GH-ISSUE #24107] feat: Model comparison table with cost, context window, and replacement recommendations #58855
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Reference: github-starred/open-webui#58855
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Originally created by @githb-ac on GitHub (Apr 24, 2026).
Original GitHub issue: https://github.com/open-webui/open-webui/issues/24107
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Problem Description
When a user has multiple models configured across different providers in Open WebUI,
there is no single place to compare them side by side. Models are listed in the
model selector dropdown with no cost or capability metadata attached. Users running
multiple providers (Anthropic, OpenRouter, Ollama, etc.) have to manually
cross-reference external pricing pages to make informed decisions about which model
to use for a given task. There is no unified cost visibility within the UI.
Desired Solution you'd like
Add a Model Comparison table in Admin → Models showing all configured models with
the following columns:
| Model | Provider | Input cost (per 1M tokens) | Output cost (per 1M tokens) | Context window | Recommended alternative |
for the same task category
Alternatives Considered
Currently the only alternative is manually cross-referencing provider pricing pages
(OpenRouter, Anthropic, etc.) in a separate browser tab. This is time-consuming
and error-prone, especially when managing more than 3-4 models across providers.
Additional Context
A working visual prototype of this table is attached to this issue.
owui-model-health-cost.html
@pr-validator-bot commented on GitHub (Apr 24, 2026):
⚠️ Missing Issue Title Prefix
@githb-ac, your issue title is missing a prefix (e.g.,
bug:,feat:,docs:).Please update your issue title to include one of the following prefixes:
Example:
bug: Login fails when using special characters in password@Classic298 commented on GitHub (Apr 25, 2026):
Consider using model descriptions for this
@githb-ac commented on GitHub (Apr 25, 2026):
Thanks for the response — but model descriptions are free-text fields. They cannot create a sortable, structured comparison table showing input cost per 1M tokens, output cost per 1M tokens, context window size, and recommended alternatives across all configured providers simultaneously.
What's being requested is a data table in Admin → Models that gives users a unified cost and capability view across all their configured models — something that requires structured data, not free-text descriptions. Would appreciate reconsideration.
@Classic298 commented on GitHub (Apr 25, 2026):
Would Tags solve it for you then? Standardized tags and you can sort and compare side by side in the model picker.
Either way belongs in discussions as a feat request not here
@githb-ac commented on GitHub (Apr 25, 2026):
Tags in the model picker are labels — they let you categorise models but they cannot store or display structured numeric data like input cost per 1M tokens, output cost per 1M tokens, or context window size. The model picker also has no concept of sorting by cost or comparing two models on quantitative metrics side by side.
What's being requested is a structured data table with sortable numeric columns — something tags are architecturally incapable of providing. On the point about discussions: this was originally filed as a feature request in the correct section. If it belongs in discussions, could you convert it rather than close it, so the request stays visible and discoverable for others who may want the same thing?
@Classic298 commented on GitHub (Apr 25, 2026):
Yes i can convert