onPanda

Steer LLMs and agents at the token level

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What is onPanda?

onPanda (on-Policy Alignment Data Annotator) is a web-based interface for interacting with and annotating LLM outputs at the token level. It visualizes token probabilities, allows editing or rewriting response chunks, and supports creating alignment/annotation data for LLMs and agents.

onPanda pricing

Pricing model: Freemium

onPanda pros

  • Token-level probability visualization with color-coded chunks (green = high, red = low)
  • Interactive editing: candidate continuations on hover, double-click to edit, select & rewrite spans
  • Multimodal input support including images, audio, and video
  • Rich examples and built-in tooltips for onboarding

onPanda cons

  • Image inputs only supported by specific models
  • Requires following specific annotation workflows (e.g., deleting non-annotation history before saving)
  • Limited model/endpoint options visible in the UI

Frequently asked questions about onPanda

What is onPanda used for?

It's a data annotator tool for LLMs and agents that provides token-level supervision and probability visualization for creating alignment data.

Can I input images or video?

Yes, you can paste images, audio, and video directly into the input box, though only specific models support image inputs.

How do I edit model responses?

Double-click a chunk to modify it, or select a span of text to rewrite it; you can also click candidate continuations shown on hover.

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