AI Spanda

Language AI workflow · Reusable

Indic Translation & Summarization Engine

Route Indic-language translation and summarization through selectable generator and evaluator models.

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What it delivers

  • Provider-neutral model routing.
  • Translation and summarization execution.
  • An evaluator loop that can request corrections.

How it works

  1. Provide an Indic-language transcript.
  2. Choose generator and evaluator models.
  3. Generate the English summary.
  4. Review and revise against evaluator feedback.

Cost and dependencies

Local models can be free; hosted model costs vary by provider and usage.

Important boundaries

  • It does not acquire source transcripts.
  • Provider availability is an operational gate, and weak model combinations may fail to converge.