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  3. Overview

Models

Organize model capabilities by modality. Exact availability depends on your deployment configuration.

Overview

Hopola can work with different model modalities depending on what your backend enables. This docs section helps you think in capabilities (text, image, audio, video) rather than specific providers.

Modalities

  • Text: copywriting, outlines, structured briefs, QA checklists.
  • Image: visual directions, references, image understanding workflows.
  • Audio: transcription, voice notes, audio-to-text workflows.
  • Video: storyboard support, scene descriptions, video-to-text workflows.

Capability matrix

To keep this section deliverable-focused, map modalities to inputs, outputs, and the assets you ship. Use this table as a baseline and customize it to your actual integrations.

ModalityTypical inputsTypical outputsBest deliverables
TextBriefs, constraints, asset lists, referencesStructured outlines, copy packs, QA checklistsDeck outlines, detail-page structure, handoff notes
ImageReferences, screenshots, style keywordsVisual directions, layout guidance, issue spottingHero-image direction, design review recommendations
AudioMeeting recordings, voice notesTranscripts, key points, actionable revision itemsReview summaries, revision task lists
VideoFootage, script ideas, platform constraintsStoryboard tables, shot descriptions, asset listsShort-form storyboards, subtitle/cover/thumbnail requirements

Integration checklist

Regardless of provider, align on “deliverable quality” before wiring anything into production:

ItemRecommendationWhy it matters
Capability boundariesList what’s enabled/disabled by modality (text/image/audio/video).Avoid promising features that aren’t actually available.
Output contractsPrefer structured outputs (tables/JSON/checklists) with fixed fields.Easier automation and regression testing.
Quality barDefine acceptance criteria: readability, alignment, compliance, naming.Consistent review and handoff standards.
DegradationFallback to templates/rules or guide users to manual steps when models fail.Prevents critical workflows from getting blocked.

Notes

  • Keep sensitive keys and provider settings on the backend only.
  • Prefer modality-appropriate prompts: describe constraints, formats, and output structure.
  • For predictable results, pair models with reusable skill workflows.