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AI Podcast Clip Finder

AI
Intermediate
SaaS
Freelancer
7/10

AI Podcast Clip Finder

Finds the shareable 40 seconds in a two-hour episode and cuts it for vertical video.

Problem & target users

Podcasters know clips drive growth but scrubbing a long episode to find good moments takes longer than recording it.

Who it's for: Independent podcasters, video producers, marketing teams running a show.

Proposed solution

Upload the episode, get ranked candidate clips with a reason for each, then export burned-in captions and vertical framing ready for TikTok, Reels and Shorts.

Features

  • Transcript with moment scoring
  • Ranked clip candidates with rationale
  • Auto captions with brand styling
  • Vertical reframing with speaker tracking
  • Direct export presets per platform

Difficulty & tech stack

Difficulty: Intermediate

Next.js
Whisper API
Claude
FFmpeg worker
Cloudflare R2
Stripe

Monetization & pricing

  • Subscription by episode volume
  • Credit packs
  • Agency plan

Suggested pricing: Solo $19/mo (4 episodes), Pro $49/mo (15 episodes), Agency $149/mo (50 episodes).

Customer acquisition

Podcast communities, free clipping for well-known small shows in exchange for a credit, and content on clip-driven growth.

First 10 customers: Clip the latest episode of 20 shows with under 5,000 downloads, send the clips free, and offer a discounted annual plan to the hosts who post them.

Build steps

  1. Build the upload and transcription pipeline
  2. Build the moment-scoring prompt and validate against clips that performed
  3. Build the FFmpeg render worker with captions and reframing
  4. Add export presets and download management
  5. Add project history and team sharing
  6. Add plans, quotas and billing

Risks & challenges

  • Render costs scale with episode length
  • Established competitors with big funding
  • Clip quality is subjective and hard to guarantee

Ready to build it?

Get a full product spec plus a paste-ready prompt for your AI app builder.

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