TranscriptFetch's answer

Developers and technical teams building on video and web content. The common cases are RAG and retrieval pipelines that need video as text, AI agents that need to read a link mid-conversation, content teams repurposing short-form video at scale, and media monitoring and research tools. It is an API first, so the buyer is usually the person writing the integration rather than an end user. The free browser tools exist for one-off transcripts and for evaluating output quality before writing any code.

Gistra.io's answer:

Students

• Lock down your entire semester's content. Extract every transcript and then ask follow-up questions or generate study guides.
• Export your notes and flashcards in a variety of formats. Import flashcards directly into Anki or share your notes with classmates.

Marketers

• Extract thousand of competitor videos in seconds
• Perform semantic search over your entire library to quickly identify market segments or content gaps
• Download your entire library in a variety of formats for use in your own analysis tools

TranscriptFetch's answer

Three reasons. Coverage: one API key and one response shape across five video platforms and the open web, instead of stitching together a library per platform. Reliability: requests run through rotating infrastructure, so code that works locally keeps working from a server, which is where most open-source approaches break. Billing that matches reality: one credit per successful response, with failed, blocked and empty results never charged. That last point matters on short-form video, where a meaningful share of any batch is music with no speech in it. There is also an MCP server, so AI agents can fetch transcripts as a tool without a custom integration.

Gistra.io's answer:

More powerful AI models

• Gistra integrates the latest performant LLM models into its stack, making sure you get reliable results

Integrated citation and verification tools

• Generate citations for videos
• Verify AI output with clickable timestamps in-chat and the integrated Youtube player

Semantic search

• Gistra allows you to intelligently search your entire library to drive your study sessions or marketing analysis.

No data expiration

• Some other providers only retain your history for a limited time. All Gistra accounts, including the free tier, get unlimited data retention. Once you extract a transcript, it's in your library forever.

TranscriptFetch's answer

Next.js with TypeScript and Tailwind on the front end and API layer, Clerk for auth with SHA-256 hashed API keys, Neon Postgres with Drizzle ORM, Redis for caching, and Stripe for billing. The extraction layer is a Python and FastAPI service. Speech-to-text uses Whisper-class models. The MCP server is published in the official Model Context Protocol registry with a DNS-verified namespace.

Gistra.io's answer:

Gistra is built with:

• Astro
• Svelte
• Supabase

TranscriptFetch's answer

Most short-form video has no caption track to download. TikTok’s auto-captions are opt-in per upload, Instagram never publishes a downloadable track, and many captions on both are burned into the video frames where no parser can read them. TranscriptFetch transcribes the audio when no caption track exists, on the same endpoint, with the same response shape. Your code never branches on which method produced the text. It also covers YouTube, TikTok, Instagram, X and Facebook plus any web page as clean Markdown, so a pipeline spanning several sources is one integration rather than five.

Gistra.io's answer:

Extract every transcript from any channel or playlist in seconds

• Bulk extraction that works fast. Add an entire channel's content to your library.

Semantic search over your entire library

• Search your entire collection, or a specific channel's content, semantically. Find every mention of a concept or product instantly.

Extract every available language from any video's captions

• Most tools only extract the first or default caption language. Gistra grabs every available caption set, making it ideal for tasks like language learning.

Chat with any video, reliably

• Gistra's chat interface supplies clickable timestamps for every citation, so you can always verify information from the AI against the video's content.

TranscriptFetch's answer

It started with discovering there is no good way to get the text of a video. YouTube’s official Data API will confirm a caption track exists and then refuse to hand it over, because captions.download requires the video owner’s OAuth token. The popular open-source libraries work until you deploy them, at which point platforms start refusing datacenter IPs. And YouTube is the easy case: TikTok and Instagram publish no caption file at all. Every workaround solved one platform, worked locally, and broke in production. TranscriptFetch is the version that handles the failure cases as first-class behaviour rather than edge cases.