Exemplary AI: AI transcription and content-repurposing tool that turns podcasts, webinars, interviews, and videos into transcripts, subtitles, clips, and written summaries. Koji: AI-native customer research platform whose AI interviewer runs voice and text discovery conversations at scale, then synthesizes themes automatically. Below, they line up on price, capture method, and how each fits a real meeting stack.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist Exemplary AI when transcribing and captioning podcasts, webinars, and recorded interviews matters most, and Koji when building personas and validating early product concepts at scale matters most. Trial each on a few real meetings before you commit — the better fit usually shows fast.
AI transcription and content-repurposing tool that turns podcasts, webinars, interviews, and videos into transcripts, subtitles, clips, and written summaries.
AI-native customer research platform whose AI interviewer runs voice and text discovery conversations at scale, then synthesizes themes automatically.
Exemplary AI is a transcription and content-repurposing platform for long-form audio and video. Users upload a recording or import one, and Exemplary AI produces a transcript, then offers tools to convert that recording into subtitles, short clips, summaries, show notes, chapters, and blog posts. The transcription handles audio and video across a large number of languages and can generate subtitles and translations, making it usable for accessibility and multilingual distribution. Beyond raw transcription, the platform includes an AI writer and chat that work against the transcript so users can ask questions or generate written content from the conversation, plus lightweight video editing such as trimming, removing filler words, adding B-roll, and styling captions. Exemplary AI markets dedicated workflows for podcasts, webinars, and academic recordings, and the transcription and captioning features apply equally to recorded interviews and meetings. It is aimed at content creators, marketers, educators, and businesses that want to extract transcripts, captions, and repurposed assets from their recorded spoken content. Pricing varies by plan. Check the official website for current pricing.
Best suited for
Koji is an AI-native customer research platform built around an AI interviewer that conducts natural, in-depth conversations with research participants at scale, removing the need to schedule and moderate live discovery calls one at a time. Teams describe what they want to learn, and an AI research agent helps define goals and generate an interview guide. The AI then runs the interviews asynchronously in either a text chat or spoken voice format, asking adaptive follow-up questions and probing for depth as a human moderator would. Each completed conversation is analyzed automatically for key moments and sentiment, and findings are synthesized across all interviews into study-wide reports surfacing themes, patterns, and recommendations, with every insight traceable back to the participant quote that supports it rather than presented as a black-box summary. Koji is used for exploratory work such as discovery, persona development, and market strategy, as well as concept and messaging testing. The product is operated from Amsterdam with EU data residency and GDPR compliance, offers a freemium entry point, and integrates with tools including Claude, ChatGPT, Cursor, and Notion via an MCP server. Pricing varies by plan. Check the official website for current pricing.
Best suited for
Exemplary AI is a free tier with paid upgrades (freemium); Koji is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | Exemplary AI | Koji |
|---|---|---|
| Core capability | Transcription of audio and video with high stated accuracy | Insights traceable back to specific participant quotes |
| Standout feature | Subtitles and translations across more than 100 languages | AI interviewer that runs asynchronous voice and text discovery conversations at scale |
| Team usage | AI writer and chat that generate content and answer questions from the transcript | AI research agent that drafts research goals and interview guides from a brief |
| Integrations | Short-clip generation from long recordings for social video | Automatic per-interview analysis with key moments and sentiment |
| Languages & capture | Video editing tools including trimming, filler-word removal, and caption styling | Cross-interview synthesis into study-wide themes, patterns, and recommendations |
| Best-fit workflow | Dedicated transcription workflows for podcasts, webinars, and academic recordings | MCP integrations with Claude, ChatGPT, Cursor, and Notion |
Exemplary AI
Choose Exemplary AI if you need transcribing and captioning podcasts, webinars, and recorded interviews — strengths include combines transcription, captioning, and content repurposing in one tool.
Koji
Choose Koji if you need running exploratory discovery interviews without scheduling live calls — strengths include removes scheduling overhead by running many interviews in parallel and asynchronously.
Exemplary AI
Koji
It depends on your workflow. Exemplary AI is strong for transcribing and captioning podcasts, webinars, and recorded interviews, while Koji is strong for running exploratory discovery interviews without scheduling live calls. Both transcribe and summarize meetings.
Exemplary AI is a free tier with paid upgrades and Koji is a free tier with paid upgrades. Check each vendor's pricing page for the latest plans and free-tier limits.
Often yes: teams combine tools when one handles capture and another handles analysis.
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