How to read this page
- Viewing, organizing, and reviewing existing knowledge is free.
- Cheap actions, such as subtitled imports and standard cited chat, stretch a plan much further.
- Expensive actions, such as raw upload transcription or premium models, use more credits because they cost more to run.
- Plan cards show practical workloads; this page shows exact action prices.
Included free
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Indexing for chat & searchIndexing your transcripts and imported documents so you can chat with them and search them is included free.
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Reading & browsingViewing transcripts, documents, summaries, and your briefings never costs credits.
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SearchSearching across your library and folders is free.
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Suggested questionsThe auto-generated question suggestions shown when you open a folder are free.
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Source suggestions“Track this source” monitor suggestions are free.
Transcription & import
| Action | Credits |
|---|
| Audio & video transcriptionSpeech-to-text for an uploaded audio or video file (raw upload transcription equivalent). This is one of the more expensive actions because it costs more to run. | 12per hour |
| Video frame vision summarySummarizing an image-only sampled video frame when OCR finds no readable text. | 2per image-only video frame |
| Web page importImporting and extracting the text of a web article. | 1per page |
| YouTube import (AI captions)Generating a transcript for a YouTube video that has no captions. | 1per minute |
| YouTube import (with captions)Fetching the transcript of a YouTube video that already has captions. | 1per import |
Chat
| Action | Credits |
|---|
| Chat messageOne question answered over your library. Premium models cost more — see the table below. | 2per turn |
AI generation
| Action | Credits |
|---|
| briefing.cheatsheet | 5per cheatsheet |
| briefing.paidEdition | 5per paid briefing |
| ChaptersGenerating chapter markers for a transcript. | 5per request |
| SummaryGenerating a summary of a transcript or document. | 6per summary |
| TitleGenerating a title for a transcript or document. | 2per title |
| Transcript correctionAI cleanup and correction of a raw transcript. | 6per correction |
| TranslationTranslating a transcript into another language. | 7per hour |
Briefings
| Action | Credits |
|---|
| Briefing source itemUnderstanding one new item from a source you monitor. | 2per item |
| Daily briefing digestSynthesizing your cross-source daily digest. | 5per edition |
Documents & indexing
| Action | Credits |
|---|
| Scanned PDF reading (OCR)Reading text from scanned or image-only PDF pages so they can be searched and chatted. | 2per 5 pages |
Developer API
| Action | Credits |
|---|
| Developer API requestOne authenticated REST request to the developer API. | 1per call |
| MCP knowledge-tool callOne authenticated knowledge-tool call through MCP. | 2per call |
Images
| Cheatsheet | Credits |
|---|
| Standard quality | 2per cheatsheet |
| High quality | 3per cheatsheet |
Chat cost by model
A chat message on a premium model costs more credits. Standard models are the default.
| Model | Multiplier | Credits / message |
|---|
| Standard models | 1× | 2 |
| gpt-5.6-luna | 1.33× | 3 |
| o3 | 1.78× | 4 |
| gpt-5.2 | 3.11× | 7 |
| gpt-5.2-chat-latest | 3.11× | 7 |
| gpt-5.3 | 3.11× | 7 |
| gpt-5.3-chat-latest | 3.11× | 7 |
| gpt-5.4 | 3.33× | 7 |
| gpt-5.6-terra | 3.33× | 7 |
| chatgpt-4o-latest | 4× | 8 |
| gpt-4o | 4× | 8 |
| chat-latest | 6.67× | 14 |
| gpt-5.5 | 6.67× | 14 |
| gpt-5.6-sol | 6.67× | 14 |
| gpt-5.4-pro | 40× | 80 |
| gpt-5.5-pro | 40× | 80 |
Monthly credits by plan
| Plan | Credits / month |
|---|
| Free | 300 |
| Starter | 700 |
| Pro | 3,000 |
| Max | 8,000 |
| Ultra | 40,000 |
Credits renew at the start of each month. Compare plans →
Example workload
In one month: import 20 hours of video, ask 100 cited questions, and run one published Bot with 500 owner-paid answers.
| Action | Credits |
|---|
| Raw upload transcription equivalent20 hours of uploaded audio or video at 12 credits per hour | 240 |
| Cited chat100 questions answered over your library at 2 credits each | 200 |
| Published Bot / channel turns500 owner-paid answers from one published Bot, each billed like a standard cited chat turn today (2 credits) | 1,000 |
| Estimated monthly credits | 1,440 |
Subtitled imports cost just 1 credit each, so they barely move the total. Published Bot and channel answers are billed like a standard cited chat turn today; that rate is still being finalized and may change. These figures are illustrative examples to show how actions add up — not a plan recommendation; your real usage and mix will differ.
A note on transcription
Transcription speed and quality vary by source, provider, language, audio quality, and whether subtitles are available. Keldura shows costs and status before expensive processing where possible.