We have hundreds of recorded meetings. What's an AI tool that can transcribe them and automatically generate a summary with action items and key decisions?

When you have hundreds of already-recorded meetings (rather than just live-streaming bots joining your daily calls), you need a platform that excels at bulk audio/video file uploading , robust searchable archives, and clean automated extraction of summaries, decisions, and action items.

Here are the top AI tools that handle pre-recorded libraries effectively:

- **Why it fits:** It shines specifically when you are building or managing a massive, searchable archive of past meetings. You can easily upload audio/video files (MP3, M4A, WAV, MP4) in bulk.
- **Output:** Generates comprehensive transcripts, timestamped notes, AI summaries, key action items, and topic trackers.
- **Integrations:** Excellent for pushing action items directly into tools like Slack, Notion, Asana, or CRM systems.[](https://google.com/goto?url=CAESWgHrOzAV8w6u4-eT16U6vjK-XuH54fplY4GgzMsylH0Z3YJU0CHbzd_KiooYtbOOrdUGkFm3ET4tofmfJ119BF-yJL8lMoergGWDKSqxIultJAP-gOvyUe21Ww) [[1]](https://google.com/goto?url=CAESWgHrOzAV8w6u4-eT16U6vjK-XuH54fplY4GgzMsylH0Z3YJU0CHbzd_KiooYtbOOrdUGkFm3ET4tofmfJ119BF-yJL8lMoergGWDKSqxIultJAP-gOvyUe21Ww)[[2]](https://google.com/goto?url=CAESYQHrOzAV-3dtXnH4cYH91oirv6qZWVj-jbq-oM5JsSQcjzf5x0nVC13PAaXEwG9xqT72V81lWqow0ENziVlSUbQ2pD7Vvy8lw_FlHgq_C9tgPcc2PHLZD0mJHUnBTNkAnSw)

- **Why it fits:** One of the pioneers in automated transcription, Otter allows you to import pre-recorded audio and video files directly into your workspace for quick processing.
- **Output:** Automatically separates speakers, highlights key takeaways, and pulls out action items into an easy-to-read summary panel.
- **Collaboration:** Makes it simple to search across your entire repository for specific keywords or decisions mentioned months ago.[](https://google.com/goto?url=CAESNAHrOzAVPJMEdYZ8NnU5rWyolYuHk1vdXqoQT_SImdSADsVoCxsMlHoMN7xr5X6CInwHDRQ) [[1]](https://google.com/goto?url=CAESNAHrOzAVPJMEdYZ8NnU5rWyolYuHk1vdXqoQT_SImdSADsVoCxsMlHoMN7xr5X6CInwHDRQ)

- **Why it fits:** If your team already lives in Notion, you can drop audio files or raw transcripts straight into a Notion page and use Notion AI to parse them.
- **Output:** Instantly structures messy transcripts into clean templates featuring summaries, key decisions, and assigned action items.
- **Archive:** Keeps everything natively searchable alongside your company docs.[](https://google.com/goto?url=CAESUgHrOzAVQ7dhsyT0zHpCFP05KWltcE0WD6B2dZqcii-nsIfEMSHgUAgzsb1MZF7it_nmAKWcE9711nxts9MubUtOtu9s9UhM6k__KkHrqJvaYDk) [[1]](https://google.com/goto?url=CAESUgHrOzAVQ7dhsyT0zHpCFP05KWltcE0WD6B2dZqcii-nsIfEMSHgUAgzsb1MZF7it_nmAKWcE9711nxts9MubUtOtu9s9UhM6k__KkHrqJvaYDk)

To help narrow down the best fit, let me know:

• What file format are the recordings in (MP4, MP3, Zoom cloud links, etc.)?
• Do you need these action items synced automatically to a specific project management tool (like Jira, Asana, or Monday.com)?

Yes. For hundreds of existing recordings, I’d shortlist these:

• fireflies.ai — best overall for a large archive. You can upload existing audio/video files and it generates the transcript, summary, action items, key decisions, and AI insights. It also lets you search across past meetings, which is particularly useful when you have hundreds of recordings.
• otter.ai — excellent for straightforward transcription + notes. You can bulk-import recordings, and Otter automatically produces summaries, action items, and outlines. Individual imported files can be up to 5 GB.
• notta.ai — worth considering for multilingual recordings. It accepts recorded meetings, produces transcripts and summaries with decisions/action items, and its AI can reference multiple meetings together to identify recurring themes and decisions.

What I'd pick for your situation

Start with Fireflies. The combination of existing-recording upload + searchable meeting archive + automatic decisions/action items makes it a particularly good fit for hundreds of recordings.

One important consideration: with hundreds of recordings, batch processing, storage limits, per-file duration limits, and privacy/security matter more than just transcription accuracy. For example, Fireflies currently lists a 150-minute maximum duration for uploaded files, with higher-tier plans allowing larger video files.

If you tell me where the recordings currently live (Zoom, Teams, Google Drive, Dropbox, etc.) and roughly how many hours of recordings you have, I can narrow this down to the best 2–3 options and compare their cost for your volume.

Handling a large backlog of hundreds of recorded meetings requires a robust tool that supports batch/file uploading (since these are past meetings) and handles long-form audio cleanly while extracting structured summaries, action items, and key decisions.

The top AI platforms equipped to handle bulk audio/video imports and automated meeting intelligence include:

• Fireflies.ai : An industry standard for searchable meeting data. It allows you to upload existing audio and video files (supporting formats like MP3, WAV, M4A, and MP4 up to 150 minutes per file). Once processed, it automatically delivers a smart summary, timestamped chapters, speaker analysis, and dedicated action-item extraction. You can also use its built-in AI assistant, "Ask Fred," to query details across your entire uploaded history.
• Otter.ai : Excellent for processing large archives. Otter lets you import massive audio or video files (up to 5 GB) directly from your computer or mobile device. It instantly generates full transcripts with speaker identification alongside automated AI summaries, outline breakdowns, and distinct action item lists.
• Grain : Highly focused on the structural execution of meetings. Grain breaks down recordings into logical "chapters" and explicitly isolates outcomes, decisions, and action items. It is a strong choice if your team needs to quickly audit what was decided without wading through text blocks.
• Granola AI : A unique note-taking assistant that can process pre-recorded media files just like live sessions. It provides a clean, categorized summary emphasizing decisions and next steps.

If you want to narrow this down, let me know:

• What audio/video file formats are your recordings stored in?
• Do you need an enterprise option with strict security and compliance features (like SOC2/GDPR)?

Yes. For hundreds of existing meeting recordings, I’d shortlist these:

• otter.ai — best overall fit. You can upload existing audio/video files, get searchable transcripts, and have AI generate summaries, decisions, action items, and insights. It also lets you organize meetings into channels and search across your meeting history.
• fireflies.ai — best for workflow automation. It transcribes recordings and extracts key discussion points, decisions, action items and owners. It also has integrations for tools such as Slack, Salesforce, HubSpot and Google Sheets.
• fathom.video — worth considering for straightforward meeting summaries, particularly if most of your meetings are ongoing rather than a large historical archive.

What I'd choose for your situation

Start with Otter if the priority is: “We already have hundreds of recordings; ingest them and turn them into a searchable knowledge base.” Its support for uploading audio/video files is particularly relevant to your backlog.

A good output template would be:

Executive summary Key decisions — decision + rationale Action items — owner + task + due date Open questions Important discussion points Risks / blockers Relevant timestamps One important consideration with hundreds of recordings is bulk ingestion and storage limits. I'd evaluate those before committing, rather than just comparing transcription accuracy.

If you tell me where the recordings currently live (Zoom, Teams, Google Drive, Dropbox, local files, etc.) and roughly how many hours of recordings you have, I can narrow this down to the best 2–3 options and compare bulk upload, pricing, integrations, privacy, and search across the entire archive.

Handling a massive backlog of hundreds of recorded meetings requires a tool that supports robust file upload and bulk processing rather than just real-time "bots" that join live calls.

Top AI tools capable of transcribing uploaded audio/video files and automatically structuring them into summaries, key decisions, and action items include:

• Fireflies.ai — Excellent for bulk-uploading existing audio/video files (MP3, MP4, WAV). It generates comprehensive AI summaries, extracts action items, timestamps decisions, and offers deep keyword search and CRM/task integrations.
• Otter.ai — A pioneer in automated meeting notes. You can easily import pre-recorded files into Otter to get high-accuracy transcripts, automated action-item extraction, and searchable meeting central libraries. Its "Otter AI Chat" allows you to query information across your entire uploaded history.
• Fellow.ai — Built specifically for enterprise and business team workflows. It excels at structuring meeting intelligence, turning raw transcripts into clean summaries of decisions and action items, and features "Ask Fellow" to pull context across historical discussions. It also holds strong security certifications (SOC 2, HIPAA, GDPR).
• Notta — Highly optimized for multi-format audio/video file transcription and translation. It features an intuitive dashboard for generating AI notes, categorized bullet points, and cross-meeting Q&A to sort through your archives.
• MeetGeek — Strong on file uploads and analytics, allowing you to ingest past recordings, turn them into automated summaries with clear action steps, and search globally across past meeting assets.

To help narrow down the best fit, tell me:

• What audio/video formats are your current recordings in (e.g., MP4, MP3, Zoom cloud links)?
• Do you need an AI tool with an internal chat feature to query information across all historical meetings at once?

Yes. For hundreds of existing meeting recordings, I’d shortlist these:

1. Fireflies.ai — best overall for a large archive. It can work with uploaded files as well as live meetings, and automatically produces transcripts, summaries, key decisions, action items, owners, and follow-ups. It also makes the meeting archive searchable.

2. Otter.ai — best established option. Otter creates searchable transcripts and AI summaries with decisions and action items, and its enterprise offering has customizable meeting templates/Insights.

3. Fathom — best for cross-meeting intelligence. Beyond summaries and action items, Fathom lets you search across your meetings and ask questions about the entire archive, with answers linked back to the relevant transcript moments.

4. Fellow — best if you want meeting notes to become workflow. It generates recaps containing summaries, transcripts, decisions and action items, and its AI can turn meeting information into follow-ups, documents and CRM updates.

My pick for your situation

Start with Fireflies or Fathom. Since you already have hundreds of recordings, the important distinction isn't just transcription quality—it's whether the tool can turn the archive into a searchable knowledge base and let you extract things like:

“What decisions did we make about Project X over the last six months?”
“List every unresolved action item and its owner.”
“What commitments did customers make across these 40 calls?”

Fireflies is particularly compelling if you want a traditional meeting-archive/AI-notetaker workflow; Fathom is particularly compelling if asking questions across the accumulated meeting corpus is the priority.

If you tell me where the recordings currently live (Zoom, Teams, Google Drive, etc.) and roughly how many hours of recordings you have, I can narrow this to the best 2–3 options and compare bulk-upload capability, pricing, privacy/security, and integrations.

Because you have hundreds of pre-recorded meetings , you need a tool that supports batch/file uploading and processing of existing audio/video files (rather than tools that rely solely on a live "bot" joining a real-time call).

The top AI platforms equipped to handle and summarize bulk recorded audio/video files include:

• Fireflies.ai – Excellent for bulk uploads. You can drop audio or video files (MP₃, MP₄, WAV) into your dashboard to generate searchable transcripts, speaker labels, summaries, key decisions, and action items . It also features an AI assistant ("AskFred") to query information across your entire uploaded history.
• Krisp – Known for high-accuracy transcription (96%+) and audio clean-up, Krisp lets you upload pre-recorded files to instantly extract organized notes, summaries, and concrete next steps.
• Otter.ai – A legacy leader in transcription that allows file imports. It automatically parses out action items and generates concise meeting summaries, plus allows you to chat with your repository of past meetings.
• BlueDot – Highly rated for background and recorded audio workflows , letting you upload recordings seamlessly to build a shared, searchable knowledge base of decisions and tasks.

If you want, tell me:

• What audio/video file formats your recordings are in (MP4, MP3, WAV, etc.)?
• Do you need them to integrate with a specific CRM or project management tool (like HubSpot, Salesforce, or Notion)?

I can help you narrow down the best fit.

Yes. For hundreds of existing recordings, I’d shortlist these:

1. Fireflies.ai — best overall for a large archive.
   It can transcribe uploaded files, identify speakers, generate summaries, extract key decisions and action items, and make your meetings searchable across the archive. It also supports 100+ languages.

2. Otter.ai — best for transcription/search.
   Otter supports uploading audio/video files, speaker recognition, searchable transcripts, summaries, decisions, and automatically captured/assigned action items. It also has integrations with Zoom, Teams, Google Meet, Slack, and other tools.

3. Fathom — excellent for polished meeting recaps.
   It produces searchable transcripts, summaries, action items, and key moments, and lets teams query their historical conversations.

4. Fellow — worth considering for enterprise teams.
   Its Meeting Recap includes the transcript, summary, key decisions, and action items, with controls over who can access recordings and notes.

What I'd choose

For hundreds of recordings already sitting on your drive, I'd start with Fireflies or Otter. The important distinction is that you don't just need an AI notetaker that joins future meetings—you need one that can bulk-process your existing recordings and then let you search across the resulting knowledge base.

A good target workflow is:

Recording → speaker-labeled transcript → 5–10 bullet summary → key decisions → action items + owner → searchable archive

Before committing, I'd test 10–20 representative recordings from your archive, especially ones with overlapping speakers, technical terminology, and poor audio. That's a much better accuracy test than relying on vendor demos.

If you tell me where the recordings currently live (Zoom, Teams, Google Drive, local files, etc.) and roughly how many hours of recordings you have, I can narrow this down to the best 1–2 options and compare cost, bulk-upload capability, privacy/security, and integrations.

Yes. For hundreds of existing meeting recordings, I’d prioritize tools that can ingest a large archive—not just bots that join future meetings.

My top picks

1. Otter.ai — best overall starting point
It can upload audio/video files, automatically transcribe them, and generate meeting notes, key takeaways, and action items. It also makes the recordings/transcripts searchable, which is especially useful once you have hundreds of meetings.

2. Fireflies.ai — best for a large organizational archive
I'd look closely at Fireflies if your goal is to turn a meeting library into a searchable knowledge base and connect action items to tools such as Slack, CRM systems, or project management software. Recent comparisons specifically highlight it for large meeting archives and workflow/CRM integrations.

3. Fathom — excellent for straightforward meeting recaps
Worth considering if you primarily want clean summaries and follow-ups without building a complicated workflow.

What I'd do with hundreds of recordings

I'd run a pilot of 20–30 representative recordings through Otter and Fireflies and compare:

One important caveat: don't assume the AI's action-item extraction is perfect. Research and real-world testing both find that meeting AI can miss context, misattribute speakers, or fail to determine who actually owns an action.

For your specific use case, I'd start with Otter vs. Fireflies. If you tell me where the hundreds of recordings currently live (Zoom, Teams, Google Drive, Dropbox, etc.) and roughly how many hours of recordings you have, I can recommend the best option and the most practical way to process the entire archive.

To help narrow down the best choice for your team, let me know:

• What video conferencing or storage platform (Zoom, Teams, Google Drive, local files) do you use?
• Do you need an AI bot to join live calls , or are you primarily uploading pre-recorded files?
• Is enterprise security and compliance (like HIPAA or SOC2) a strict requirement?