There are more and more AI meeting minutes tools on the market, and their slogans are all similar: high accuracy, automatic minutes, action item extraction. How should you actually choose? Don’t just look at advertisements; focus on the following 5 hard metrics, and you will largely avoid pitfalls.
1. Transcription Accuracy: Test with Your Own Recordings
Transcription is the foundation. Different tools perform similarly in standard Mandarin and quiet environments; the real difference shows in three scenarios: regional accents, multiple people talking over each other, and technical jargon. In a 10-person business review meeting, encountering all three at once is the norm.
The most reliable method is hands-on testing: take a 30-minute recording of your own real meeting (preferably with 3 or more speakers and industry terminology), feed it to the candidate tools for transcription, and compare error rates and sentence segmentation section by section. Pay special attention to whether proper nouns (product names, people’s names) have many errors—general words can be guessed when wrong, but if proper nouns are wrong, the minutes become useless. Any tool that doesn’t dare to offer a free trial should be passed on directly.
2. Speaker Diarization Quality
Meeting minutes without speaker labels are as good as unwritten. Imagine the minutes saying “decided to go live next week,” but without knowing who made the decision or who will execute it—such minutes are useless waste paper.
A good tool can automatically distinguish “what Zhang San said, what Li Si decided,” and allows you to manually correct labeling errors (correcting them a few times on first use makes it increasingly accurate over time). When evaluating, focus on two points: whether it supports speaker separation, and whether correcting errors is convenient. If a tool only outputs an unsegmented blob of text, don’t buy it, no matter how cheap it is.
3. Minutes Structure and Action Item Extraction
Transcription is only the first step; the true value lies in “organization.” Check whether the tool can output structured minutes: conclusions first, organized item by item, with owners and deadlines for each item. Going a step further, see if it can automatically extract action items (who, does what, by when, and what the acceptance criteria are).
Here is a simple test method: feed in a 1-hour meeting recording and see if you can understand the conclusions from the generated minutes within 3 minutes. If you still need to manually listen back and organize sentence by sentence, the so-called “AI minutes” haven’t truly improved efficiency.
4. Integration with Your Existing Toolchain
If your team uses 飞书 for meetings, prioritize 飞书-native tools—recordings, minutes, and to-do items can form a closed loop within 飞书 without having to switch and copy back and forth. Taking 会议执行官 as an example, it takes the 飞书-native route: meeting recordings are automatically converted into minutes and action items, and can also be synced and nudged via a 飞书 bot. The same applies to teams using DingTalk or Slack: choose the tool that integrates most tightly with your collaboration platform; eliminating a single copy-paste action is an extra gain in efficiency.
5. Pricing and Data Security
A monthly payment of several tens of yuan for individual versions is the mainstream pricing (会议执行官’s Personal Plan at ¥39/month, Team Plan at ¥129/month, and Enterprise Plan at ¥229/month can serve as reference benchmarks). Make sure to check the billing method clearly: monthly subscription, by meeting duration, or per seat. Calculate which model suits your usage frequency better before deciding.
Enterprise users should ask further: where are recordings stored, how long are they retained, is transmission encrypted, and is private deployment supported? Meeting content often involves confidential information, so data security is just as important as price; it is recommended to include this in the procurement evaluation form.
Common Pitfalls
- Only watching demos without hands-on testing: Vendor demos always use clean recordings, while real meetings are much noisier.
- Overlooking free plan limitations: Many tools only offer a few dozen minutes per month on their free plans; you won’t notice during a brief test, but you’ll exceed the limit as soon as you start regular use.
- Paying for unused features: Features like multi-language translation or video meeting touch-ups—if you won’t use them twice a year, don’t spend extra money on them.
One-Sentence Summary
First, test transcription with real recordings, then look at speaker separation, minutes structure, and toolchain integration, and finally evaluate pricing and security. Filtering through them in this order, the tool you choose will rarely go wrong.