
Conversation intelligence for recruitment (2026)
What is conversation intelligence for recruitment? The category explained, what it delivers in practice, and the main tools honestly compared.
Remo Vloet11 min.

Joining bot or bot-less capture? How AI meeting bots work in recruitment, which tools use which model, and what it means for consent and phone.
Last updated: 29 May 2026. Features and channel support were verified on this date via the official vendor pages. Where a feature is not stated publicly, it is phrased that way. Vendors revise their offering regularly, so check the vendor site for the current state.
Open almost any AI notetaker’s site and you read the same promise: your conversations are recorded automatically, summarized, and the action items land in your inbox. Sounds simple. But underneath that promise sit two fundamentally different techniques, and the difference matters more than you’d think.
The first way is the joining bot. The tool sends a separate participant into your Zoom, Teams or Google Meet call. That bot shows up in the participant list, often with a name like “Otter.ai Notetaker” or “Fireflies Notetaker”. Everyone in the call sees it sitting there. It records, transcribes, and disappears when the call ends.
The second way is bot-less capture. Here no separate participant runs along. Instead, a desktop app or mobile app records the audio locally on your own device. Nobody in the conversation sees an extra name in the list. It also works outside of a video meeting, so during a phone call or a conversation at the table.
This is the point recruiters often read past. A joining bot only works in an online video meeting. Got a candidate on the line on a mobile number? A joining bot can do nothing there. Sitting across the table from someone for an intake? Same. For recruitment, where far from every conversation is a scheduled Teams call, that distinction is the difference between “this tool covers my work” and “this tool covers a third of my work”.
What does this look like in practice? You connect your calendar to the tool. Just before a scheduled meeting, the tool automatically sends a bot to the video link. The bot sometimes asks for access (“X wants to join”), sometimes it comes straight in if the settings allow it. During the call it records. Afterwards you get a transcript and summary.
Most of the well-known notetakers work this way. Read.ai, Otter, Fireflies and Fathom all send a bot into your Zoom, Teams or Meet call. The recruitment-specific players mostly do it too: Metaview and Carv support meeting bots for the common video platforms. Simply is the exception, and we come back to that below.
What are the upsides? One of them is almost accidental, and it’s an important one. That visible bot in the participant list is a consent signal. Everyone sees that recording is happening. For GDPR, where transparency about processing is a core obligation, that helps. A candidate who sees “Fireflies Notetaker” in the list can say something about it. The bot’s presence makes the recording explicitly visible.
And the downsides? The bot only works in online video meetings. A joining bot doesn’t enter your phone call, doesn’t sit at your meeting table, and doesn’t join a spontaneous conversation that wasn’t planned from a calendar item. On top of that, a visible bot can affect the conversation. Some candidates talk differently when they see a “notetaker” watching along. And you depend on the calendar connection: no calendar item, no bot.
With bot-less capture, an app records the system audio of your device. No extra participant in the call. This model has one big practical upside: it works across more channels than just video.
A desktop app (Mac or Windows) can record a browser-based meeting without a bot coming in. A mobile app can record a conversation at the table, or a phone call. That makes the model usable more broadly for recruitment, where your conversation mix is rarely purely online.
Fathom has a mobile app for in-person meetings alongside its joining bot, but no VOIP for phone. Otter and Read.ai offer desktop and mobile apps alongside their bots. For both, VOIP for phone is not stated on the public pages. Simply runs bot-less on every channel, including online video, more on that shortly.
But there’s a flip side, and it’s a legal one. No visible bot means no visible consent signal. If there’s nobody in the participant list radiating “I’m recording”, the responsibility falls entirely on you to actively ask for consent beforehand and to log it. With a phone call or an in-person conversation that’s your duty anyway, regardless of the tool. A bot-less recording is no less legal, but it asks for a tighter consent routine of your own.
Below is the recording model per vendor, in alphabetical order. Per claim the public source as reference; where something isn’t stated, it’s phrased that way.
Carv positions itself as an agentic recruiting platform for volume hiring, with a whole stack of autonomous agents. Meeting bots for video platforms fit that scope. What Carv does not publicly specify is which channels fall under it: whether there’s a mobile app for in-person conversations, whether phone is supported, or exactly which recording model is used outside the video context. That is not stated on the public pages.
Fathom uses the joining-bot model for Zoom, Teams and Google Meet. In addition, Fathom has a mobile app to record in-person conversations, so bot-less capture for in-person. What’s missing is VOIP: phone calls are not supported on the public pages. For a recruiter who speaks online and at the table Fathom fits, for someone who calls a lot it doesn’t.
Fireflies works with a joining bot for the common video platforms and has the widest integration set in this list. Phone doesn’t run through a bot-less channel of its own, but through integrations with VOIP providers like OpenPhone, Zoom Phone, RingCentral and Aircall. That means a separate VOIP subscription alongside Fireflies. It works, but it’s a connected solution rather than one tool that covers phone natively.
In2Dialog is a Dutch recruitment tool that supports online meetings and face-to-face conversations. For phone there’s a paid add-on (“Integrated Telephony”, price on request), recurring on top of the subscription. The exact recording model per channel isn’t detailed on the public pages, but the coverage of online plus face-to-face plus phone add-on points to a mix of bot and local capture.
Metaview supports meeting bots for video conferencing platforms. Whether there’s a mobile app for in-person conversations, VOIP for phone, or Dutch mobile numbers, is not stated on the public pages. Only the video context is mentioned generically. For recruiters working purely online that’s no problem; for those who call or sit at the table, the coverage is not publicly confirmed.
Otter uses a joining bot for Zoom, Teams and Meet, and also offers desktop and mobile apps. VOIP or phone is not stated on the public pages. Important for Dutch recruiters: Otter does not support Dutch, the pricing page explicitly names only English, French and Spanish. For a Dutch intake that’s a blocker on its own, regardless of the recording model.
Read.ai sends a joining bot into your Zoom, Teams or Meet call and also has desktop and mobile apps. Dutch is explicitly in their language list, which makes it one of the few international tools with Dutch output. What’s missing: no ATS integrations and no VOIP/phone on the public pages. Good for the pure notetaker role in Dutch, not for a phone-heavy workflow.
Simply is the only one in this list that runs the bot-less model on every channel, online video included. So you never have to explain an extra participant to a candidate:
That’s the difference. Where most tools depend on a bot sitting in the call, Simply covers a recruiter’s whole conversation mix without one: the scheduled Teams call, the spontaneous browser meeting, the introductory chat at the table, and the call to a candidate on their mobile. Simply is Dutch-native and EU AI Act compliant. More about this on the omnichannel recording page.
Let’s be clear about the legal part, because this is where the practical pain sits. Under GDPR, recording a conversation is a processing of personal data. That requires a legal basis and transparency toward the data subject. For recruitment that means: your candidate must know that recording is happening, and ideally why.
A visible joining bot helps with that. It makes the recording visible in the call. That’s no substitute for consent, but it is a transparency signal that’s hard to miss. Nobody can claim afterwards that they didn’t know a notetaker was running if it was in the participant list.
With bot-less capture, the bar sits with you. No bot in the list means the transparency has to come entirely from your mouth. With a phone call or an in-person conversation that’s the case anyway, because there’s no bot there by definition. The rule is simple: announce beforehand that you’re recording, log the consent, and make sure you have a legal basis. That goes for every model, but with bot-less capture there’s no technical safety net that gives the signal for you.
A tool that works across all channels makes this easier rather than harder, provided it supports the consent flow. You then have one consent routine instead of four different ones, depending on whether the conversation was online, at the table or by phone. For the broader legal context, see our guide on GDPR and the AI Act for recruitment tools.
The choice doesn’t start with the tool, but with your conversation mix. Try counting for a week where your conversations take place.
Do you do almost everything via scheduled Teams or Meet calls? Then a joining-bot tool is enough. Read.ai for Dutch output, Fireflies for the widest integrations, or a recruitment-specific player if you want the notes to land in the candidate record itself.
Do you also speak to candidates at the table? Then you need a mobile app. Fathom covers that alongside its bot, In2Dialog and Simply too.
Do you call a lot, and especially candidates on their mobile number? Then you rule out almost all joining-bot-only tools. A joining bot doesn’t enter a phone call. You need VOIP, and specifically for Dutch mobile numbers Simply Pro is at this moment the only one in this comparison that publicly confirms it. A deeper look at phone recording is in our article on VOIP tools for recruitment.
And if your work is a mix of all three, which is true for most recruiters, then you want an omnichannel approach that doesn’t depend on one model. Otherwise you buy a tool that covers part of your conversations and manually patch the rest around it.
For the broader choice between tools per agency type, see choosing recruitment AI per agency type. For a full vendor comparison on pricing and features, see AI notetakers for recruitment compared. And for the tech behind analyzing those recordings, see conversation intelligence in recruitment.
Features and channel support verified as of 29-05-2026 via official vendor pages. Where a feature is not stated publicly, it is phrased that way, not as an absolute claim. Vendors revise their offering regularly, check the vendor site for the current state.
About the author

Remo Vloet is a co-founder of Simply, the AI Operating System for recruitment agencies: inbox, meetings, sourcing, CV parsing, search and matching, documents and automation in one system. With a background in building complex software, he contributes to the technical vision behind Simply.
LinkedInArticles by Remo VloetA joining bot is a visible participant that the tool sends into your video conversation; it sits in the participant list and records the call. Bot-less recording runs on a desktop or mobile app that records the audio locally on your device, without an extra participant in the call. The big practical difference: a joining bot only works in an online video meeting, while bot-less capture also works for phone calls and in-person conversations at the table.
No. A joining bot only enters a video meeting (Zoom, Teams, Meet). For a phone call you need VOIP support, a different channel that a joining bot doesn't cover. Of the tools in this guide, Simply supports phone natively via VOIP, including Dutch mobile numbers. Fireflies covers phone through integrations with separate VOIP providers, and In2Dialog offers it as a paid add-on. Otter, Read.ai and Fathom mention no phone support on their public pages.
A visible bot is no legal requirement, but it's handy as a transparency signal. Everyone in the call sees that recording is happening, which supports the transparency obligation under GDPR. It doesn't replace consent. With bot-less recording the transparency sits entirely with you: you have to announce beforehand that you're recording and log the consent. That's the case anyway for phone and in-person conversations, where a bot never runs along.
Read.ai, Otter, Fireflies, Fathom, Metaview and Carv all send a bot into the common video platforms (Google Meet, Microsoft Teams, and for the generalists Zoom too). Simply does not: it captures Google Meet and Microsoft Teams natively through Google and Microsoft themselves, so no extra participant ever appears in the list. Between the rest, the difference sits in what they offer alongside the bot: desktop and mobile apps, and phone.
For a conversation at the table you need a mobile app or desktop app, not a joining bot, because there's no video link to send a bot into. Fathom, Otter, Read.ai and Simply have mobile apps that record in-person conversations. In2Dialog supports face-to-face conversations. Whether Metaview and Carv have a mobile app for in-person is not stated on their public pages. Don't forget that for an in-person conversation you always have to arrange and log the consent yourself.
It can. Some candidates talk more carefully or formally when they see a "notetaker" in the participant list. That's no reason to hide recording, transparency stays the norm, but it is a trade-off. Bot-less capture on a mobile or desktop app stands out less, although that obliges you all the more to announce clearly beforehand that you're recording. The practice: announce it briefly and matter-of-factly at the start of the conversation, then the signal wears off quickly and the conversation stays natural. --- Not sure which recording model fits your conversation mix? [See how Simply combines all channels in one tool](/en/), or book a call to work through your own mix of online, in-person and phone.

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