Fireflies.ai Under the EU AI Act: Minimal Risk — Until You Cross Two Lines
Fireflies.ai is minimal risk under the EU AI Act for note-taking. Two red lines: worker monitoring goes high-risk; emotion inference is prohibited.
For taking meeting notes, Fireflies.ai is minimal risk under the EU AI Act. Transcribing a call, summarising it, and answering questions about what was said is not an Annex III high-risk use case — so there is no conformity assessment, no registration, no technical documentation.
But two specific uses change the answer, and one of them is the most serious tier the Act has. Point Fireflies at monitoring or evaluating workers and you can land in Annex III high-risk (point 4(b)). Use it to infer employees' emotions and you cross into prohibited territory under Article 5(1)(f) — banned outright, in force since 2 February 2025. Plus, recording people raises a GDPR and national-law consent question that applies on the very first call. This page draws all three lines.
What Fireflies.ai Is — and Who Carries What
Fireflies.ai is an AI meeting assistant. Its bot ("Fred") joins calls on Zoom, Google Meet, Microsoft Teams and similar platforms, records and transcribes them (100+ languages), generates summaries, and answers follow-up questions about the meeting. You can also upload existing audio or video to transcribe.
Two roles under the Act:
- Fireflies is the provider of the AI system; it carries the provider-side and any GPAI obligations on the underlying models.
- Your company is the deployer (Article 26). Your duties depend entirely on what you use it for.
Classification is by use, not by tool. The same product is minimal risk for general note-taking, high-risk if repurposed to monitor staff, and a vehicle for a prohibited practice if pointed at emotion inference. The tool's name tells you nothing; the use tells you everything.
| Fireflies use | EU AI Act tier | Why |
|---|---|---|
| Transcribe and summarise meetings (general) | Minimal | Not an Annex III use case |
| Monitor / evaluate worker performance | High-risk | Annex III point 4(b) |
| Infer employees' emotions or sentiment | Prohibited | Article 5(1)(f) |
| Record people (any use) | GDPR + national consent law applies | Personal data + recording |
The Baseline: Note-Taking Is Minimal Risk
Used as intended — capturing what was said in a meeting and writing it up — Fireflies does not touch any of Annex III's eight high-risk areas. There is no Annex III use case for "take notes." So the AI Act imposes no conformity assessment (Article 43), no technical documentation (Article 11), and no EU-database registration (Article 49).
What does apply at this baseline is light: Article 4 AI literacy (in force for all AI since 2 February 2025) — staff should understand the tool transcribes imperfectly and that summaries can miss nuance or invent detail, so important points are verified against the recording. That is the whole AI-Act obligation set for ordinary note-taking. The real day-one issue is GDPR.
The GDPR Layer: Recording Needs a Lawful Basis and Consent
Before any AI Act question, recording a meeting captures personal data — voices, names, what people say — so GDPR applies from the first call. You need a lawful basis (GDPR Article 6) and a processing agreement with Fireflies.
Recording specifically is also governed by national law, which varies across member states: some require all participants' consent to record a conversation, others are more permissive. The safe, portable practice is to tell every participant before recording starts and obtain consent — a verbal notice plus the visible bot is the minimum, and external participants especially should be informed. Do not record without notice. Keep transcripts only as long as you need them, and do not feed special-category data (GDPR Article 9) into downstream processing without a specific ground. This consent-and-notice discipline is the obligation most teams actually have to operationalise.
Red Line One: Worker Monitoring Is High-Risk
Here is the watch-item that catches HR and management teams. Annex III point 4(b) classifies as high-risk AI intended to be used to monitor and evaluate the performance and behaviour of people in work relationships. If you deploy Fireflies not to take notes but to track which employees speak, score their contributions, measure talk-time, or feed an evaluation of their performance, you have moved that use into Annex III high-risk.
That flips on the full deployer stack for the system: human oversight (Article 14), the Article 26 duties (including logging and informing workers' representatives before deployment), and — because the system processes personal data to evaluate people — a Fundamental Rights Impact Assessment may be in play for public-body deployers. The high-risk application date for stand-alone Annex III systems is 2 December 2027 under the Digital Omnibus, adopted by the European Parliament (16 June 2026) and the Council (29 June 2026), entering into force on Official Journal publication expected before 2 August 2026.
The practical takeaway: keep Fireflies as a note-taker for everyone in the room, not a performance-surveillance tool aimed at individuals. The first is minimal risk; the second is a regulated high-risk system.
Red Line Two: Emotion Inference Is Prohibited
This is the hard stop. Article 5(1)(f) prohibits AI systems used to infer emotions of a natural person in the workplace (and in education), except for narrow medical or safety reasons. This is not a high-risk obligation you can document your way through — it is a banned practice, in force since 2 February 2025, and it sits in the top penalty tier: €35,000,000 or 7% of worldwide annual turnover, whichever is higher (Article 99(3)).
So if anyone proposes using Fireflies' analysis to gauge employees' mood, sentiment, engagement or emotional state from how they sound or what they say in meetings — to flag "disengaged" staff, score "enthusiasm", or read tone — that crosses into prohibited territory. Transcribing words is fine. Inferring the speaker's emotions in a work context is not. Draw the line at content, not affect.
Worked Example: A 90-Person Consultancy
Lysefjord Consulting AS, a 90-person professional-services firm, ~€16M turnover, rolls Fireflies out to capture client and internal meetings.
- Standard use — minimal risk. Consultants use it to transcribe and summarise client calls and internal stand-ups. The firm's only AI-Act duty is an Article 4 literacy note; its real work is GDPR — a participant-consent script read before every recorded call, a DPA with Fireflies, and a retention limit on transcripts.
- A manager's proposal to track talk-time and "contribution scores" per consultant for performance reviews — this would move that use into Annex III point 4(b) high-risk, triggering human oversight, Article 26 duties and worker-representative consultation. Lysefjord declines it and keeps Fireflies a note-taker.
- A proposal to flag "low-engagement" staff from meeting sentiment — this is emotion inference in the workplace, prohibited under Article 5(1)(f). It is not negotiable and the firm rules it out immediately.
Net: minimal risk, with GDPR consent as the live operational task — and two clear internal red lines that keep it there.
How Confir Helps
Register Fireflies in Confir and the rule-based engine runs the Article 5 prohibited-practice check first — so an emotion-inference use is caught and flagged as banned before anything else. It then asks whether the use is general note-taking or worker monitoring, separating the minimal-risk path from the Annex III point 4(b) high-risk path, and surfaces the GDPR consent and DPA requirements that apply either way. The same intake always produces the same finding, and the rule that fired — minimal, high-risk, or prohibited — is written in plain language so any reviewer can check the reasoning.
Frequently Asked Questions
Is Fireflies.ai high-risk under the EU AI Act?
Not for note-taking. Transcribing and summarising meetings is not an Annex III use case, so Fireflies sits at minimal risk for a deployer — no conformity assessment, no technical documentation, no registration. The classification changes only if you repurpose it to monitor and evaluate workers (Annex III point 4(b), high-risk) or to infer employees' emotions (Article 5(1)(f), prohibited). GDPR applies to recording from the first call regardless. Classify by use, not by tool.
What consent do I need to record meetings with Fireflies?
Recording captures personal data, so GDPR applies — you need a lawful basis (GDPR Article 6) and a processing agreement with Fireflies. Recording is also governed by national law, which varies: some member states require all participants' consent. The safe, portable practice is to inform every participant before recording starts and obtain consent, with external participants especially told. A verbal notice plus the visible bot is the minimum. Do not record without notice, and limit how long you keep transcripts.
Can I use Fireflies to monitor employee performance?
You can, but it changes the legal picture. AI intended to monitor and evaluate the performance or behaviour of workers is high-risk under Annex III point 4(b). Using Fireflies to score contributions, track talk-time, or feed performance evaluations moves that use into the high-risk tier — triggering human oversight (Article 14), the Article 26 deployer duties including informing workers' representatives, and the full documentation stack. Keeping Fireflies a shared note-taker rather than an individual surveillance tool keeps it at minimal risk.
Is using Fireflies to read employees' mood or sentiment allowed?
No. Inferring the emotions of a natural person in the workplace is a prohibited practice under Article 5(1)(f), banned since 2 February 2025, except for narrow medical or safety purposes. Using Fireflies' analysis to gauge staff mood, engagement, enthusiasm or emotional state from tone or word choice crosses that line. Transcribing what people say is fine; inferring how they feel is not. Breaches sit in the top penalty tier — €35 million or 7% of worldwide turnover (Article 99(3)).
Does Article 4 AI literacy apply to Fireflies users?
Yes. Article 4 has applied to all AI use since 2 February 2025. Staff using Fireflies should understand, at a level appropriate to their role, that transcription is imperfect and AI summaries can omit nuance or invent detail — so important points are verified against the recording before being acted on. For an SME this is a short briefing and a record that it happened, not a formal certification programme. It applies whether the use is minimal risk or higher.
What is the deadline I should plan against for Fireflies?
For ordinary note-taking there is no high-risk deadline — it is minimal risk, and GDPR plus Article 4 literacy apply now. The Article 5(1)(f) emotion-inference prohibition has been in force since 2 February 2025. Only if you repurpose Fireflies for worker monitoring does the high-risk Annex III date matter: 2 December 2027 under the Digital Omnibus, adopted by the European Parliament and the Council in June 2026 and entering into force on Official Journal publication expected before 2 August 2026.
What penalties apply to the two red lines?
They sit in different tiers. Misusing Fireflies for worker monitoring without meeting the high-risk deployer obligations engages the €15 million or 3% tier (Article 99(4)) — the band for most provider and deployer breaches. Using it for emotion inference in the workplace breaches the Article 5 prohibition, which carries the top tier: €35 million or 7% of total worldwide annual turnover, whichever is higher (Article 99(3)). For SMEs and start-ups, Article 99(6) applies the lower-of cap.
Related guides
- minimal-risk AI under the EU AI Act
- employee monitoring AI and Annex III
- emotion recognition in the workplace is prohibited
- Article 5 prohibited practices
- Article 4 AI literacy requirements
- GDPR and EU AI Act crosswalk
- AI system inventory management
Manage your EU AI Act compliance in one place
Confir automates risk classification, technical documentation, and audit trails for any company. No consultants. No 6-month projects. 14-day free trial.
Start free trial →