What to compare in AI interview note-taking tools

What should hiring teams compare in AI interview note-taking tools?

Hiring teams should compare eight things: recording coverage (video calls, phone, in person, bot or bot-free), scorecard and ATS sync depth, whether the AI summarises or scores candidates, candidate notice and opt-out, retention and search, accuracy on accents, jargon, languages and speaker names, security and model-training terms, and the real price per interviewer. Most teams arrive at this question with a shortlist — often Metaview, BrightHire and their ATS's own notetaker — and need a fair way to run the comparison. The checklist below is designed to be used as-is in a vendor call: each row gives the check, the exact question to ask, what a good answer sounds like, and a real example.

One framing note before the detail: not every team needs dedicated interview intelligence. If your interviewers mainly need accurate, searchable transcripts and summaries — including in-person interviews and interviews in languages other than English — a general note taker like Notta satisfies most of these checks at a much lower per-seat cost, and it keeps the rating firmly with your people. The sections below walk through each check and end with the exact question to ask a vendor.

Are you buying interview intelligence, a general note taker or an AI interviewer?

There are three distinct product categories, and vendors often blur them (Greenhouse's buyer guide has a clear version of this framing). A general note taker — Fireflies, Otter, or Notta — produces transcripts and AI summaries of meetings, including interviews. Interview intelligence — Metaview, BrightHire, Ashby AI Notetaker, Greenhouse Notetaker — maps notes to scorecards and syncs them into your ATS. An AI interviewer — BrightHire Screen, Metaview Screening, HireVue — runs the interview itself and often scores candidates.

The category matters because it drives both price and legal exposure. General note takers are typically the cheapest per seat and carry the fewest regulatory questions, because they summarise rather than score. Among them, Notta stands out for hiring use cases that dedicated interview tools handle poorly: it records in-person interviews through its mobile app, transcribes phone calls, accepts uploaded recordings, works across 58 languages, and labels speakers — so teams that interview candidates outside a scheduled video call, or in more than one language, get coverage that bot-based meeting tools can't match. Interview intelligence is worth its premium when scorecard automation and deep ATS sync save your recruiters real time. AI interviewers change your compliance posture most, because they can make or shape employment decisions.

Ask the vendor: "Which of the three categories are you, and which features move me into another one?"

How deep does the ATS integration go?

ATS integrations come in three depths. A one-way post sends a transcript or summary into the ATS as an attachment or note. A two-way sync writes structured data — scorecard fields, ratings, next steps — back into the ATS record. A native notetaker is built by the ATS vendor itself, so the notes, consent flows and retention rules live inside the ATS you already administer.

Examples: Greenhouse Notetaker and Ashby AI Notetaker are native. BrightHire offers 1-click scorecard completion on all tiers and what it markets as deep ATS integrations on its Teams tier. Otter reaches Greenhouse through Zapier, and Fireflies' Greenhouse link has been reported as beta — both are one-way at best. General note takers sit at the simple end: Notta doesn't fill scorecards, but it gives you clean, speaker-labelled transcripts and summaries you can attach to any candidate record, which is often all interviewers need. If scorecard auto-fill is the reason you're paying for interview intelligence, make the vendor prove it live.

Ask the vendor: "Show me a scorecard filled in my ATS sandbox."

Does the AI summarise interviews or score candidates?

Prefer a tool that summarises and leaves the rating to people. This is the single item on the checklist that changes your legal duties. Under New York City's Local Law 144, an automated employment decision tool that substantially assists in employment decisions needs a bias audit within a year of use, a published summary of the audit, and candidate notices. Under the EU AI Act, recruitment is an Annex III high-risk use case, with obligations applying from 2 December 2027. The UK's ICO has also warned employers not to let AI outputs make recruitment decisions they were not designed for.

A tool that only transcribes and summarises — as Notta does — generally keeps the employment decision with your interviewers, which is why many hiring teams deliberately choose a summariser over a scorer. Vendors that score, like BrightHire's separate Screen product or HireVue, list third-party bias audits, and New York State's comptroller found enforcement of LL144 to be weak — 17 potential non-compliance cases — which cuts both ways: don't assume a vendor's compliance claims have been tested. This page is not legal advice; confirm your own position with counsel.

Ask the vendor: "Does your AI rate candidates at any point, and if so, where is your bias audit?"

How are candidates told, and can they opt out or have recordings deleted?

Candidate-facing controls are where interview tools differ most from general meeting tools, because the candidate hasn't chosen the software. Look for three things: notice before the interview starts, a working opt-out path, and deletion on request.

Examples of good answers: Greenhouse captures consent at self-scheduling and allows withdrawal. Ashby deletes recordings when a candidate is anonymised. Illinois' artificial intelligence video interview law requires deletion within 30 days of a candidate's request where AI analyses the video interview. For in-person and phone interviews recorded on a general note taker, the notice is on you: Notta's mobile app records visibly on your phone, so the candidate can see and be told about the recording, and the resulting file can be deleted from your workspace like any other recording. State recording-consent rules vary, so check ours before you standardise a flow.

Ask the vendor: "Walk me through your candidate notice text and your opt-out flow, end to end."

How long are recordings kept, and can you search them later?

Retention defaults matter more than retention options, because defaults are what actually happens. Greenhouse Notetaker caps recordings at up to 60 days. Ashby's retention rules are off by default, with a one-year default period when switched on. Ask for the default, the shortest configurable period, and who can change it.

Searchability is the other half: interview notes are only useful later if you can find them. Dedicated interview tools index transcripts against candidates in the ATS. General note takers like Notta keep recordings in a searchable workspace, so a hiring manager can pull up what a candidate actually said in a previous round — or an auditor can — without asking the original interviewer. If your team needs to search across many interviews, see our picks for tools that let recruiters search interview notes.

Ask the vendor: "What is your default retention period, and who in my company can change it?"

How accurate is it on accents, jargon, other languages and speaker names?

Accuracy claims are easy to publish and hard to compare, so test them on your own recordings. BrightHire lists 30+ supported languages, but reviewers cited by SocialTalent and Greenhouse report weaker results on technical terms and non-English interviews for both Metaview and BrightHire. Jargon is the classic failure mode in hiring: job titles, product names and framework vocabulary are exactly what generic models mishear.

Language coverage is where general transcription tools often outperform interview-specific ones. Notta transcribes in 58 languages, switches between languages within a single interview, and labels speakers — which matters when you need to attribute a quote to the candidate rather than the interviewer. For multilingual hiring, run the same sample recording through each shortlisted tool and compare the transcripts side by side; speaker identification is worth checking too.

Ask the vendor: "Can I run a trial on five of our own recordings, including one non-English interview?"

What will it cost per interviewer, not per recruiter?

The pricing trap in this category is seat counting. Interview intelligence platforms are often priced and demoed around recruiters, but it's the interviewers — hiring managers, panel members, engineers doing technical screens — who sit in the interviews. Count every person who needs a seat before comparing quotes.

Published numbers, checked 29 October 2026: Metaview's Notetaker is free for 25 calls per month and $60 per user per month on Pro. BrightHire, Employ and Screenloop quote only, so use Vendr estimates as estimates, not prices. General note takers are dramatically cheaper per seat: Fireflies Pro is $10 per user per month and Otter Business $19.99 (annual), while Notta offers a free plan and paid seats from $13.99 per user per month (annual billing) — with 58-language transcription, in-person recording and file upload included. For a 20-person interview panel, the difference between $60 and $14 per seat is real money every month.

The honest trade-off: if scorecard automation saves each recruiter hours per week, interview intelligence pays for itself. If your interviewers just need accurate transcripts and summaries they can attach to a candidate record, Notta delivers that for a fraction of the per-seat cost — and you can trial it free before committing.

Ask the vendor: "What does a seat cost for every interviewer who will ever run an interview, including panel members?"