Aspect: AI interview assistant that records, transcribes, and summarizes recruiting interviews, then autofills ATS scorecards. MacParakeet: Free, open-source local voice app for Apple Silicon Macs offering on-device meeting recording, live transcripts, dictation, and file transcription powered by NVIDIA Parakeet. We compare them on cost, capture approach, and day-to-day fit so you can choose faster.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist Aspect when capturing and summarizing candidate interviews automatically matters most, and MacParakeet when system-wide dictation across applications for privacy-conscious users matters most. Try them side by side on real calls before deciding — needs vary by team.
AI interview assistant that records, transcribes, and summarizes recruiting interviews, then autofills ATS scorecards.
Free, open-source local voice app for Apple Silicon Macs offering on-device meeting recording, live transcripts, dictation, and file transcription powered by NVIDIA Parakeet.
Aspect is an AI interview assistant built for recruiters and hiring teams that joins interviews on Zoom, Google Meet, and Microsoft Teams to record, transcribe, highlight, and summarize candidate conversations. Instead of taking manual notes, interviewers can stay focused on the conversation while Aspect captures everything said and generates structured AI interview notes and summaries afterward. A central feature is its scorecard autofill, which uses the captured interview data to populate candidate evaluation forms with a single click and syncs notes and summaries back into the applicant tracking system. Aspect integrates with common ATS platforms such as Greenhouse, Lever, and Teamtailor so interview records flow directly into existing hiring workflows. The platform also provides interview analytics and AI coaching feedback intended to help interview teams improve consistency and reduce subjective bias over time. By standardizing how interviews are documented and evaluated, Aspect aims to make hiring decisions faster and more data-driven. It offers a free tier for a limited number of interviews alongside paid plans for teams. Pricing varies by plan. Check the official website for current pricing.
Best suited for
MacParakeet is a free, open-source voice application for Apple Silicon Macs that runs speech recognition entirely on-device using NVIDIA's Parakeet TDT model via FluidAudio CoreML. Beyond system-wide dictation and file or URL transcription, it includes a meeting recording mode with live transcript preview, in-app note-taking, and export, plus meeting calendar integration through macOS EventKit that can show reminders and optionally auto-start recording. Because all speech recognition runs locally, the project states that audio remains on the device, with no cloud speech-to-text, no required accounts, and opt-out telemetry. It supports around 25 European languages with automatic detection and includes a text cleanup pipeline for filler removal, custom word replacements, and snippet expansion. Optional AI features such as summaries, chat, and text formatting can be enabled through cloud or local providers when the user chooses. Built with Swift and SwiftUI and distributed under the GPL-3.0 license, MacParakeet is actively maintained on GitHub and can be installed via a notarized DMG, a Homebrew cask, or built from source. It is positioned as a privacy-respecting, bot-free option for capturing meetings directly from the Mac. Pricing varies by plan. Check the official website for current pricing.
Best suited for
Aspect is a free tier with paid upgrades (freemium); MacParakeet is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | Aspect | MacParakeet |
|---|---|---|
| Core capability | Records, transcribes, highlights, and summarizes interviews across Zoom, Google Meet, and Microsoft Teams | On-device meeting recording with live transcript preview and note-taking |
| Standout feature | AI-generated interview notes and candidate summaries | Meeting calendar integration via macOS EventKit with optional auto-start |
| Team usage | One-click scorecard autofill from captured interview data | System-wide dictation with hotkey and push-to-talk modes |
| Integrations | ATS integrations including Greenhouse, Lever, and Teamtailor | File and URL transcription on the device |
| Languages & capture | Interview analytics and team performance visibility | Local NVIDIA Parakeet TDT speech recognition with no cloud STT |
| Best-fit workflow | AI coaching feedback for interviewers | Text cleanup pipeline including filler removal and custom replacements |
Aspect
Choose Aspect if you need capturing and summarizing candidate interviews automatically — strengths include reduces manual note-taking so interviewers can focus on candidates.
MacParakeet
Choose MacParakeet if you need capturing and transcribing meetings locally on a mac without a bot — strengths include free and open source with on-device speech recognition.
Aspect
MacParakeet
It depends on your workflow. Aspect is strong for capturing and summarizing candidate interviews automatically, while MacParakeet is strong for capturing and transcribing meetings locally on a mac without a bot. Both transcribe and summarize meetings.
Aspect is a free tier with paid upgrades and MacParakeet is a free tier with paid upgrades. Check each vendor's pricing page for the latest plans and free-tier limits.
You can — some teams pair them when each covers a different part of the meeting workflow.
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