CleverX: CleverX is an AI-first B2B research platform that runs AI-moderated and human-moderated interviews, surveys, and usability tests with auto-transcription and analysis. IceCubes: Bot-free Chrome and Edge extension that reads a meeting platform's own captions to transcribe and summarize Meet, Zoom, and Teams calls. 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 CleverX when running ai-moderated user interviews at scale with automatic transcription matters most, and IceCubes when sales reps who want call summaries automatically tied to crm records matters most. Try them side by side on real calls before deciding — needs vary by team.
CleverX is an AI-first B2B research platform that runs AI-moderated and human-moderated interviews, surveys, and usability tests with auto-transcription and analysis.
Bot-free Chrome and Edge extension that reads a meeting platform's own captions to transcribe and summarize Meet, Zoom, and Teams calls.
CleverX is an AI-native research platform that helps product teams, designers, and UX researchers go from question to insight by designing studies, recruiting participants, and analyzing results in one place. It supports multiple methods including AI-moderated interviews, human-moderated 1:1 interviews, moderated and unmoderated usability tests, and surveys. AI moderators with configurable voice, tone, and probing style conduct natural conversations that follow up and probe deeper at scale, with auto-transcription covering every session and AI highlight reels generating chapter-based clips. Human-moderated interviews are run as live video sessions through Google Meet, Zoom, or Teams, with smart scheduling, real-time transcription, and observer rooms. The platform recruits from a pool described as over 8 million verified participants across industries and languages, and surfaces themes, quotes, and reports that export to PDF, DOCX, or CSV. Fraud protection, behavior monitoring, and end-to-end encryption support data reliability. It is aimed at companies needing fast, qualitative and quantitative customer and B2B research.
Best suited for
IceCubes is an AI meeting assistant distributed as a browser extension for Chrome and Edge that captures meetings without sending a bot participant into the call. Instead of joining as a separate attendee, the extension reads the transcript directly from the conferencing platform's built-in closed-captioning service and maps speaker names from the meeting interface, then layers AI processing on top. It works with the web clients of Google Meet, Zoom, and Microsoft Teams, and supports additional platforms through web tab sharing. After a meeting, IceCubes produces AI summaries, extracts action items, and surfaces conversation insights, with custom 'Smart Tags' for pulling out specific information the user cares about. For revenue teams it adds sales-oriented features such as matching meetings to contacts, deals, and accounts in Salesforce and HubSpot, plus coaching and qualification frameworks. Because it relies on native captions rather than a visible recorder, it is positioned as avoiding the disruption and IT-policy friction of bot-based notetakers. The product is actively maintained, offers a free transcription tier without a credit card, and is operating in 2025-2026. Pricing varies by plan. Check the official website for current pricing.
Best suited for
CleverX is a free tier with paid upgrades (freemium); IceCubes is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | CleverX | IceCubes |
|---|---|---|
| Core capability | AI-moderated interviews with configurable voice, tone, and adaptive probing follow-ups | Chrome and Edge browser extensions |
| Standout feature | Auto-transcription and real-time transcription of interview sessions | Bot-free capture by reading the platform's own closed captions |
| Team usage | AI highlight reels that generate chapter-based clips from each interview | Speaker identification mapped from the meeting UI |
| Integrations | Human-moderated live 1:1 video interviews via Google Meet, Zoom, or Teams | AI summaries, action items, and custom Smart Tags |
| Languages & capture | Participant recruitment from a large pool of verified professionals | Supports Google Meet, Zoom, and Microsoft Teams web clients |
| Best-fit workflow | Automated analysis surfacing themes and quotes, exportable as PDF, DOCX, or CSV | CRM matching to contacts, deals, and accounts in Salesforce and HubSpot |
CleverX
Choose CleverX if you need running ai-moderated user interviews at scale with automatic transcription — strengths include combines recruitment, interviewing, transcription, and analysis in a single platform.
IceCubes
Choose IceCubes if you need teams that need notes without a bot joining due to it or compliance constraints — strengths include no visible recording bot, reducing meeting disruption and policy friction.
CleverX
IceCubes
It depends on your workflow. CleverX is strong for running ai-moderated user interviews at scale with automatic transcription, while IceCubes is strong for teams that need notes without a bot joining due to it or compliance constraints. Both transcribe and summarize meetings.
CleverX is a free tier with paid upgrades and IceCubes is a free tier with paid upgrades. Check each vendor's pricing page for the latest plans and free-tier limits.
Often yes: teams combine tools when one handles capture and another handles analysis.
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