DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. SmartWinnr: AI roleplay and coaching platform for regulated industries where reps rehearse customer conversations with AI avatars. The right pick comes down to team size, budget, and the workflows you want to automate.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist DoReveal when transcribing and analyzing in-depth interviews and focus groups for ux or market research matters most, and SmartWinnr when accelerating onboarding and certification for sales teams in regulated sectors matters most. Trial each on a few real meetings before you commit — the better fit usually shows fast.
An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights.
AI roleplay and coaching platform for regulated industries where reps rehearse customer conversations with AI avatars.
DoReveal is a web-based AI platform built for qualitative researchers who need to turn interviews, focus groups, and meeting recordings into structured insights. Users upload audio and video files, paste or import transcripts, or connect Zoom recording links; the platform also offers a bot for live meeting recordings, with live capture via Zoom, Teams, and Google Meet described as coming soon. It transcribes the audio, automatically identifies speakers and distinguishes moderators from participants, and accepts input in over 100 languages with analysis output in around 10 languages. Analysis features include structured research grids, thematic pattern discovery, automated codebook generation, persona and journey-map building, a quote finder with audio/video clip creation, report generation, and an AI chat for interrogating data using frameworks such as Jobs-to-Be-Done and Emotional Laddering. It targets freelance researchers, research agencies, in-house teams, and academics across sectors like pharmaceuticals, technology, and consulting. The company states user data is never used to train models, offers automatic PHI/PII redaction, and encrypts data at rest and in transit.
Best suited for
SmartWinnr is a practice-first AI roleplay and coaching platform aimed at sales teams in regulated industries such as pharmaceuticals, medical devices, and other life sciences fields. Reps rehearse real customer conversations through voice-based, two-way simulations with AI avatars that listen, ask follow-up questions, raise objections, and react to delivery, helping build compliant messaging into habit. After each session, the platform provides automated, multi-dimensional scoring and real-time AI coaching that highlights conversation quality, which the company says reduces manager workload by handling much of the evaluation. Buyer personas can be customized to mirror ideal customer profiles across industries, and the company states that new lifelike simulations can be created or updated quickly from customizable templates. Managers and enablement leaders get analytics dashboards that show rep scores, practice frequency, and skill gaps so they can target coaching efficiently, while gamification features such as points, badges, and leaderboards encourage ongoing practice. SmartWinnr is accessible on desktop and mobile and is designed for sales leaders, training managers, and enablement professionals who need scalable, audit-conscious practice for customer-facing teams. Pricing varies by plan. Check the official website for current pricing.
Best suited for
DoReveal is a free tier with paid upgrades (freemium); SmartWinnr is a free tier with paid upgrades (freemium). Always confirm current pricing on each vendor's site before buying.
| Feature | DoReveal | SmartWinnr |
|---|---|---|
| Core capability | Transcription with automatic speaker identification, distinguishing moderators from participants | Two-way voice-based AI roleplay with avatars that ask follow-ups and raise objections |
| Standout feature | Support for audio/video uploads, pasted or imported transcripts, and Zoom recording links | Automated multi-dimensional scoring of rep practice sessions |
| Team usage | AI chat to interrogate data, compare cohorts, and trace evidence to source quotes | Real-time AI coaching highlighting conversation quality |
| Integrations | Automated codebook generation, thematic analysis, and structured research grids | Customizable buyer personas mirroring ideal customer profiles |
| Languages & capture | Quote finder with audio/video clip creation and automated report generation | Manager analytics dashboards showing scores, practice frequency, and skill gaps |
| Best-fit workflow | Input support for 100+ languages with analysis output in multiple languages | Gamification with points, badges, and leaderboards |
DoReveal
Choose DoReveal if you need transcribing and analyzing in-depth interviews and focus groups for ux or market research — strengths include purpose-built for qualitative research workflows such as interviews and focus groups, beyond simple meeting notes.
SmartWinnr
Choose SmartWinnr if you need pharma and medtech reps rehearsing compliant messaging for hcp conversations — strengths include purpose-built for regulated industries like pharma and medical devices.
DoReveal
SmartWinnr
It depends on your workflow. DoReveal is strong for transcribing and analyzing in-depth interviews and focus groups for ux or market research, while SmartWinnr is strong for pharma and medtech reps rehearsing compliant messaging for hcp conversations. Both transcribe and summarize meetings.
DoReveal is a free tier with paid upgrades and SmartWinnr is a free tier with paid upgrades. Check each vendor's pricing page for the latest plans and free-tier limits.
Yes. Many teams run more than one meeting assistant when the workflows are complementary.
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