DoReveal: An AI-powered qualitative research platform that transcribes and analyzes interviews, focus groups, and meeting recordings to surface themes and insights. Prodigal: Prodigal is an AI conversation intelligence platform for debt collections and loan servicing that transcribes, summarizes, and auto-scores agent-customer calls for QA and compliance. 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 DoReveal when transcribing and analyzing in-depth interviews and focus groups for ux or market research matters most, and Prodigal when automating qa scorecards and compliance monitoring across 100% of agent-customer interactions 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.
Prodigal is an AI conversation intelligence platform for debt collections and loan servicing that transcribes, summarizes, and auto-scores agent-customer calls for QA and compliance.
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
Prodigal is an AI platform purpose-built for consumer finance, debt collections, and loan servicing, used by collection agencies, lenders, credit unions, and healthcare revenue-cycle teams. Its core transcription and intelligence capabilities come through two products. ProNotes runs AI transcription and summarization in the background when a call ends, generating a standardized, redacted note with an at-a-glance summary and actionable insights; it works in real time for individual calls or as overnight batch processing, supports English and Spanish, and writes notes back to CRM and system-of-record applications. ProInsight applies conversation intelligence across calls, texts, emails, and chats, analyzing every interaction (not just samples) to flag compliance exceptions, automate QA scorecards using configurable evaluation parameters, and surface business and performance insights. The platform stores audio and text records centrally for auditing and offers customizable reporting. What distinguishes Prodigal is its vertical focus: rather than a general meeting recorder, it is tuned to the regulatory and operational language of collections and loan-servicing conversations, with built-in PII redaction and compliance monitoring.
Best suited for
DoReveal is a free tier with paid upgrades (freemium); Prodigal is custom pricing (contact sales). Always confirm current pricing on each vendor's site before buying.
| Feature | DoReveal | Prodigal |
|---|---|---|
| Core capability | Transcription with automatic speaker identification, distinguishing moderators from participants | ProNotes AI call transcription and summarization that auto-generates standardized notes after each call |
| Standout feature | Support for audio/video uploads, pasted or imported transcripts, and Zoom recording links | Real-time and overnight batch processing modes for note generation |
| Team usage | AI chat to interrogate data, compare cohorts, and trace evidence to source quotes | ProInsight conversation intelligence across calls, texts, emails, and chats |
| Integrations | Automated codebook generation, thematic analysis, and structured research grids | Automated QA scorecards and compliance-exception flagging across 100% of interactions |
| Languages & capture | Quote finder with audio/video clip creation and automated report generation | Automatic redaction of sensitive/PII information in notes and records |
| Best-fit workflow | Input support for 100+ languages with analysis output in multiple languages | English and Spanish language support with CRM/system-of-record write-back |
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.
Prodigal
Choose Prodigal if you need automatically documenting and summarizing collections and loan-servicing calls to cut after-call work — strengths include purpose-built for collections and loan-servicing conversations rather than generic meetings, with compliance and pii redaction baked in.
DoReveal
Prodigal
It depends on your workflow. DoReveal is strong for transcribing and analyzing in-depth interviews and focus groups for ux or market research, while Prodigal is strong for automatically documenting and summarizing collections and loan-servicing calls to cut after-call work. Both transcribe and summarize meetings.
DoReveal is a free tier with paid upgrades and Prodigal is custom pricing. Check each vendor's pricing page for the latest plans and free-tier limits.
Sure. Running both makes sense when their strengths don't overlap and the budget allows.
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