Aurelius: Research repository and insights platform for tagging interview data, surfacing themes, and keeping qualitative insights discoverable over time. 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. Here's where each one pulls ahead on pricing, features, and the meetings it suits best.
How Hosiqo compares and tests toolsFinal recommendation
Shortlist Aurelius when organizing and tagging interview transcripts and notes matters most, and Prodigal when automating qa scorecards and compliance monitoring across 100% of agent-customer interactions matters most. Test each on your own meetings; the right choice tends to become obvious quickly.
Research repository and insights platform for tagging interview data, surfacing themes, and keeping qualitative insights discoverable over time.
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.
Aurelius is a research repository and insights platform designed for UX researchers, designers, and product teams to manage qualitative research data end to end. It sits between a note-taking tool and a full research repository: teams bring in raw data such as interview notes and transcripts, organize and tag it, and the tool surfaces patterns and helps create reusable insights over time. Core capabilities include centralized storage for research data, note organization, data tagging, theme and pattern identification, and report generation, so findings can be referenced long after a study concludes. Aurelius is built with larger research organizations in mind, supporting consistent taxonomy across projects and keeping insights discoverable as repositories grow, while also enabling multi-team collaboration and research history and archival features. Researchers describe it as a low-effort way to tag and create insights they can reference in later product discussions. The platform positions itself as an alternative to fragmented approaches that rely on spreadsheets, Confluence, or Airtable for storing research. By centralizing qualitative data and making it searchable and well-organized, Aurelius aims to ensure that interview insights remain accessible and actionable across an organization. Pricing varies by plan. Check the official website for current pricing.
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
Aurelius 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 | Aurelius | Prodigal |
|---|---|---|
| Core capability | Centralized repository for interview notes and transcripts | ProNotes AI call transcription and summarization that auto-generates standardized notes after each call |
| Standout feature | Data tagging and note organization | Real-time and overnight batch processing modes for note generation |
| Team usage | Theme and pattern identification across research | ProInsight conversation intelligence across calls, texts, emails, and chats |
| Integrations | Insight creation and report generation | Automated QA scorecards and compliance-exception flagging across 100% of interactions |
| Languages & capture | Consistent taxonomy across projects for large repositories | Automatic redaction of sensitive/PII information in notes and records |
| Best-fit workflow | Multi-team collaboration with research history and archival | English and Spanish language support with CRM/system-of-record write-back |
Aurelius
Choose Aurelius if you need organizing and tagging interview transcripts and notes — strengths include keeps interview insights discoverable and reusable over time.
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.
Aurelius
Prodigal
It depends on your workflow. Aurelius is strong for organizing and tagging interview transcripts and notes, while Prodigal is strong for automatically documenting and summarizing collections and loan-servicing calls to cut after-call work. Both transcribe and summarize meetings.
Aurelius 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.
You can — some teams pair them when each covers a different part of the meeting workflow.
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