Equibles vs PanelRoster

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Equibles compared with PanelRoster
Detail	Equibles	PanelRoster
What it does	Stock research on primary sources with an AI analyst that cites every figure	Operations management platform for market research organizations
Stage	Not given	MVP
Founded	Not given	Not given
Based in	Not given	Not given
Pricing model	Freemium	Freemium
Pricing	Free: 100 API requests/day, ALVIS access, SEC filings and earnings intelligence. Plus: $9.99/month with 100 ALVIS credits weekly, 10,000 API requests/day, delayed stock prices and indicative option quotes. Pro: $19.99 first month, then $49.99/month with 1000 ALVIS credits weekly, real-time stock and	Starter $99/month, Professional $249/month, Business $499/month, Enterprise custom pricing. All plans billed monthly with no long-term commitment. PanelRoster is in early access and requires joining the waitlist.
Key features	SEC filings full-text and semantic search Earnings-call transcripts with speaker attribution and audio 13F institutional holdings tracked over time ALVIS AI analyst with source citations MCP server and REST API integration AI stock screener with plain English queries Supply chain tracking including private companies Pro Trackers: turn websites into verified datasets International listings for European, Chinese and Hong Kong stocks Index rebalancing forecasts and probabilities	Live progress tracking per quota cell Quality control with complete review history for every respondent Recontact database for managing respondent history Log respondents from any device Verified professional profile building for interviewers Advanced workflows and approvals Comprehensive reporting and dashboards Operational analytics and insights
What makes it different	Every extracted figure cites its source filing Primary-source data parsed from original filings, never third-party estimates Open-source foundation with publicly available code Data available through CSV exports for Excel and Google Sheets	Unified platform for agencies, suppliers, and interviewers to coordinate Real-time visibility across all project and quota cells without chasing updates Free tools including Resolve for operational issue tracking and auditing
Community votes	0	0
DR (Domain Rating by Ahrefs)	29 +1 (up) since last check	Not checked yet no change since last check
Trust Flow (Majestic)	8	3
Citation Flow (Majestic)	33	16
Referring domains (Majestic)	165	2

5 details filled in for both companies.

More alternatives to Equibles More alternatives to PanelRoster