Skip to main content
SaaS Directory Info

Reference edition 2026.46

Sign in

HollerScout vs ModelRefs

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

HollerScout compared with ModelRefs
DetailHollerScout logo HollerScout ModelRefs
What it doesAI marketing agent that finds articles, websites and questions where you can mention your product The AI Reference Layer for Implementation Decisions
StageNot given Not given
FoundedNot given Not given
Based inAU US
Pricing modelFreemium Freemium
Pricing$19 per month for one product; $15 per month for each additional product. Each product includes one weekly scan, 20 drafted replies and emails per month, and email address lookup. Free trial: 7 days for $1. Free tier: 1,000 API calls per month. Starter: $19/month. Pro: $49/month. Business: $199/month. Builder: $19/month with 1,000 task executions. Scale: $49/month with 5,000 task executions.
Key features
  • Weekly searches across Google, article lists, Q&A sites, forums and social media
  • Scores opportunities by relevance from 0 to 100
  • Finds writer email addresses for direct outreach
  • Writes first draft emails for each opportunity
  • Identifies content creators and influencers in your market
  • Tracks which items you've marked as done or not useful
  • Checks ChatGPT and Google AI recommendations weekly
  • Shows pages that AI tools used for their answers
  • Evidence API with citations and governed benchmark runs
  • Knowledge Graph connecting models, providers, benchmarks and workflows
  • Rate limiting and monthly API allowances
  • MCP server for agent integration
  • Bearer token authentication
  • Reference profiles and implementation context
  • Status and methodology visibility for evidence gaps
What makes it different
  • Never posts on your behalf—you control every action
  • Every opportunity links to the real page so you can verify it
  • Finds real web pages and questions, not just general tips
  • Runs automatically once a week without any action from you
  • Every benchmark score includes methodology limitations and claim scope so evidence cannot be presented without context
  • Connected reference system organizing AI knowledge fragmented across announcements, docs and research
  • All tiers access the same evidence base; differences are only in call volume and support
  • Governance-aware methodology for compliance and risk review
  • Free read access to all tutorial, reference and comparison content
Community votes00
DR (Domain Rating by Ahrefs)5 +1 (up) since last check1 no change since last check
Trust Flow (Majestic)42
Citation Flow (Majestic)1917
Referring domains (Majestic)511

6 details filled in for both companies.

More alternatives to HollerScout More alternatives to ModelRefs

Questions?