Comparison · Updated Jul 2026

Viclaro vs Otterly.AI

Both tools measure how AI assistants surface your brand. The difference is what you get back — a private monitoring dashboard, or a public ranking plus the paragraph to publish.

The short version

Otterly.AI is a brand-mention tracking dashboard for AI assistants. You configure your brand, your competitors, and your prompts; the tool samples ChatGPT, Perplexity, and Google's AI surfaces and reports mention frequency over time. Solid for reporting.

Viclaro ships three things Otterly doesn't: public rankings (the Atlas — free-to-read leaderboards of who each assistant recommends in a category), paragraph-level fix copy (the exact answer block and FAQPage JSON-LD to publish), and a re-run on the same prompt set to prove the citation-rate delta after your change.

Capability Viclaro Otterly.AI
Coverage of ChatGPT, Claude, Gemini, PerplexityAll four assistantsChatGPT, Perplexity, Google AI
Public rankings leaderboardYes — Viclaro AtlasNo
Paragraph-level fix copyYes — H2 + answer block + FAQPage JSON-LDRecommendations, not paste-ready copy
Before/after re-run proofBuilt into every auditTime-series monitoring
Methodology transparencyFull protocol + versioned prompt sets publishedSampling approach disclosed
Confidence intervals95% Wilson CI on every sharePoint estimates
Free tierFree single-prompt scan + full Atlas accessFree trial

When Otterly.AI is the right pick

If your goal is a monitoring dashboard — you already have a comms team, you want a chart to show the board every month, and you don't need help publishing content changes — Otterly is a reasonable choice.

Same story if you're a marketing agency reporting on client brand health across many brands at once. Otterly's dashboard is built for that shape of use.

When Viclaro is the right pick

  • You want to move the rank, not watch the rank. Every Viclaro audit ships the paragraph to publish and re-runs the same prompt set after the change.
  • You want public ranking credibility. The Atlas is a citable, versioned, third-party ranking your team can point to.
  • You care about methodology defensibility. Every result carries a Wilson CI and a versioned prompt-set identifier. If your firm's marketing gets challenged on "how do you know?", the receipts are already there.
  • You need all four AI assistants, not the ChatGPT + Perplexity subset.

See it live

Start with the public Atlas.

Free to read. Every ranking is methodology-versioned and confidence-scored.

Open the Atlas →