Comparison · Updated Oct 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 an editorial diagnosis of where you're losing citations and why.
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), prioritized editorial gap analysis (which specific prompts, which competitor pages, which patterns those pages share), and a re-run on the same prompt set to measure the citation-rate delta after your changes.
| Capability | Viclaro | Otterly.AI |
|---|---|---|
| Coverage of ChatGPT, Claude, Gemini, Perplexity | All four assistants | ChatGPT, Perplexity, Google AI |
| Public rankings leaderboard | Yes — Viclaro Atlas | No |
| Editorial gap analysis | Prioritized page-level opportunities per losing prompt | Recommendations, not diagnosed |
| Before/after re-run | Same prompt set, delta measured, no causal claim | Time-series monitoring |
| Methodology transparency | Full protocol + versioned prompt sets published | Sampling approach disclosed |
| Confidence intervals | 95% Wilson CI on every share | Point estimates |
| Free tier | Free single-prompt scan + full Atlas access | Free 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 diagnose why you rank where you rank, not just watch a chart. Every Viclaro audit surfaces the specific losing prompts, the competitor pages cited, and the editorial patterns those pages share — then re-runs the same prompt set after your changes to measure movement.
- 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 →