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  • Editorial QA
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17,045 products · 82,562 snapshots
Visiby

Visiby

Notable signal

Track and grow your visibility across AI search

Launched 2mo ago
Signal
61
Velocity
5

What this means

Decaying
Vote pace down to 4% of launch speed.
+38%Launching in a 38% WoW growing category.
SEO had 55 launches this week vs 40 last.
50%Strong buyer-intent signal in the discussion.
50% of commenters sound like potential buyers — mostly founders.
Users are asking for improvement advice + refresh frequency clarification.
Feature requests surfaced from the comment thread.
Recurring concerns: report generation issues, sign-in problems.
Pain points raised more than once by different people.

Prediction

Top-5 finish probability
15%
today
Projected end-of-day votes
142range 107–192
Trajectory
decaying
Vote pace down to 4% of launch speed.

About

Visiby helps brands measure, understand, and improve their visibility across AI search platforms like ChatGPT, Perplexity, Gemini, and Google AI Overviews. Track brand mentions, recommendations, and citations, discover where competitors are winning, and identify opportunities to improve your presence in AI-generated answers.

AI Summary

Visiby enables brands to measure and enhance their visibility on AI search platforms by tracking mentions, recommendations, and citations. It provides insights into competitor performance and identifies opportunities for improving presence in AI-generated responses.

Attention & discussion velocity

Performance

Velocity5
Vote pace vs average
Momentum5
Sustained over 6h
Virality10
Spread × engagement
Engagement21
Discussion per unit of attention

Signal sources

3 of 6 active
  • Launch tracking9 readings since we picked it up
  • AI analysisMarketing
  • Comment intelligencethread analysed
  • Outside discussionwe looked, found nothing
  • Revenue signalsno match on this domain
  • Editorial scoringbelow the signal threshold for this pass

A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.

Founders

Prachi Dumyan
Prachi Dumyan
@prachi_dumyan
rep 25
Ash Bagda
@ash_bagda · hunter

Topics

MarketingSEOArtificial Intelligence

Comment Intelligence· 6 comments analysed

Sentiment

Positive66%
Neutral17%
Negative17%
Buyer intent
50%
of commenters sound like potential buyers
Audience
founders
Sentiment over 60 days
Positive
Negative
Buyer intent
+25%
Overall vibe

Overall, commenters are optimistic about Visiby but seek clarity on features and performance.

Top themes
  • visibility tracking
  • AI search
  • competitor analysis
Feature requests
  • improvement advice
  • refresh frequency clarification
  • engine coverage details
Complaints
  • report generation issues
  • sign-in problems
  • comparison with competitors

Top comments

[REDACTED]
↑ 5

AI search is changing how people discover brands. We built Visiby because traditional SEO tools don't show you what AI assistants are saying about your brand. Visiby helps teams see where they appear across AI search, understand which competitors are being recommended, and find opportunities to improve their visibility and citations. We'd love to hear how you're measuring your brand's presence in AI search today

[REDACTED]
↑ 3

wow Ash! It looks impressive. Tracking growth is something every founder deals with and I'm sure you're here bringing a huge visibility on the table. Congrats mate!

[REDACTED]
↑ 1

this looks good but how different is it from trakkr, thats the one i use today

[REDACTED]
↑ 0

Great app and a good addition to marketing. Does the report also offer advice on how to improve your ranking?.

Sentiment computed via openrouter