MoltMentions
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About

About MoltMentions:
why we're building it.AI visibility for every brand, at rock-bottom prices.

MoltMentions is an AI visibility API from ThriveStack.ai. We built it so any brand or agency can find out why AI search isn't citing them, ask Claude, ChatGPT or any other LLM, and pay rock-bottom prices with no strings attached.

Gururaj Pandurangi
Gururaj PandurangiFounder, ThriveStack LinkedIn

“It's time for the AI search industry to molt. Every brand deserves to know why AI isn't citing them, at rock-bottom prices, with no strings attached.”

  • AI search is exploding. Buyers now ask ChatGPT, Gemini and Perplexity before they ever visit a website. Every brand and every agency has to cope with that, starting now.
  • Teams want answers, not another dashboard. People are leaving rigid SaaS screens behind. They ask Claude or ChatGPT a question and get informed in seconds, so the data has to live where they already work.
  • AI visibility has been priced out of reach. Profound, Peec, Searchable and 300 others put the same basic question behind tiered plans. Knowing what AI says about your brand shouldn't need a subscription, worse yet an enterprise contract.
  • It's time to shed the old leaves. That's the molt in MoltMentions. We want every brand to find out why it isn't visible, at rock-bottom prices, with no strings attached.

— Gururaj Pandurangi, founder

Why now

Google AI Mode and ChatGPT are the new search. But brand tracking tools are very expensive, and most are still stuck on rankings.

Buyers ask AI before they reach your site, but most tools that track brand mentions in AI still measure rank, behind tiered plans and a dashboard you didn’t ask for. MoltMentions gives every tool builder and brand marketing team the raw answers, sources and citations, on pay-as-you-go credits, with no strings attached.

+1,013%
Year-on-year growth in US Google searches for Google AI Mode. People are switching to AI answers.
02M4M6M823K6.12MOct ’25JanAprJulSep ’26
Monthly US Google searches for “ai mode”, Oct ’25 to Sep ’26. Search demand stands in for usage, which Google doesn’t publish by month.
+400%
Year-on-year growth in US searches for "ai visibility tool" (1,600 a month). Teams are shopping for this now.
$99 Credits
Not a $99-a-month starter tier. Pay-as-you-go credits: pay for the answers you pull, with no subscription, no tiers and no enterprise contract.

Source: Google keyword data via DataForSEO Labs, United States, pulled Nov 7, 2026. Why we’re building it.

Inspired by

The people whose work shaped how we think about AI visibility.

Adam Robinson
In memory

Adam Robinson

Founder of RB2B and Retention.com. He showed me you can bootstrap, keep it simple and build something people find useful.

LinkedIn

And the technical SEOs and AI search experts who teach the rest of us, in public, every week. Their work on crawling, quality, answer engine optimization and AI visibility tracking runs through everything we build.

Technical SEO

  • Mike King

    Mike King

    Founder of iPullRank. Treats search as relevance engineering, down to how machines retrieve and rank passages.

    LinkedIn
  • Patrick Stox

    Patrick Stox

    Made crawling, indexing and canonicalization understandable, backed by studies of millions of sites.

    LinkedIn
  • Ross Hudgens

    Ross Hudgens

    Founder of Siege Media. Shows how content and links compound into durable organic growth.

    LinkedIn
  • Aleyda Solís

    Aleyda Solís

    Founder of Orainti. Crawling Mondays and SEOFOMO keep the whole industry current.

    LinkedIn
  • Lily Ray

    Lily Ray

    The clearest voice on E-E-A-T, quality, and what algorithm updates actually reward.

    LinkedIn
  • Glenn Gabe

    Glenn Gabe

    G-Squared Interactive. The go-to analyst of Google's core updates and their winners and losers.

    LinkedIn
  • Marie Haynes

    Marie Haynes

    Turned Google's quality guidelines into practical playbooks, and now applies them to AI search.

    LinkedIn
  • Cyrus Shepard

    Cyrus Shepard

    Founder of Zyppy. Careful ranking studies that cut through SEO myth.

    LinkedIn

AI search: AEO and GEO

  • Ethan Smith

    Ethan Smith

    CEO of Graphite. A leading voice on answer engine optimization and on measuring what AI answers say.

    LinkedIn
  • Rand Fishkin

    Rand Fishkin

    Co-founder of SparkToro. Research on zero-click search and AI answers that shows where buyers really find information.

    LinkedIn
  • Dan Petrovic

    Dan Petrovic

    DEJAN. Probes how LLMs perceive brands, with research tools like AI Rank.

    LinkedIn
  • Britney Muller

    Britney Muller

    Teaches marketers how LLMs actually work, and how to put AI to work in practice.

    LinkedIn
  • Chris Long

    Chris Long

    Co-founder of Nectiv. Practical AEO and AI search tactics, shared in public almost every day.

    LinkedIn
  • Crystal Carter

    Crystal Carter

    Explains how LLMs and AI search find, read and describe brands, in plain language.

    LinkedIn
  • Mordy Oberstein

    Mordy Oberstein

    Makes the case that in AI search, brand is the strategy: answers favour brands people already know.

    LinkedIn

Listed in no particular order. Inspiration, not endorsement: none of these people is affiliated with MoltMentions.

FAQ

About MoltMentions, in short.

Why is it called MoltMentions?

To molt is to shed old skin. MoltMentions sheds rigid dashboards and tiered pricing so any brand can track its mentions in AI search, using Claude, ChatGPT or any other LLM.

Who builds MoltMentions?

MoltMentions is built by ThriveStack, founded by Gururaj Pandurangi. The hosted Monitor plan runs on MoltMentions.

How much does MoltMentions cost?

You can start with $5 of pay-as-you-go credits and no monthly fee, or use the Monitor plan from $6.03 a month for 25 prompts. Launch pricing is proposed and may change.

Are the SEO experts on this page affiliated with MoltMentions?

No. They are people whose public work taught and inspired the team. None of them is affiliated with, or endorses, MoltMentions.

Get started

Find out why AI isn't citing you, from $5.

Pay as you go, no monthly fee. Ask from Claude, ChatGPT or any LLM. More studies in ThriveStack research.