Mentionloom
AI Recommendation Intelligence Early access

See where AI recommends
competitors instead of you.

AI recommendation intelligence for B2B SaaS teams. Find the buyer questions you lose, inspect the answers and citations, and prioritize what to improve.

The Mentionloom Overview for Lumen Payroll, with example data: recommendation share 35.8%, up 6.2 points; lost to competitors 48.1%, up 6 points; your site cited in 26.5% of answers. A chart of recommendation share rising from 14.2% in May to 35.8% in October across seven baselines, and the next move: win back the question on mid-year payroll migration, where Ribbon HR is recommended in 6 of 9 answers and Lumen Payroll in 1, starting on capterra.es.
ChatGPT Claude Perplexity Gemini Google AI Grok
A CLEARER START

From your website
to your next opportunity.

Three inputs. One useful loop.

01

Start with your company.

Enter your website. Mentionloom maps the product, category, use cases and competitors.

  • Start with your website, market and language.
  • Review your product, use cases and audience.
  • Confirm the competitors buyers compare you with.
EXAMPLE MENTION RATE

See who appears
in the answers.

Measure where Lumen Payroll appears across your monitored buyer questions
and which competitors show up instead.

Lumen PayrollAug 11–Sep 9, 2026
Illustrative data
Example mention rate
48.1%+2.2 pp

Illustrative mentions—not Recommendation Share.

Lumen Payroll visibilityPrevious 30 days

Who appears in this example?

Mentions in answers

Know your position.
A baseline you can actually track.

Find the missing answers.
Buyer intent, with the context.

Make the next move.
Specific work, grounded in evidence.

MEASURE → DIAGNOSE → IMPROVE → RE-MEASURE

From a lost answer
to your next move.

Inspect who appears, follow the sources,
and turn the evidence into a content decision.

Your pagesCitations
CITED CONTENT

See the sources behind the recommendation.

Trace cited pages across answers. Compare the evidence behind competing brands with what your own content explains.

AI referrals2,839
Converted leads151
AI REFERRALS

Follow the click. Understand the outcome.

Keep answer visibility and website traffic in the same view, with a clear line between them.

Comparison gap ~2 hours

Give buyers a better
mid-year migration guide.

“Which payroll software is easiest to migrate to mid-year?”

CONTENT OPPORTUNITIES

A useful answer to “what should we do next?”

Start with the gap, see the evidence, and leave with a practical brief. Less reporting. More progress.

“Which payroll should we use?”
Ribbon HRPaylaneDeskly People
Your place in the conversation
COMPETITIVE CONTEXT

The shortlist is changing. Make room for your brand.

See the alternatives mentioned alongside you. Find questions where the answer has room for a better source.

Every recommendation
starts with a question.

Explore the questions buyers ask around the world,
the answers they receive, and the evidence behind them.

Claude
Gemini
GOOD QUESTIONS

A little more
clarity.

What’s real, what’s planned,
and how it all fits together.

What does Mentionloom measure?

The product is designed around three separate signals: recommendations and citations in a defined set of sampled AI answers, identifiable AI referrals to your website, and crawler requests in connected server logs. Each signal answers a different question; a bot visit alone does not mean your brand was recommended.

Can you see what people ask ChatGPT?

We cannot read people’s private conversations. You choose the buyer questions to monitor. Mentionloom is being built to run those questions through supported answer sources and compare the results over time. They are monitored prompts, not a feed of actual users’ searches.

Is this real customer data?

Lumen Payroll and its competitors are fictional. Provider logos do not imply a partnership. Early-access availability and collection coverage will be confirmed with your invitation.

Do I need to install a script?

The planned answer-monitoring workflow starts with your website and chosen questions. Website referral and conversion reporting needs a connected analytics source or tracking integration. Crawler reporting requires server or CDN logs. None of these can reveal every AI recommendation or unattributed visit.

Will this replace SEO or guarantee recommendations?

It complements your SEO work. The goal is to show which questions and sources deserve attention, so you can improve useful, accurate content. AI answers vary by engine, time, and context. No tool can guarantee that a model will recommend your company.

What happens after I join?

You’ll get an email when early access is available. Joining is free, with no payment details or commitment. To remove your signup, email help@mentionloom.com.

Answer evidence
EARLY ACCESS

Get Mentionloom
early.

See where AI recommends your brand—and what to improve.

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