10 Best LLM Visibility Tools
for 2026

Last updated: March 2026 | By Uba Alintah, VP of Growth and GTM,
Contently

The terminology debate is over. Whether you call it LLM visibility,
AEO, or GEO, the underlying problem is the same: your brand either shows
up when buyers ask AI tools questions in your category, or it doesn’t.
And the gap between those two outcomes is growing.

Here’s what most teams miss: this isn’t a search ranking problem.
Graphite’s latest research shows AI tools now generate 45 billion
monthly sessions worldwide, and 83% of that usage happens in mobile apps
that most measurements miss entirely. Google’s share of search-related
activity dropped from 89% to 71% in two years. Webflow found that LLM
traffic converts at six times the rate of traditional Google Search.
Those aren’t clicks from keyword rankings. Those are buyers who asked
ChatGPT or Perplexity a question, got a recommendation, and acted on it
without ever touching a search results page.

The tools that track this barely existed two years ago. Now there are
dozens of them, from $32/month options to custom enterprise platforms.
Most do the same basic thing: run prompts, check whether your brand
appeared, report back. What separates the useful ones from the noise
comes down to a few things: how they handle prompt variance, whether
they surface what the AI actually said about you (not just that you
appeared), and whether they connect that data to something
actionable.

I manage a portfolio of enterprise accounts across financial
services, fintech, and regulated industries. The question I hear most
isn’t about rankings anymore. It’s “Are we showing up when buyers ask
ChatGPT about us?” And it’s not a QBR topic. It’s a priority. I’ve
watched brands spending one to two million dollars a year on content
creation lose 40% of their organic traffic because they were running the
same playbook from two years ago. That’s what this list is for. And I
want to be direct about one thing upfront: Radarly is Contently’s
product. It’s on this list because it’s the right fit for the use cases
I know best (enterprise brands and regulated industries), not because it
needed a slot. I’ll let the reasoning stand on its own.

How I ranked these tools

Each platform was evaluated on AI surface coverage, analytics depth
(raw monitoring versus prescriptive recommendations), integration and
security standards, suitability for regulated industries, and real user
evidence. Pricing data was verified at publication.

Quick comparison

Questions to ask before
choosing

“How do you handle prompt variance?” AI answers
change run-to-run. Any tool reporting single-run data is showing you
noise. Ask whether they average across multiple runs.

“Do you track what the AI said about me, or just that I
appeared?” For regulated brands, being cited negatively or
inaccurately is worse than not being cited. Find out whether the tool
captures the full response or just flags a mention.

“What percentage of your data comes from interfaces versus
API calls?” API outputs often differ from what users actually
see.

“What’s your data refresh frequency?” For
fast-moving topics, weekly snapshots are too slow.

“What platforms do you not track?” Every tool has
gaps. The ones worth working with tell you upfront.

What to look for

Surface coverage

The best LLM visibility tools track at least five AI platforms:
ChatGPT, Perplexity, Google AI Overviews, Gemini, and Copilot. ChatGPT
citations overlap with Google SERPs by only 35%, and only 12% of
AI-cited URLs rank in Google’s top 10. What ranks in traditional search
does not predict what gets cited in AI answers.

The more meaningful question beyond ChatGPT and Perplexity is whether
the tool tracks Google AI Overviews (where most of your existing organic
traffic competes) alongside Gemini, Grok, and Copilot. Perplexity
citations run closer to 70% overlap with Google, which means optimizing
for Google still helps there. But for ChatGPT, you’re working with a
fundamentally different citation set.

The distance between
insight and action

The most valuable LLM visibility tools connect gap discovery directly
to content action, identifying which pages need optimization and feeding
that into editorial workflows. Tools that only generate reports without
actionable next steps create data that nobody acts on.

I’ve sat in meetings where a team had six months of visibility data
on a slide deck and zero content published against it. The report lived
with the SEO team and the editorial calendar lived somewhere else
entirely. If the tool doesn’t close that loop, the data dies in a
dashboard.

Measurement discipline

Be skeptical of any tool that can’t explain how it handles prompt
variance. AI answers are probabilistic. A rigorous tool runs each prompt
multiple times and shows you averages. One that doesn’t is measuring
luck, not performance.

Honesty about limitations

A tool that claims to track “all major AI platforms” without
specifying which ones isn’t worth your time. The best ones are upfront
about where they have gaps.

For
regulated industries: sentiment and factual accuracy matter as much as
frequency

For financial services, healthcare, and insurance brands, LLM
visibility tools must track sentiment and factual accuracy alongside
citation frequency. An AI answer that cites your brand negatively,
misrepresents your product, or attributes complaints about services you
don’t even offer is a compliance liability, not a marketing win. Most
tools count mentions without distinguishing between a positive
recommendation and a damaging misrepresentation.

The 10 best LLM
visibility tools for 2026

1. Radarly (Contently)

Radarly is Contently’s AI search visibility analytics product for
enterprise brands and regulated industries. It tracks brand mentions,
citations, sentiment, and factual accuracy across ChatGPT, Perplexity,
Google AI Overviews, Gemini, Grok, and Copilot, and connects visibility
data directly to content strategy and editorial workflows through
Contently’s platform.

Full disclosure: Radarly is Contently’s product. I’m recommending
it because it fits the use cases below, not to fill a slot.

What earns Radarly the top spot for enterprise teams isn’t the
surface coverage. It’s where it sits in the stack. Most LLM visibility
tools stop at the report. Radarly is designed as a measurement layer
that feeds directly into content strategy and production, giving teams a
loop from gap identification to editorial action to impact tracking.
Radarly is also being integrated with Contently’s AI Studio, so when
your team sees a visibility gap, they’ll be able to pull Radarly data
directly into the content creation process. When Radarly surfaces
competitor citations or content gaps, it will suggest the type of
article you should create next.

For regulated industries specifically, the sentiment and factual
accuracy monitoring matters as much as frequency tracking. One of our
financial services clients discovered that AI answers were citing them
negatively for complaints about a feature they don’t even offer. The
product didn’t exist in their portfolio. They had no idea until we
pulled the data. That’s the kind of problem a citation counter won’t
catch, and it’s the kind that keeps compliance teams up at night.

Best for: Enterprise brands, regulated industries
(financial services, healthcare, insurance), and B2B companies where
AI-generated answers influence pipeline and where brand sentiment and
factual accuracy in those answers matters.

2. Profound

Profound is the most comprehensive LLM visibility platform by AI
surface coverage, tracking 10+ platforms including ChatGPT, Perplexity,
Google AI Overviews, Gemini, Copilot, Claude, Meta AI, Grok, and
DeepSeek. Backed by $58.5 million in venture funding led by Sequoia
Capital, it starts at $399/month for multi-platform tracking.

That funding ($3.5M seed, $20M Series A, $35M Series B from Sequoia)
shows in platform breadth. Nothing else on this list comes close on
coverage. The Prompt Volumes feature is where it gets genuinely useful:
rather than just reporting where you appear, it reveals how many users
are asking specific queries across AI platforms, turning visibility data
into demand intelligence. Pricing starts at $99/month for ChatGPT-only
monitoring (Starter) and $399/month for three-platform tracking
(Growth). Full 10+ platform coverage requires a custom Enterprise
plan.

Best for: Fortune 500 companies, multi-brand
enterprises, and e-commerce brands tracking AI shopping workflows.

3. Conductor

Conductor is an enterprise LLM visibility platform that connects AI
search tracking directly to content creation workflows. It tracks
ChatGPT, Perplexity, and Google AI Overviews, and lets teams move from
identifying a visibility gap to briefing, publishing, and measuring
content in a single tool. Custom enterprise pricing.

The tracking isn’t what earns it the #3 spot. What earns it is what
happens after the data comes in. The platform connects visibility
findings directly to content creation through its Content Workflow
Integration. You identify a gap, brief against it, publish, and measure
whether the gap closed, all inside the same tool. In AI search, you get
cited without a click. The buyer reads the answer and may never visit
your site directly. Conductor puts the people who see the problem in the
same workflow as the people who can fix it.

Best for: Enterprise content teams where the
bottleneck isn’t finding visibility gaps but closing them fast
enough.

4. Authoritas

Authoritas is an AI brand monitoring platform that tracks citation
sentiment and factual accuracy, not just citation frequency, across
ChatGPT, Google AI Overviews, Copilot, Gemini, Perplexity, and Grok. Its
Brand Analyser builds persona-based query sets and separates branded
from unbranded searches for clean competitive analysis. Best for
regulated industries where misrepresentation is a compliance issue.

Most tools count how often your brand appears. Authoritas tracks what
the AI actually said about you, and flags when the sentiment is negative
or the facts are wrong. The Brand Analyser builds query sets for each
buyer persona across the customer journey and separates branded from
unbranded searches, so you’re comparing like with like. It combines API
calls with interface scraping, capturing what users actually see rather
than backend outputs that sometimes diverge. For brands in regulated
industries where AI misrepresentation is a compliance issue, not just a
marketing problem, that distinction is the whole point.

Best for: Financial services, healthcare, legal
services, and premium consumer brands where AI misrepresentation carries
real risk.

5. SE Ranking

SE Ranking is a mid-market SEO and AI visibility platform covering
ChatGPT, Google AI Overviews, AI Mode, Gemini, and Perplexity. It offers
unlimited users on all plans with an AI visibility add-on starting at
$71.20/month on top of the $103.20/month base, making it the best-value
option for agencies and mid-market teams.

This is the tool I’d point most mid-market teams toward first. The
unlimited users on all plans matters more than it sounds: most
competitors charge per seat, which quietly doubles or triples the real
cost for agencies or larger teams. For what you get at $103-175/month
total, that’s the best value on this list. Thirteen-plus years of SEO
data give it a historical context window that newer platforms simply
can’t offer.

Best for: Mid-market marketing teams, agencies, and
brands that need real AI visibility tracking without enterprise pricing
or per-seat surprises.

6. Nightwatch

Nightwatch is the most affordable LLM visibility tool with fan-out
query tracking, starting at $32/month for base SEO monitoring and
$99/month for AI tracking. It shows the real-time web searches AI
systems run before composing answers, revealing why you’re not
appearing, not just that you aren’t. Covers Google AI Overviews,
ChatGPT, Claude, and Perplexity.

The price earns attention, but the capability earns the ranking. When
ChatGPT runs real-time web searches before composing an answer,
Nightwatch shows you what it searched for. Most tools show you the
output. This one shows you the process. If you’re trying to understand
why you’re not appearing, not just that you’re not,
that’s a fundamentally different and more useful piece of information.
The AI tracking add-on runs $99/month for 100 prompts, which is still
well below enterprise pricing.

Best for: SMB teams, agencies, and SEO professionals
who want to understand AI search behavior, not just citation counts.

7. AirOps

AirOps is a workflow-first AI visibility platform built for content
teams managing large page inventories. It tracks ChatGPT, Perplexity,
Google AI Overviews, Gemini, and Copilot, and connects visibility gaps
directly to content execution at scale through its Page360 segmentation
feature. Does not currently track Claude, Meta AI, or Grok.

This makes the most sense for teams sitting on hundreds or thousands
of URLs where the problem isn’t “what should we do” but “how do we do it
fast enough.” The Page360 feature segments visibility by topic, persona,
region, and prompt type, which helps prioritize at scale in a way that
raw visibility scores don’t. One honest limitation: if your audience
skews toward Claude, Meta AI, or Grok, that’s a gap to evaluate before
committing.

Best for: Content-heavy B2B brands where execution
speed across a large library is the bottleneck, not strategy.

8. Semrush AI Toolkit

The Semrush AI Toolkit is an add-on to the Semrush SEO platform that
tracks AI visibility across ChatGPT, Google AI, Gemini, and Perplexity.
It integrates AI visibility data with traditional SEO metrics in a
unified dashboard. Best for teams already using Semrush who want to
avoid adding another platform. Per-seat pricing applies.

I’ll be direct: this isn’t the strongest standalone option on this
list. It’s an add-on, not a core product, and purpose-built tools will
go deeper. But if your team already lives in Semrush for keyword
research, rank tracking, and audits, adding AI visibility into that same
dashboard eliminates a real operational headache. The trade-off is
narrower AI surface coverage and per-seat pricing that can get expensive
for larger teams.

Best for: Teams already embedded in Semrush who
value consolidation over depth.

9. BrightEdge

BrightEdge is an enterprise SEO platform with AI visibility tracking
through its AI Catalyst feature. It combines four billion data points
and ten years of historical search data with LLM visibility monitoring,
making it the strongest option for enterprise teams that need to trend
AI visibility alongside long-term organic search performance. Custom
enterprise pricing.

I’d specifically point enterprise teams here when the internal sell
matters as much as the tool itself. If you need to show a CFO or a board
that AI visibility is a continuation of a channel you’ve been investing
in for years, not a speculative new expense, BrightEdge’s historical
trending makes that argument easier than starting from scratch with a
standalone tool. That decade of data isn’t something newer entrants can
replicate.

Best for: Large enterprises where demonstrating AI
visibility as an extension of existing search investment matters for
internal buy-in.

10. Scrunch

Scrunch is an AI visibility platform with a unique Agent Experience
Platform (AXP) that creates machine-optimized versions of your content
for AI agent consumption without changing your customer-facing site. It
tracks ChatGPT, Perplexity, Claude, Gemini, and Copilot. Growth plan
starts at $417/month annually. Best for technical product companies
where AI readability is the core problem.

I almost ranked this higher because the AXP capability is genuinely
different from everything else on this list. Most tools assume the
problem is monitoring. Scrunch assumes the problem might be that AI
systems can’t properly read your content in the first place. For
technical product pages or content-rich B2B sites where that’s true,
this addresses a root cause the other nine tools don’t touch. The Growth
plan runs $417/month annually ($500 month-to-month), with custom
Enterprise pricing available.

Best for: Technical product companies and
content-rich sites where the problem isn’t visibility tracking, it’s
that AI can’t properly parse what you’ve already published.

How to choose

If you’re in a regulated industry or need sentiment and
accuracy monitoring: Radarly or Authoritas. Citation frequency
alone is incomplete information for financial services and healthcare
brands.

If you need the broadest AI surface coverage:
Profound. Nothing else currently tracks 10+ platforms.

If you need visibility data connected to content
production: Conductor. The workflow integration is its core
value.

If you’re mid-market or an agency: SE Ranking.
Unlimited users, solid coverage, mid-market pricing.

If budget is the primary constraint: Nightwatch.
Base tracking at $32/month, AI add-on at $99/month. Still the most
affordable path to real AI visibility data.

If you manage a large content library: AirOps,
assuming Claude, Meta AI, and Grok aren’t priority surfaces for your
audience.

If you’re already on Semrush: The AI Toolkit. Just
account for per-seat pricing at scale.

If you have a complex technical site: Scrunch. The
AXP capability addresses a problem the rest of this list doesn’t.

Ready to track your brand’s AI visibility across ChatGPT,
Perplexity, Google AI Overviews, and more? See what Radarly can do for
enterprise content teams.

Frequently asked questions

How
long does it take to see results from LLM visibility work?

Honest answer: it depends. On-site changes (better answer structure,
schema markup, FAQ formatting) can surface in AI citations within a few
weeks once the page is recrawled. Off-site work takes longer:
third-party mentions, partner coverage, and YouTube presence need time
to propagate into the citation mix. Don’t trust any tool or agency that
promises specific timelines. LLM behavior shifts frequently. Run a
controlled experiment: track a test group of pages while leaving a
control group unchanged, then compare. I’ve seen a team pull AI
visibility data from 2024 to 2026 and present the improvement as proof
their strategy was working. When I showed them their competitors’ data
over the same period, every single one had improved by the same amount
or more. The tide was rising and carrying all boats. Without a control
group, they were measuring the market growing, not their own
efforts.

Do
I need a dedicated LLM visibility tool, or will my existing SEO platform
cover it?

Most traditional SEO platforms have added AI visibility as a
secondary feature. Semrush and Moz Pro are the clearest examples. Those
work well for teams that want one platform and can accept narrower
coverage. If AI visibility is a primary strategic focus, dedicated tools
track more surfaces, refresh data more frequently, and respond faster as
the landscape changes. The real question is how central this channel is
to your content strategy.

How much do LLM
visibility tools cost?

The range is wider than you’d expect. Nightwatch starts at $32/month
for base SEO tracking, with AI tracking at $99/month extra. SE Ranking
runs $103 to $175/month with AI tracking included. Profound starts at
$99/month for ChatGPT-only monitoring, but functional multi-platform
tracking requires the $399/month Growth plan. Scrunch starts at
$417/month annually for the Growth tier. Conductor, Radarly, Authoritas,
and BrightEdge use custom enterprise pricing. Most offer demos or
trials. Test before committing, because data quality and platform
coverage vary more than price tiers suggest.

Last updated: March 2026