LLM Visibility Audit for SaaS

LLM Visibility Audit: See How Often AI Recommends Your Brand

Get your visibility score, share of voice, position and sentiment across ChatGPT, Claude, Gemini and Perplexity, plus a ranked list of what to fix first.

Expert-led diagnosis, not a tool export
Measured on the answers your buyers actually see
30/60/90-day roadmap ranked by pipeline impact

Free, no commitment

1k+ Prompts Analyzed | 15 Brands Audited | 4 AI Platforms Covered

Grow Your Brand

We respect your privacy, won’t send any spam!

SaaS Brands That Trust SERP Forge

Why Isn't AI Recommending Your SaaS?

51% of B2B software buyers now start their research in an AI chatbot, and 69% chose a different vendor than planned because of it (G2 survey of 1,076 buyers, 2026). If AI skips you, so does their shortlist.

You Rank on Google, Not in AI Answers

Page one on Google doesn’t mean ChatGPT names you. Buyers ask AI, and your brand isn’t in the reply.

AI Gets Your Product Wrong

Old pricing, missing features or the wrong use case. Buyers read it as fact and move on.

You Show Up Last, If at All

When AI does name you, you sit at the bottom of the list, behind the brands it names first.

AI Tells Buyers Why Not to Pick You

AI repeats the same objections, like “too expensive” or “hard to set up,” right when buyers decide.

You’re Missing From the Sources AI Trusts

AI leans on Reddit, YouTube, LinkedIn and review sites. If you’re not there, AI has nothing to quote.

AI Can’t Read Your Best Pages

Blocked crawlers and JavaScript-heavy pages hide your content. AI can’t cite what it can’t see.

What’s Inside Your LLM Visibility Audit

Your AI search scorecard, the gaps behind it, and a plan to fix them.

Visibility Score

The share of AI answers that mention your brand across your buyer prompts.

Share of Voice

Your share of every brand mention in your category, benchmarked against up to 5 competitors.

Average Position

Where AI ranks you when it names you. Position 1 means you’re named first.

Sentiment and Accuracy

How positively AI describes you (0 to 100), the objections it raises and the facts it gets wrong.

Source and Citation Gaps

The pages AI retrieves and cites for your category, and the ones where you’re missing.

Ranked Fix Roadmap

A 30/60/90-day plan with every fix ranked by pipeline impact.

Is an LLM Visibility Audit Right for Your SaaS?

Built for B2B SaaS teams that already invest in SEO and want the same clarity in AI search.

✅ Good Fit for You
Rank on Google but rarely show up in AI answers
Hear buyers mention ChatGPT or Perplexity on sales calls
See AI describe your product, pricing or use cases wrong
Need hard numbers to justify GEO budget to leadership
Are ready to act on a ranked fix list

❌ Not a Good Fit for You
Only want a traditional SEO audit
Want a guaranteed spot in ChatGPT answers
Can’t make content or PR changes
Expect results within weeks
Have no product or market presence yet

Not Another Tool Export. A Diagnosis With a Fix Plan

A dashboard shows the score. We show why it’s low and what to fix first, with every finding traced to the AI answer and source behind it.

Compare SERP Forge LLM Visibility Audit with in-house teams and other agencies
Comparison Factor		In-House Team	Other Agencies
Buyer Prompt Research	50 to 100 prompts mapped to buyer intent and funnel stage	Depends on research capacity and internal data	Depends on audit scope
AI Platform Coverage	5 platforms: ChatGPT, AI Mode, AI Overviews, Claude and Gemini	Requires testing across each platform	Platform coverage varies
Visibility KPIs	Tracks 4 core KPIs: visibility, share of voice, position and sentiment	Requires a consistent measurement framework	Metrics vary by provider
Competitor Analysis	Benchmarks up to 5 competitors against priority prompts	Requires prompt-level competitor research	Analysis depth varies
Repeat Testing	Same prompt set tested at baseline and after fixes	Requires consistent testing and documentation	Re-testing depends on engagement scope
Source and Citation Analysis	Traces retrieved and cited URLs behind every AI answer	Requires manual source-by-source investigation	Source analysis varies
Brand Accuracy	Checks AI claims against your facts, plus the objections AI raises	Requires structured fact-checking	Analysis depth varies
Page-Level Diagnosis	Maps visibility gaps to specific URLs and missing evidence	Requires SEO and content team coordination	Recommendations may focus on broader content themes
Root-Cause Analysis	Investigates 6 areas: content, positioning, brand clarity, evidence, authority and crawl access	Requires cross-functional investigation	Diagnostic depth varies
Implementation Roadmap	Prioritized 30/60/90-day plan with success measures	Requires internal ownership and execution planning	Roadmap detail depends on engagement scope

Find out where your SaaS stands in AI search before you spend a dollar on fixes

How We Run Your LLM Visibility Audit

01

Map Your Buyer Prompts

We build 50 to 100 prompts your buyers actually ask AI, from “best tool for” questions to head-to-head comparisons.

02

Measure Your Baseline

We track every prompt across ChatGPT, Claude, Gemini, and Perplexity to measure visibility, share of voice, position, and sentiment.

03

Trace Sources and Citations

We identify the pages AI retrieves and cites for your category, as well as the sources where your brand should appear but doesn’t.

04

Audit Brand Perception

We review what AI says your brand is known for, the objections it raises, and any claims that conflict with your facts.

05

Diagnose Root Causes

We connect each visibility gap to its cause: content, evidence, brand clarity, third-party coverage, or pages AI can’t read.

06

Deliver Your Roadmap

You get a 30/60/90-day plan ranked by pipeline impact. After fixes ship, we retest the same prompts to measure progress.

Track Every Fix Against Your Baseline

We rerun your exact prompt set after fixes ship, so you see the real change in visibility, share of voice, position and sentiment. No guesses.

LLM Visibility Audit Pricing

One flat price for the audit. Or let our team ship the fixes and track the lift every month.

$1,000

/ one-time

For SaaS teams that want a clear baseline and a fix plan they can act on.

Custom Pricing

For SaaS teams that want SERP Forge to ship the fixes and prove the lift.

Get a Free AI Visibility Check Before the Call

Send us your website. Before we talk, we run a sample of your buyer prompts and show you where AI names you, skips you or gets you wrong.

On the call, we walk you through it using our LLM Visibility Forensics framework and point out the first gaps worth fixing.

No generic SEO pitch. Just your numbers and your next steps.

Suraj Shrivastava

Founder/CEO

Grow Your Brand

We respect your privacy, won’t send any spam!

12

Duration

Frequently Asked Questions (FAQs)

Can you identify exactly why AI isn’t mentioning my SaaS?

That is the core of the audit. We trace each gap to a cause: thin content, missing evidence, weak third-party coverage, unclear positioning or pages AI can’t read.

Will the audit tell me which pages or sources I need to improve?

It will. We track which URLs AI retrieves and cites for each prompt, so every fix points to a specific page on your site or a third-party source.

How do you handle AI answers that change from one search to another?

AI answers vary, so we never judge on one response. We run the same prompts repeatedly and report the averages, not one-off appearances.

What is the difference between being mentioned and being cited?

A mention is AI naming your brand. A citation is AI using your page as a source. You can have one without the other, so the audit tracks both.

Does the audit show where my competitors are winning AI recommendations?

Yes, for up to 5 competitors. Share of voice and source gap analysis show the prompts and pages where they get named and you don’t.

Can a strong Google ranking still result in poor LLM visibility?

Often. AI pulls heavily from Reddit, YouTube, LinkedIn and review sites, not only top Google results. Ranking well doesn’t mean AI quotes you.

How do you decide which AI visibility issues to fix first?

By pipeline impact. High-intent prompts and fixes that lift visibility and position come first, not the longest list of issues.

Can you guarantee that my brand will be cited or recommended by AI?

No one can, because AI platforms control their answers. With our fixes implemented, you can expect measurable gains within 6 to 12 months across visibility, share of voice, position and sentiment.

How often should an LLM visibility audit be repeated?

Treat the first audit as your baseline. Retest after major fixes, then every quarter, since AI models and the sources they trust change often.

How much does an LLM visibility audit cost?

$1,000, one time. If you want us to ship the fixes and track results monthly, the Audit + Fixes plan is custom priced.

How long does the audit take to deliver?

7 to 10 business days after we confirm scope. Multiple markets or larger competitor sets can take longer.

What do you need from us to start the audit?

Your website, product details, target buyers, priority market and up to 5 competitors. A short list of facts about your product (pricing, plans, integrations) helps us catch what AI gets wrong.

Which tools do you use to measure AI visibility?

A dedicated AI visibility platform that captures the answers real users see in ChatGPT, Claude, Gemini and Perplexity. Our team then reviews the answers, sources and claims by hand.

How is an LLM visibility audit different from a regular SEO audit?

An SEO audit checks how Google ranks your pages. An LLM visibility audit checks whether AI names, ranks and cites your brand, and why.

Your Buyers Already Asked AI About You. See What It Said.

Get your visibility score, share of voice, position and sentiment, plus the first fixes to make.