LLMin8 — See your brand’s AI visibility score and what every gap costs
ChatGPT · Perplexity · Gemini · Claude · Grok · DeepSeek

See your brand’s AI visibility score — and what every gap costs.

Track where you show up across AI platforms, see exactly which prompts you’re losing, and get a £ figure for each one.

6
AI platforms tracked per run
£/prompt
Revenue impact scored per gap
Loop
Run → fix → re-run. See what moved.

No card required · Cancel any time · Used by B2B SaaS marketing teams

Visibility run — live view
↑ +9pts this week
YourBrand.io
Run #14 · Apr 2025
ChatGPT
74%
Perplexity
61%
Gemini
48%
Claude
55%
+6 prompts won since last run — “best [category] tool for enterprise” now citing you first
Top gap: £18k est. impact. Competitor owns “recommended [category] tool for [use case]” — publish comparison page to close it
Coverage
6 AI platforms
ChatGPT, Perplexity, Gemini, Claude, Grok, DeepSeek — all tracked in one runLLMin8 platform
Prompt-level scores
every result tied to a specific buyer query — not an average, not an indexLLMin8 platform
£ per gap
each missed prompt scored by estimated revenue impact before you actLLMin8 platform
Run → fix → re-run
publish the content, re-run, confirm whether it actually moved the scoreLLMin8 platform
Measure. Diagnose. Fix.

Three layers. One platform. A closed loop your team can run every week.

01
Layer 1
Measure
Run your brand across 6 AI platforms on the exact prompts your buyers use. Get a visibility score for each engine, each prompt, each run.
  • Visibility across ChatGPT, Perplexity, Gemini, Claude, Grok, DeepSeek
  • Prompt-level scores — no averages, no smoothing
  • Competitor positions captured in the same run
  • Confidence tiers that separate signal from noise
02
Layer 2
Diagnose
See exactly which prompts moved, who took them, and why — in plain English. Not a number change. An explanation.
  • Prompts won and lost since your last run, ranked by impact
  • Plain-English driver summary for each shift
  • Real movement separated from random fluctuation
  • Competitor gain/loss context per prompt
03
Layer 3
Fix
A ranked action list — each gap, each competitor owning it, and the specific content move that closes it. With a £ revenue estimate attached.
  • Every gap ranked by estimated revenue impact
  • One specific action per gap — page, angle, claim
  • Re-run after fixes to confirm what actually moved
  • Week-on-week trend across all prompt clusters
Methodology

A scored, ranked action list — not just a visibility number

Most tools give you a percentage and leave you guessing what to do with it. LLMin8 scores every prompt gap by estimated £ revenue impact, ranks them, and tells you the specific content move that closes each one. The underlying attribution model — MDC v1 — is published and peer-reviewable on Zenodo.

MDC v1 · Published on Zenodo
Causal
Attribution method — not correlation, not proxy metrics
£-first
Every gap scored by estimated revenue impact before you act
6 LLMs
Tracked simultaneously per run — not sampled, not rotated
Loop
Run → fix → re-run. Measure whether the change actually worked

Everything your team needs to go from invisible to measurable.

Built for B2B SaaS marketing teams who need to show what AI visibility is actually worth — not just that it exists.

B2B buyer prompt sets
Prompts built around real B2B SaaS discovery, comparison, and purchase-intent journeys — not generic search queries.
Category discoveryVendor comparisonUse-case fit
Revenue-weighted gaps
Every missed prompt ranked by estimated pipeline impact. You know exactly which gap to close first and why.
£ impact scoresPriority view
Competitor prompt map
See which competitors own which prompts, by engine, by cluster. Not a league table — a gap map you can act on.
Per-engine viewCluster breakdown
Run → fix → re-run loop
Publish the content. Re-run. See if it worked. A closed measurement loop your team can use every week.
Before vs afterWeekly cadence
Driver explanations
Plain-English summary of what caused each visibility change. Not just a score delta — an actual explanation.
Change narrativeSignal vs noise
Self-serve, operator-priced
No enterprise sales process. Start tracking in minutes. Plans from £49/mo — sized for real B2B SaaS teams.
From £49/mo3-day free trial

The four prompt types that shape B2B buying decisions.

LLMin8 tracks your brand across the full buyer journey in AI — from first discovery to final shortlist.

Category discovery
Best [category] tools
Where shortlist formation begins. Visibility here is brand awareness inside AI — often the first mention a buyer encounters.
Tracked across all 6 engines
Use-case fit
What should I use for X
High-intent prompts where buyers ask AI to recommend a specific solution for their situation. Presence here drives trial starts.
Tracked across all 6 engines
Vendor comparison
[Brand] vs [competitor]
The prompts where AI shapes preference between specific alternatives. Tone, position, and accuracy all matter here.
Tracked across all 6 engines
Commercial intent
Recommended tools for [problem]
Closest to purchase. Visibility in this cluster is the one most directly connected to pipeline and closed revenue.
Tracked across all 6 engines

See where your brand shows up — and where it doesn’t. First run in under 5 minutes.

Try free for 3 days →

A visibility score means nothing without a number next to it.

LLMin8 is the only platform that tells you what each missed prompt costs — and confirms whether your fix actually worked.

Capability LLMin8 Typical GEO tool SEO tools AI trackers
Track LLM mentions
Prompt-level measurement~
Why visibility changed
Causal revenue attribution
Competitor gap map~
£ impact per gap
Run → fix → re-run loop
Published methodology (MDC v1)

Every row in the table is live in the product today. Start your free trial and run your first report in under 5 minutes.

View pricing →

Straight answers.

No fluff.

How is this different from SEO tools?
SEO tools show search rankings. LLMin8 shows whether AI mentions you at all, how often you appear across buyer prompts, where competitors are taking answers away from you, and what it’s worth to close those gaps.
How do you calculate revenue impact?
Using MDC v1 — a causal modelling framework that isolates visibility contribution from other marketing activity. Each prompt gap is scored against your pipeline data to produce a £ estimate. It’s published on Zenodo and peer-reviewable.
How quickly can I get a first run?
Under 5 minutes. Connect your brand, confirm your competitors and prompt clusters, and LLMin8 runs across all 6 AI platforms automatically. Results come back with scores, gaps, and a ranked action list.
Who is this built for?
B2B SaaS teams who need to prove the commercial value of brand visibility — founders, heads of marketing, demand gen directors, and RevOps leads who are already being asked what AI visibility is worth.

GEO, AEO, LLMO, AI visibility — they’re all the same question.

When a buyer asks AI about your category, does your brand appear, get cited, and shape the decision? That’s the question. LLMin8 answers it.

GEO / AEO / LLMO
=
Does your brand own the answer?

The label doesn’t matter. The commercial outcome does. LLMin8 measures it, explains it, and gives your team a ranked list of what to fix next.

AI visibility · B2B SaaS marketing teams

Know where you stand in AI search — and what it’s costing you.

First run takes under 5 minutes. You’ll see your score, your gaps, and a ranked list of what to fix — with £ estimates attached.

No card required · Cancel any time