Google AI OverviewsAI Visibility
Monitor visibility score, sentiment and share of voice across every major model.
- Share of voice 24%
- Cited, not named 36%
- Average position #3.2
- Models measured 7
AI search optimizationControl your product’s AI search visibility
Control your product’s AI search visibility
on ChatGPT
Measure how AI models describe and recommend your products, score them against the standard for your category, and publish the records that change the answer.
Visibility score35.7%-8.9%
Visibility rank#1of 99
1You12.8%
211.2%
39.7%
46.6%
55.1%
64.6%
The engines your buyers ask
Measured on the platforms that decide what gets recommended in your category.
ChatGPT
Perplexity
Google AI Overviews
Gemini
Claude
Copilot
Meta AI
DeepSeekGrokChatGPTPerplexityGoogle AI OverviewsGeminiClaudeCopilotMeta AIDeepSeekGrok
PerplexityGoogle AI OverviewsGeminiClaudeCopilotMeta AIDeepSeekGrokChatGPTPerplexityGoogle AI OverviewsGeminiClaudeCopilotMeta AIDeepSeekGrok What your buyer sees
Your buyer already has a shortlist
Eight brands named. Is yours one of them?
One category question, no brand named, and the model returns a finished list with the sources behind it. Every brand on it was chosen before your site was ever opened.
Those places are earned from public sources, not bought
Which is exactly why the list can be changed, and we measure it moving
SEARCHED THE WEB
The ones worth buying, split by what “naturally sweetened” usually means.
Sweetened with dates, maple, honey or coconut sugar
Emmy’s Organics — maple syrup and agave, vegan and gluten-free.
Base Culture — honey and dates on an almond flour base.
Simple Mills — coconut sugar, widely stocked in regular grocery.
Purely Elizabeth — grain-free, coconut sugar, easy to find.
Sweetened with monk fruit or allulose
Catalina Crunch — sandwich cookies, monk fruit and erythritol.
Munk Pack — allulose forward, soft baked.
Lakanto — monk fruit throughout the line.
HighKey — mini cookies, good portion control.
Sources: 11 Healthiest Cookies, Store-Bought Cookie Guide, Best Cookie Brands According to Dietitians
The dashboard
Everything the models said, on one screen
Visibility, share of voice, the competitive field, the sources behind every citation and the tone of each topic. One subject, one console, every figure carrying the denominator it was measured on.
Measure
See how every model describes your products
Visibility, share of voice, sentiment and position, measured on the unbranded questions your buyers actually ask.
Ranked against the rival brands the engines actually named, not a list you supplied
See where a model reads your pages without naming you, and take the credit back
You against the field, engine by engine
unbranded questions| Brand | Gemini | AI Overviews | OpenAI | Perplexity | Claude | ChatGPT |
|---|---|---|---|---|---|---|
| Fernwood Bakehouseyou | 42.9% | 25% | 25% | 17.9% | 17.9% | 0% |
| Fiber One | 31% | 38% | 22% | 29% | 14% | 41% |
| KIND | 27% | 33% | 19% | 24% | 11% | 36% |
| JoyFoodSunshine | 18% | 12% | 9% | 21% | 6% | 15% |
| The Only Bean | 11% | 8% | 6% | 14% | 4% | 9% |
Read across a row for one brand, down a column for one engine. Fernwood leads on Gemini and is absent on ChatGPT.
Fix
Turn what the answers get wrong into work that ships
Findings arrive as a worklist, sorted by who can act: what LBOX writes, what needs your approval, what needs your engineers.
Scored against your category rulebook, not a generic checklist
Nothing publishes without your sign off
The worklist
24 problems, by who can act7 LBOX can do5 needs your decision12 needs server access
avg #3.5
1Fernwood Bakehouse
2Fiber One
3KIND
4JoyFoodSunshine
5The Only Bean
6NuGo
#1 top of answer#6Seven need nothing from you at all. Ranked position is shown against the brands the engines actually named.
Traffic
Follow the answer through to the visit
Where AI referrals land, which models sent them, and which pages earn the citation that carried them.
Sources broken out per model, per page
Owned versus earned citations, so you know what to build and what to earn
Visibility over time
every measured runVisibility score35.7%-8.9%
Every run is stored, so the line lengthens each cycle and the movement you paid for is on the record.
Crawlers
Know when the models come to read you
Crawler activity captured at the edge, so you can see which models come to read you and how often they return.
Every model, every page, logged over time
Robots and content signals kept current as the specs move
Crawler activity
hits by model, last 30 daysGPTBot412
PerplexityBot268
Google-Extended194
ClaudeBot131
Bytespider58
See exactly which models fetched which pages, so you know where attention is already landing.
Commerce
Carry the recommendation through to checkout
An agent walks your live purchase path the way a buyer agent would, and reports the exact step where it stops.
Run on your live site, the way a buyer agent would
Names the exact step that costs you the sale
Visibility by buying stage
where you show up in the journeyPresence falls away as buying intent rises. The purchase-stage questions are the ones that convert, and the ones you lose.
Platform
Everything your products need to win in AI search
Track, analyse and change how the models describe and recommend your products, scored against the standard for your category.
Prompt Tracking
Track the questions real buyers ask in your category and see when models name you.
Which low sugar snack brands are worth buying?
For lower sugar options, Fernwood Bakehouse and Fiber One come up most often.
254 CATEGORY PROMPT SETS
Industry Standard
Category regulatory, publishing and marketing requirements, scored against your products.
- Regulatory 18/18
- Publishing 9/12
- Marketing 14/14
- Schema 5/8
- Claims 11/12
Citation Analysis
Which sources and which formats drive the citations you win and the ones you lose.
42%
CITED
58%
MISSING
Spec and nutrition pages 38%
Verified reviews 26%
Recipe and use case 11%
Content Engine
Produces the formats models cite in your category, from spec pages to film and verified reviews.
ArticlesSpec pagesAudioVideoInterviewsPressReviews
Retail and Agent Shopping
Whether an AI agent can find, understand and buy your product, tested on the live path.
Found product100%
Specs readable92%
Price and stock88%
Variant selection21%
Checkout complete0%
AGENT ABANDONED AT VARIANT STEP
Before you choose
Six questions to ask any AI visibility vendor
Take these to us and to anyone else you are considering. The answers separate a tracker from a system that changes the answer.
01
When it finds a gap, can it write the piece that closes it — or hand you a to-do list?Detection is half the job. Production is the half that moves the answer.
02
Can it write a product page without inventing a fact, and show you every claim still to be confirmed?The claims you can stand behind are the ones that earn the citation.
03
Who approves what gets published — a person you can name, or the software itself?Someone has to be accountable for what goes onto your own domain.
04
Does it score a regulated brand differently from a t-shirt, and hold back where it should?A generic template treats every category as the same category.
05
When it says you lost an answer, does it point to a cause you can fix — or just a number?A score without a cause is a number, not a brief.
06
Does it re-measure the same questions after you act, so you can see what moved?Before and after on the same set is what turns work into proof.
ONE MORE, IF YOU WANT TO PRESS HARDERCan an agent complete a purchase once a model has recommended you? A recommendation that cannot be acted on is not revenue.
Content
Content made by an award winning studio
The citation data sets the brief. A full creative and production team makes the work: spec pages, film, audio, interviews, independent testing, press and captured reviews.
36 approved formatsin 8 families, each with its own template, fill contract and approval gate
Informational10
article, buying guide, checklist, FAQ, glossary, how-to, spec sheet, ultimate guide
Comparative4
comparison, alternatives page, listicle, versus matrix
Proof4
case study, customer proof, certifications, test results
Earned4
press release, media pitch, contributed article, creator brief
Transactional4
where to buy, pricing transparency, product release, page enhancement
Social4
video script, social post, newsletter section, video description
Technical2
schema and meta set, markdown variant
Corrective4
misconception correction, review response, claim clarification, myth versus fact
Every format, against the variable it solvescontent type on the left, AI search variable on the right
No single format covers them all. An FAQ, a comparison, an interview, a video and an independent test each produce different variables and overlap to cover the whole.
The studio desk
Every piece is a document you can open
The analysis proposes the work. Each proposal becomes a document, drafted from your own facts, reviewed by you, then published to your page.
Opportunities46
The analysis finds what is missingPlan6
Pieces grouped and prioritizedCreate7
AI drafts in the right formatReview7
A human approves, alwaysNEXTResults0
Publish, then prove it workedYOUR NEXT STEP7 drafts waiting for your approval
Review and approve Low sugar wafels, nutrition and storage
Ingredient origin and sourcing
Fernwood versus the low sugar shelf
Inside the bakehouse, origin film
CREATE
What people ask about sugar alcohols CREATE
Independent lab test and report CREATE
Best low sugar snacks for lunchboxes CREATE
Bakehouse opens second production line Publish
The finished page AI can cite and buyers can shop
Other platforms hand you a list of recommendations. LBOX publishes the finished, shoppable asset.
Product imagery, price and structured specifications
Answered buyer questions and real-time technical advice
Third-party ratings and reviews
Request Quote, Make an Offer and Buy Now
lbox.com/CatalogItemSample data
Catalog › Nexora VoltSync M2
Find any product ➤
updated
Nexora VoltSync M2
SKU: NXV-VSM2-24
Professional grade picture hanging kit rated to 40 lbs per hook on drywall, with hardened pins and a no-stud install designed for galleries, mirrors, and heavy frames.
$24.00 Estimated retail by LBOX
Request Quote Make an Offer
Buy NowHelp Find ItSend MessageSave
Backed by LBOX transaction protection and dispute mediation
Technical Advice
I can help you understand the VoltSync M2 by Nexora. Ask me about specifications, load ratings, wall compatibility, installation, or anything else about this product.
Ask a product or technical question…
Technical Specifications
Load and Materials
Load rating40 lbs per hook
MaterialHardened carbon steel
FinishZinc plated
Pin gauge1.6 mm hardened
Installation
Wall typesDrywall, plaster, paneling
Studs requiredNo
Tools requiredHammer only
Install timeAbout 2 minutes
Package
Hooks per pack24 with pins
WarrantyLifetime replacement
Compliance
Load testedIndependent lab verified
MaterialsRoHS compliant
40lbs load rating
24hooks per pack
2min install
4.8avg rating
Features
- 40 lb rated hooks with hardened steel pins
- No-stud drywall install, hammer only
- Lifetime replacement warranty
- Gallery wall spacing template included
- Zinc finish resists corrosion
Key Technical Advantages
- Holds heavy mirrors without wall anchors
- Independent lab verified load ratings
- Removes cleanly with minimal wall damage
- Works across drywall, plaster, and paneling
- Full spec data published for AI retrieval
Ratings and Reviews
4.8
of 5
From Google Shopping · 126 reviews
Every block on this page is structured for AI retrieval: specs, advice, offers, protection, reviews.
Sell
Turn interest into a verified quote, offer or order
The page AI cites is the page that takes the order, with the buyer identified and the payment held until delivery.
Buyer identity verified before money moves
Requested prices land as RFQs and you answer with a quote
Payment protected until delivery
Order tracked end to end on the same page AI cites
lbox.com/OrderSample data
Order › Nexora VoltSync M2
Order
ProductNexora VoltSync M2
Quantity50 packs
BuyerWhitfield Gallery
Identity Verified
Requested price (RFQ)
Buyer requested
Unit price$22.00
Quantity50 packs
Total$1,100.00
Seller response
Seller quoted
Unit price$21.50
Delivery5 business days
Total$1,075.00
Payment protection
Card authorized $1,075.00
Funds heldIn escrow
ReleasedOn delivery confirmation
Fraud screening Passed
Order status
Quote accepted — payment authorized — in fulfillment
Next: seller ships, buyer confirms, funds release automatically.
Account management
Messages3 in thread
Disputes0
RecordsOrder + invoice stored
Buyer identity verified, RFQ and seller quote on one thread, funds protected until delivery, order tracked end to end.
Buyer profile
Measured for a buyer, not an average
Every product is scored for the person who actually buys it: who they are, how often they buy, what they will spend, and who else is in the room when they decide.
AGE RANGE25 to 45
0255075100+
PURCHASE FREQUENCYWeekly
M
T
W
T
F
S
S
Weekly cadence
BUDGET TIERMid-range
$$$$$$$$$$$$$$$
Mid-range tier
GEOGRAPHYUnited States
DECISION UNITFour people decide, one of them buys
Primary shopper
Partner
Children
Dietitian
4 roles touch this decision, the filled figure decides
The profile sets the questions. Prompts are written the way this buyer asks them, which is why the score reflects your market rather than a keyword list.
Your category has its own standard
A generic template scores a regulated medical brand the same way it scores a t-shirt. LBOX holds all 254 rulebooks.
254industries with their own regulatory, publishing and marketing rulebook
1B+products indexed with exact specifications
50Mcompanies of competitive intelligence
300Mdecision makers reachable at partner businesses
Pricing that scales with you
Every plan meters allowances: published pages, questions, models and answers read each month.
Starter
One product. Get into the answers you are missing from today.
$99 /mo
billed monthly
Get started- 1 published, AI-ready page
- 6,240 data points verified daily
- 3 AI models and 50 questions
- Monthly comprehensive audit
- Content and schema built into the page
MOST CHOSEN
Growth
A portfolio of products, watched across every current engine.
$299 /mo
billed monthly
Try for free- 5 published, AI-ready pages
- 31,200 data points verified daily
- All current AI models and 250 questions
- Monthly comprehensive audit
- 5 brands, 3 seats, CSV export
Enterprise
Full model coverage and done-for-you channel operations.
Custom
annual, tailored terms
Get a demo- Unlimited pages and brands
- Full model coverage, including Claude
- Done-for-you channel feed operations
- API, SSO, and a dedicated specialist
7 day trial on Starter and Growth, no card to look around.
Understand the answer in every market
Buyers ask in their own language, and the models answer differently when they do.
EnglishSpanishPortugueseGermanDutchFrenchItalianJapaneseHindi
Models differ by who built them and on what. Open Model Intelligence
Ask
Every insight, one question away
Ask the account a question in plain language and get the answer with the figures behind it, drawn from the same facts the dashboard renders.
Answers cite the denominator they were computed on
Every answer traces to a stored fact, so you can act on it the same day
which engines name us least, and what is it costing us there?
Across the last run you were named in 21.9% of answers. Perplexity is your weakest engine, and most of what it cites instead sits on 38 sources you do not appear on — the same sources the studio is already drafting against.
21.9%of answers named youOF 1,000 ANSWERS READ
12.4%Perplexity, your weakest engineOF 214 ANSWERS
38sources cite rivals, never youOF 126 CITED SOURCES
Every figure names the run and the denominator it was computed on.
Frequently asked questions
If your question is not answered here, a named strategist will take it.
LBOX is a system for AI commerce. It measures how AI models describe and recommend your products, scores them against the published standard for your category, and produces the content and product records that change the answer.
Find out what the models say about you
Run a visibility report on your domain. It returns your category standard, your score against it, and the requirements you are failing today.