What is answer engine optimization?

Answer engine optimization is the practice of making a brand and its products retrievable, understandable and citable by AI answer engines such as ChatGPT, Perplexity, Google AI Overviews and Gemini, so the brand appears in the answers buyers read instead of only in traditional search results.

How do I find out if AI recommends my products?

Run a visibility test on your product or brand. LBOX puts the questions real buyers ask to each major answer engine, records which brands are named and which sources are cited, and reports the share of answers that mention you and the share that cite your pages.

Why do AI engines cite retailers and review sites instead of the manufacturer?

Engines cite pages they can retrieve and parse that answer the question directly. Many manufacturer pages are script rendered, thin on specifications, or lack structured data, so the engine falls back to retailers and review sites. Publishing a retrievable page with complete specifications, answer first sections and product schema makes the manufacturer citable.

Plans start at 99 dollars per month for a single published product page, with a Growth plan for a portfolio of products and custom Enterprise terms. Current plans and pricing are published at lbox.com/Pricing.

Can buyers purchase directly from an LBOX page?

Yes. Published pages support transactions with card payment, buyer identity verification, fraud screening, funds released on delivery and dispute mediation, so a buyer can move from an AI answer to a completed order without leaving the page.

Home V4 | LBOX.com

The engines your buyers ask

Measured on the platforms that decide what gets recommended in your category.

ChatGPT

Perplexity

Google AI Overviews Gemini

Gemini

Claude

Copilot

Meta AI

DeepSeekGrokChatGPT

Perplexity

Google AI Overviews Gemini

Gemini

Claude

Copilot

Meta AI

DeepSeekGrok

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.

Fernwood BakehouseLIVEVerified 23 Aug 2026 · 700 answers

BasisUnbranded onlyModelsAll modelsTopicAll topics196 of 700 answers

Visibility21.9%43 of 196 unbranded answers

Share of voice9.7%25 of 259 brand mentions

Owned citations14%140 of 1000 sources

Avg position#3.5on 106 of 196

Models7measured here

Top brands by visibility

every brand the engines named99 brands

Visibility score35.7%-8.9%

Visibility rank#1of 99

1Fernwood BakehouseYou12.8%

2Fiber One11.2%

3KIND9.7%

4JoyFoodSunshine6.6%

5The Only Bean5.1%

6NuGo4.6%

Visibility

across AI engines21.9% overall

Sources

which domains the engines cite1000 citations

fernwoodbakehouse.com140×

reddit.com62×

verywellhealth.com48×

walmart.com37×

target.com31×

eatingwell.com

youtube.com

organicbasicfood.com

Sentiment

by topic, negative and positive counted separately4 topics

Measure

See how every model describes your products

Visibility, share of voice, sentiment and average position, measured on unbranded market questions and reported with the denominator behind every rate.

Ranked against the rival brands the engines actually named, not a list you supplied

Cited but not credited, so you can see where a model reads your pages without naming you

Every figure states what it was measured on, and an unmeasured dimension says so

Get your visibility report

Visibility across AI engines

unbranded questions

Sentiment by topic

43 of 196 unbranded answers name Fernwood Bakehouse. ChatGPT at zero is a measured zero, not a gap in the run.

Fix

Turn what the answers get wrong into work that ships

Findings arrive as a worklist, sorted by who can act on them: the pieces LBOX writes, the ones needing your approval, and the ones needing server access.

Scored against your category rulebook, not a generic checklist

Grouped by lane so content work never waits on engineering

Nothing publishes without your sign off

Explore the standard

The worklist

24 problems, by who can act

7 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#6

Seven 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, counted separately

Reported against the same baseline every cycle

See the dashboard

Sources the engines cite

sized by how often

fernwoodbakehouse.com140×

reddit.com62×

verywellhealth.com48×

walmart.com37×

target.com31×

eatingwell.com

youtube.com

organicbasicfood.com

140 of 1000 citations sit on a domain the brand controls. The rest have to be earned.

Crawlers

Know when the models come to read you

Crawler activity captured at the edge, per model, so you can tell a coverage problem from an evidence problem.

Hits logged per model over time

Robots and content signals kept current as the specs move

A page an engine cannot read is reported as unread, never as a zero

Check your endpoints

Crawler activity

hits by model, last 30 days

GPTBot412

PerplexityBot268

Google-Extended194

ClaudeBot131

Bytespider58

A page an engine never fetched is reported as unread, never as a zero score.

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 the live site, not a staging copy

Reports the step it failed at, not a pass or fail score

Commerce endpoints checked against the current specification

Run an agent shopping test

Visibility by buying stage

where you show up in the journey

Presence falls away as buying intent rises. The purchase-stage questions are the ones that convert, and the ones you lose.

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

Weekly cadence

BUDGET TIERMid-range

$$$$$$$$$$$$$$$

Mid-range tier

GEOGRAPHYUnited States

Region focus

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

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

A question it cannot answer says why, rather than estimating

Open Live View

V06 · SCREENSHOT

The agent answering

A question typed into the agent and the answer beneath it, with the figures it cited visible in the same frame.

Real results, real brands

Trusted by the agencies and brands who refuse to lose the recommendation.

Client quote to be supplied. This card stays unfilled until a real, consented quote replaces it.

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.

Get your visibility report Book a demo