AI VISIBILITY AUDIT
JUNE 2026 · CONFIDENTIAL
Prepared for SmileSet · smileset.com

You own the answer to "who bought SmileDirectClub's tech" — but you're invisible on the queries that actually drive aligner sales.

We ran SmileSet through ChatGPT, Perplexity and Google's AI Overviews the way a real buyer would, plus a full technical crawl. Here's exactly where AI engines name you, where they hand the customer to NewSmile and AlignerCo instead, and what closes the gap.

Method: 11 neutral category queries across 3 AI engines (US IP, no personalization) · live technical crawl of smileset.com · competitor citation mapping. No data supplied by SmileSet.

AI Readiness
65/100
Mid — fixable
Inheritance queries
Cited
You win these
Category queries
Absent
Rivals win these
Mobile page speed
40/100
LCP 5.96s
The one-line takeaway

Two SmileSets exist inside today's AI engines

When someone asks an AI which company inherited SmileDirectClub, you're the answer. When they ask the AI which aligner to actually buy, you're not in the room. That split is the entire opportunity.

Stage 1 · Cited

Where you already show up. Across all three engines, SmileSet is correctly named as the company that acquired SmileDirectClub's technology, 100+ patents and digital platform. You also surface for "is SmileSet legit" and "SmileSet reviews." This is earned, defensible, and uniquely yours — no rival can claim it.

Engines confirming: ChatGPT · Perplexity · Google AI Overviews

Stage 2 · Absent

Where the money is — and you're missing. On the high-intent buying queries ("best at-home aligners," "best SmileDirectClub alternative," "nighttime aligners best brand"), AI engines recommend NewSmile, AlignerCo and Candid. You're not listed — even on "SDC alternative," a query your own history should own.

Winning instead: NewSmile · AlignerCo · Candid

The evidence · query by query

What AI engines say when buyers ask

Each row is a real query we ran. "Cited" means SmileSet appeared in the AI's answer; "Absent" means it didn't, and we logged who did instead.

Buyer queryEngineSmileSetWho appears instead
"what company bought SmileDirectClub technology" ChatGPT · Perplexity · Gemini Cited You own this
"clear aligner alternatives after SmileDirectClub & Byte closed" Perplexity Cited Listed among others
"is SmileSet legit" / "SmileSet reviews" ChatGPT · Perplexity Cited Trustpilot, BBB, Newswire
"best at-home clear aligners 2026" ChatGPT Cited NewSmile, AlignerCo, Candid alongside
"best SmileDirectClub alternative" ChatGPT Absent AlignerCo, Candid, Byte
"affordable aligners with licensed dentist oversight" ChatGPT Absent AlignerCo, Candid, Byte
"Byte alternative" ChatGPT Absent Byte-focused results, no SmileSet
"most reliable DTC clear aligner company 2026" Perplexity Absent AlignerCo + review sites
"nighttime clear aligners best brand" Perplexity Absent NewSmile, AlignerCo
"best clear aligner brands 2026" Gemini / AI Overviews Absent Invisalign, ClearCorrect, Candid, Byte, AlignerCo

The pattern is consistent across engines: SmileSet wins backward-looking queries (SDC history, "is it legit") and loses forward-looking buying queries. The brands beating you here aren't doing it with a better product — they're doing it with comparison content, review-site placement and Reddit presence that the engines pull from.

Why this is happening

The engines cite what they can find — and right now that's your competitors' content

AI answers are assembled from sources the engine trusts and can retrieve. We logged every source cited in your category queries. Three things stood out:

Competitors own the "best of" lists

The pages AI engines cite most for buying queries are comparison and "best aligners 2026" articles — and they're dominated by NewSmile's own blog and third-party review sites that rank SmileSet low or omit it entirely.

Reddit & comparison threads skip you

Perplexity and ChatGPT lean heavily on Reddit and head-to-head comparison pages. The "SDC alternative" and "nighttime aligner" threads they pull from mention rivals, not SmileSet — despite your stronger claim to that conversation.

The inheritance story isn't fully connected

You win "who bought SDC tech" — but that authority isn't linked to a verified brand entity (no Wikidata record), so engines don't carry it over to "best alternative" queries where it would matter most.

Product data is invisible to engines

Your pages declare Organization and rating markup, but no Product, Offer or FAQ structured data. Price, treatment options and FSA/HSA eligibility are facts engines extract directly — and right now they can't read yours cleanly.

Technical crawl · smileset.com

The foundation is solid — with three real gaps

AI crawlers read your site before they cite it. The good news: nothing is blocking them. The fixable news: speed, structured data and freshness signals are leaving citations on the table.

Open

AI crawler access

robots.txt allows GPTBot, OAI-SearchBot, PerplexityBot and Google-Extended. No Cloudflare AI-bot block. Nothing is shutting the engines out.

~64 pages

Bing index

Indexed in Bing, which is the index ChatGPT search actually queries. Present and healthy.

LCP 5.96s

Mobile page speed

Mobile PageSpeed scores 40/100, with a 5.96s largest-contentful-paint. Slow loads cause crawler timeouts on freshness-sensitive engines like Perplexity. Desktop is fine (72/100).

2 of 6

Structured data

Organization + AggregateRating present. Missing: Product, Offer, FAQPage, BreadcrumbList — the markup that lets engines read price, options and answers directly.

Partial

Entity & trust chain

sameAs links to LinkedIn, Trustpilot, BBB, YouTube. No Wikidata entity — the record that lets engines connect your SDC-successor authority to your brand everywhere.

No IndexNow

Freshness signals

Sitemap is present and referenced in robots.txt, but IndexNow isn't enabled. IndexNow pushes new/updated pages to Bing in hours instead of days — directly feeding ChatGPT.

The single highest-leverage move

You're the only company that can legitimately claim "the SmileDirectClub successor" — and you're letting rivals borrow it.

SmileSet acquired SDC's technology, patents and digital platform, and was built by an SDC co-founder. That's a story no competitor can copy. Yet on "best SDC alternative," AI engines hand the customer to AlignerCo and Byte. Lock that inheritance into a verified entity and the right comparison content, and you convert a backward-looking fact into the wedge that wins forward-looking buying queries.

Done correctly and within the bounds of how you describe the relationship — technology successor, not a continuation of SDC's obligations — this is the most defensible position in the category.

Confirmed across ChatGPT, Perplexity and Gemini in this audit · June 2026

What closing the gap looks like

A 90-day plan, sequenced by leverage

This is how we'd move SmileSet from "cited on history" to "recommended on purchase." Engines move at different speeds, so the plan front-loads the fastest wins.

Phase 1

Foundation & entity lock

Weeks 1–3 · technical signals activate fastest
  • Product, Offer, FAQPage & Breadcrumb structured data — so engines read your price, aligner options and FSA/HSA facts directly, with AggregateRating kept exactly accurate (4.2 / ~49.6K reviews — never inflated).
  • Verified Wikidata entity + connected sameAs chain — formally recording SmileSet as the company that acquired SDC's technology, with every claim backed by your existing Forbes / USA Today / Newswire coverage.
  • Mobile speed remediation brief + IndexNow — a prioritized fix list for the 5.96s LCP, plus instant push of new pages to Bing (and therefore ChatGPT).
  • App-store & legacy entity cleanup — removing stale SmileDirectClub references that pollute how engines resolve your brand.
Phase 2

Win the buying queries

Weeks 3–8 · the content layer engines cite
  • The SDC / Byte "vacuum" content cluster — the pages that should answer "best SmileDirectClub alternative" and "Byte alternative," anchored on your genuine inheritance, written neutral and source-backed (engines penalize salesy copy).
  • Head-to-head comparison pages — SmileSet vs NewSmile / AlignerCo / Byte / Invisalign, with honest spec tables (price, material, oversight, scan-studio option). Comparison tables are a reliably strong format for getting cited as the alternative.
  • Review-narrative surfacing — making your verified-review volume (larger than several rivals') and what the 4.2 actually reflects legible to engines, instead of letting "scam" framing fill the gap.
  • YouTube continuity — your channel posted four videos a year ago then went quiet; engines (especially Google AI Overviews) cite video heavily, and consistency is the signal.
Phase 3

Earned authority & defense

Weeks 6–12+ · the compounding layer
  • "Best of" list correction & outreach — getting SmileSet accurately represented (and where earned, favorably placed) in the comparison articles AI engines actually cite, via legitimate editor outreach and data correction — never paid placement disguised as editorial.
  • Reddit / Quora presence, disclosed and real — genuine, transparent participation in the "SDC alternative" conversations Perplexity grounds in. No astroturfing, no fake accounts.
  • Monthly share-of-model tracking — measuring your citation share on the category queries versus NewSmile and AlignerCo, query by query, so progress is visible and the plan adjusts to what's moving.
What we will and won't promise

Straight talk on timelines and claims

We sell AI visibility and citation presence — not ranking guarantees, not patient or sales-volume guarantees. Anyone promising "#1 in 30 days" in this space is selling you something we won't.

Realistically: technical signals activate in 2–4 weeks, initial movement on AI citations typically takes 8–12 weeks, and durable cross-engine authority builds over 6–12 months. AI citations fluctuate month to month by design, so the goal is the highest defensible share of the conversation, not a fixed position. Everything we publish stays within accurate, non-misleading claims — especially for a medical-device category — and we never represent SmileSet as continuing SmileDirectClub's guarantees or obligations.

No call to schedule — let's do this in writing

We work async on purpose. Instead of a live video call, message me on Google Chat for a focused 15-minute written exchange — I answer your questions directly and send a short presentation video showing exactly how I'd improve SmileSet's AI visibility. No calendar tetris, no pressure: you read it, you watch it, you decide.

Message me on Google Chat Add me on Google Chat: sarah@wearmelly.com — written first, video to follow.

About this audit. Findings are based on neutral queries run against ChatGPT, Perplexity and Google AI Overviews from a US IP with personalization disabled, plus a live technical crawl of smileset.com, in June 2026. AI engine outputs are probabilistic and change frequently; results represent a snapshot, not a permanent state.

Figures attributed to SmileSet or third parties (review counts, ratings, patent counts, FDA-cleared status, "former-SDC" discounts) are claims reported by SmileSet or by independent publishers and are presented as such — not independently verified by Citevio. Competitor mentions reflect AI engine outputs at time of testing and are not endorsements or assessments of any brand's products.