How AI Search Is Recommending Invisible Braces: Monthly Trends

Mark HuntleyBy Mark HuntleyFounder and CEO
18 minutes read

Key Takeaways

  • ALIGNERCO remains the coverage leader in October 2026, but Invisalign narrowed the gap to 5.0 points.
  • ClearCorrect posted the strongest rise in the series, with gains in coverage, mentions, and top-three placements.
  • Smileie recorded the sharpest decline, falling for a second straight month and losing both coverage and placement.
  • The benchmark found 12 high-severity pricing inconsistencies across five AI platforms, but no qualified pricing or comparison observations in the public set.

Executive Summary

ALIGNERCO remains the coverage leader in October 2026, but the category's top tier tightened in a different way than it did last month. ALIGNERCO's valid recommendation coverage rose 4.9 points from 36.0% in September to 40.9% in October, while Invisalign (Align Technology) rose 3.3 points to 35.9%, leaving the leadership gap at 5.0 points. Neither move exceeded the brand's normal month-to-month variation, and the category summary records no significant movement this month.

The strongest upward mover against the baseline was ClearCorrect, which rose 12.0 points from 14.2% in July to 26.2% in October, a significant move and the third consecutive monthly gain in its series. ClearCorrect's raw mention presence rose 16.3 points to 50.3% and its top-three rate rose 18.0 points to 24.0%, both significant.

The sharpest decline against the baseline was Smileie, down 9.9 points from 19.8% in July to 9.9% in October, a significant drop and its second consecutive monthly decline. NewSmile fell 8.2 points from 34.2% in July to 26.0% in October, also significant.

Against September 2026, the category was quiet. September-to-October moves for every brand sat inside normal variation, and the month-to-month shifts were mixed in direction rather than clustered. Across the full series from July 2026 to October 2026, the benchmark records two significant risers (ClearCorrect and Spark Aligners) and five significant decliners (Aligner32, Candid, Impress, NewSmile and Smileie).

Each monthly run begins with 800 prompt-surface observations across the benchmark's defined AI/search surface universe. In October 2026 those 800 observations covered 529 unique questions; all 800 mentioned a tracked brand or competitor; 703 were relevant and 97 were irrelevant; 362 qualified observations survived both qualification stages. The July 2026 baseline began from the same 800 prompt-surface observations over 467 unique questions, with 737 relevant and 63 irrelevant prompts, leaving 465 qualified observations. Percentage figures in this report are calculated against each month's qualified observation count.

AI recommendation trend

valid recommendation coverage, Jul 2026 to Oct 2026

0%15%30%45%60%Jul 2026Aug 2026Sep 2026Oct 2026
  • ALIGNERCO40.9%
  • Invisalign (Align Technology)35.9%
  • ClearCorrect26.2%
  • NewSmile26.0%
  • Spark Aligners20.7%
  • Candid13.5%
  • Smileie9.9%
  • SureSmile (Dentsply Sirona)8.8%
  • Aligner323.6%
  • Impress0.0%

Key Findings

Signal

October 2026 finding

Coverage leader

ALIGNERCO at 40.9%, up 4.9 points from September (36.0%)

Strongest significant riser

ClearCorrect up 12.0 points to 26.2% from 14.2% in July 2026

Largest significant decliner

Smileie down 9.9 points to 9.9% from 19.8% in July 2026

Rank-one leader

Invisalign (Align Technology) at 25.7%, with 93 rank-one recommendations

Category state

Mixed across the series, with no significant moves between September and October 2026

Qualified surface breadth

6 AI surface families in both July and October 2026

AI Response Inconsistency Alerts

Questions This Section Answers

  • Which brands had conflicting pricing answers across AI platforms, and how large were the discrepancies?
  • Where did AI platforms disagree on the same brand's price, and which sources were cited for each side?

The conflict scan detected 12 critical or high-severity factual inconsistencies across five AI platforms: ChatGPT, Copilot, Gemini, AI Mode, and AI Overviews.

ALIGNERCO

Nine high-severity pricing inconsistencies were detected for ALIGNERCO, spanning all five platforms involved in the scan.

When asked "Is byte or ALIGNERCO better?", ChatGPT stated a nighttime treatment price of $925 while AI Overviews stated $1,345 for the same plan, citing ALIGNERCO's own pricing page and Trustpilot on one side and Dentsply Sirona's investor newsroom, ALIGNERCO's Byte update page and a smiles.club alternatives article on the other. Responses therefore differed on the price of the identical nighttime plan.

Also in response to "Is byte or ALIGNERCO better?", ChatGPT stated an all-day treatment price of about $725 while AI Overviews stated around $1,145 for the same plan. Here AI Overviews drew on Dentsply Sirona's repositioning announcement and ALIGNERCO's Byte suspension post, while ChatGPT cited ALIGNERCO's pricing page, which the scan flagged for the excerpt showing an all-day plan advertised at $725 against a $1,095 list price.

When asked "How much does it cost for invisible teeth aligners?", Copilot gave an ALIGNERCO price range of $725 to $925 while AI Mode gave a starting price of around $1,095. AI platforms provided conflicting information about the same brand's entry price, with AI Mode sourcing Colgate, a best-invisible-braces roundup and Aligner32's cost guide. The scan flagged a NewMouth cost page cited on the Copilot side, which lists "ALIGNERCO $725 (list $1,095)" and "NightOnly $925 (list $1,295)".

When asked "How much do aligners cost on average?", Gemini placed at-home treatment including ALIGNERCO at $1,000 to $2,500 while Copilot gave an ALIGNERCO range of $725 to $925. The two ranges do not overlap. The scan flagged the NewMouth cost page on the Copilot side and a NewSmile pricing blog on the Gemini side, which lists at-home direct-to-consumer pricing at $1,500 to $2,500.

When asked "What is the best at home teeth aligner?", AI Mode stated $1,095 for all-day aligners while Copilot stated $725 to $925. The scan flagged two sources here: a NewSmile homepage excerpt showing "Fast Track Aligners $1,095 $1,795" and an ALIGNERCO homepage excerpt showing "All-Day Plan … $725 $1,095", the latter marked as supporting both sides.

When asked "What is the cheapest invisible braces option?", AI Overviews stated prices start around $795 for all-day wear while Copilot stated a starting range of around $995 to $1,100. AI platforms referenced ALIGNERCO's own affordable-alternative page, Everyday Health and a Canadian orthodontic cost guide on one side, and NerdBible, Knowledge Daily and Dentist Decoded on the other. The scan flagged the NerdBible page on the Copilot side for listing ALIGNERCO at $995.00.

Also on "What is the cheapest invisible braces option?", ChatGPT stated roughly $700 to $900+ depending on plan and sales while Copilot stated a starting range of around $995 to $1,100. ChatGPT cited NewMouth's cheapest-aligners roundup and Forbes Health; Copilot cited NerdBible, Knowledge Daily and Dentist Decoded. The scan flagged both the NerdBible page and a NewMouth excerpt stating "ALIGNERCO advertises $725 with those items included too."

On a third pass at "What is the cheapest invisible braces option?", AI Mode stated all-day plans generally priced around $725 to $995 while Copilot stated a starting range of around $995 to $1,100. The scan flagged a further source on the Copilot side, a dental practice blog stating affordable clear aligners start at $995.

Finally, when asked "Is byte or ALIGNERCO better?", ChatGPT stated about $725 for all-day treatment while AI Mode stated a starting price of around $1,095. ChatGPT cited ALIGNERCO's pricing page and Trustpilot; AI Mode cited Dentsply Sirona's Byte product update, a Byte brand page and ALIGNERCO's own Byte comparison post. The scan flagged ALIGNERCO's pricing page as supporting both claims, showing an all-day plan advertised at $725 against a $1,095 list price.

Smileie

Three high-severity pricing inconsistencies were detected for Smileie, spanning four platforms: ChatGPT, Copilot, Gemini and AI Overviews.

When asked "What is the cheapest clear aligner?", ChatGPT stated Smileie starts at roughly $649 to $699+ while Gemini stated a range of around $1,099 to $1,299. The two ranges do not overlap. The scan flagged three sources: a NewMouth cost page listing "Smileie $699 (list $849)" on the ChatGPT side, a Turkey Luxury Clinics article listing "Smileie $1,099 to $1,299" on the Gemini side, and a Dental Verdicts page on the ChatGPT side stating Smileie has the lowest advertised starting price at $549 for day-time aligners.

Also on "What is the cheapest clear aligner?", AI Overviews stated Smileie single-arch starts at $549 with full kits around $699 while Gemini stated the $1,099 to $1,299 range. AI Overviews cited Smileie's own single-arch product page, The Super Dentists and CNET; Gemini cited the Turkey Luxury Clinics and Dalton Family Dentistry articles. The scan flagged Smileie's single-arch page and a Smile Perfect product page on the AI Overviews side, both showing "Daytime Single Arch … $549.00 $699.00".

When asked "Which is the best and cheapest clear aligners?", Gemini stated a Smileie price range of $1,000 to $1,500 while Copilot stated $749 to $849. The scan flagged a NerdBible excerpt on the Copilot side showing "Smileie … $849.00 $749.00" and a NewMouth best-clear-aligner page on the Gemini side listing a $1,395 price.

Benchmark Context

Questions This Section Answers

  • How many prompt-surface observations qualified for analysis in October 2026 compared with the July baseline?
  • What changed in the qualified observation set between July and October 2026?

The report separates the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified benchmark set.

Research stage

Jul 2026

Oct 2026

What it represents

Source prompt-surface observations collected

800

800

Prompt-surface observations run across the defined AI surface universe

Unique questions

467

529

Distinct questions within the monthly run

Brand / competitor mentions

800

800

Observations in which a tracked brand or competitor was mentioned

Relevant prompts

737

703

Observations judged relevant to the vertical

Irrelevant prompts

63

97

Observations judged not relevant to the vertical

Qualified benchmark observations

465

362

Public denominator after qualification stages

Qualified surface breadth

6

6

AI surface families with at least one qualified observation

August 2026 recorded 314 qualified observations and September 2026 recorded 380. Both sit between the baseline and current month and are shown here for context only.

Benchmark-Level Metrics

Metric

Jul 2026

Oct 2026

Change

Qualified observations

465

362

-103

Companies tracked

10

10

0

Recommendation-shaped answer share

26.5%

31.2%

Up 4.8 points

Valid recommendation shortlist share

38.7%

45.6%

Up 6.9 points

Category leader by coverage

ALIGNERCO (46.7%)

ALIGNERCO (40.9%)

Leader unchanged, gap narrowed to 5.0 points from 13.8 points in July

The leader is unchanged across the series, and the recommendation-shaped share of qualified answers rose as the qualified set narrowed. September 2026, between the two columns above, produced a 34.2% valid recommendation shortlist share, the low point of the series.

AI Recommendation Trend

Questions This Section Answers

  • Who leads invisible braces recommendations in October 2026, and how wide is the gap to second place?
  • Which brands moved significantly between July and October 2026?

A Restored Top Two, With a Widening Field Behind Them

ALIGNERCO and Invisalign (Align Technology) hold first and second at 40.9% and 35.9%, a 5.0-point gap. ClearCorrect's rise has carried it to third at 26.2%, ahead of NewSmile at 26.0% by 0.2 points, and Spark Aligners now sits fifth at 20.7%.

Brand

Jul 2026

Oct 2026

Movement

Oct 2026 rank

ALIGNERCO

46.7%

40.9%

Down 5.8 points

1st

Invisalign (Align Technology)

32.9%

35.9%

Up 3.0 points

2nd

ClearCorrect

14.2%

26.2%

Up 12.0 points

3rd

NewSmile

34.2%

26.0%

Down 8.2 points

4th

Spark Aligners

14.0%

20.7%

Up 6.7 points

5th

Candid

18.9%

13.5%

Down 5.4 points

6th

Smileie

19.8%

9.9%

Down 9.9 points

7th

SureSmile (Dentsply Sirona)

11.8%

8.8%

Down 3.0 points

8th

Aligner32

7.7%

3.6%

Down 4.1 points

9th

Impress

0.9%

0.0%

Down 0.9 points

10th

Seven brands moved beyond normal month-to-month variation between July and October 2026. ClearCorrect and Spark Aligners rose significantly, while Aligner32, Candid, Impress, NewSmile and Smileie declined significantly. The category-level change came from the combination of those individual moves rather than from a single brand, and none of them occurred between September and October.

What Changed This Month

Questions This Section Answers

  • Why did ALIGNERCO's lead narrow despite recovering 4.9 points in October?
  • What drove ClearCorrect's three consecutive monthly gains?
  • Which brands declined significantly this month, and what does the movement look like across the series?

ALIGNERCO: The Lead Rebounds, the Diagnostic Does Not Change

ALIGNERCO's valid recommendation coverage rose 4.9 points from 36.0% in September to 40.9% in October, a move inside the brand's normal variation. Against the July baseline the brand remains down 5.8 points from 46.7%, also inside normal variation and classified as stable. The sharp September-to-October move is the recovery in the count of valid recommendations, which rose from 137 in September to 148 in October.

Placement told a mixed story. The brand's rank-one rate stands at 13.8% in October against 15.0% in July, a 1.2-point decline inside normal variation, and its top-three rate stands at 24.6% against 26.9% in July.

The distinction to notice: ALIGNERCO holds the highest valid recommendation coverage in the category, and its coverage recovered in October. But its rank-one rate remains below Invisalign's despite the coverage lead, and the gap to second place is now 5.0 points, narrower than the 13.8 points recorded in July.

Highest-priority diagnostic: which prompts returned ALIGNERCO to more valid recommendations in October, and which surfaces still place the brand outside the top slot when Invisalign is named first.

ClearCorrect: Three Consecutive Gains and a Widening Separation

ClearCorrect rose 12.0 points from 14.2% in July to 26.2% in October, the largest significant rise in the category. The series has risen in each of the four months recorded, from 14.2% to 18.8% to 21.6% to 26.2%. Against the immediate prior month, coverage rose 4.6 points from September, inside normal variation.

The rise is supported by the broadest movement in the category. Raw mention presence rose 16.3 points from 34.0% in July to 50.3% in October, a significant gain, and the top-three rate rose 18.0 points to 24.0%, also significant. Rank-one recommendations rose from 1 in July to 6 in October, a 1.5-point gain in rate that is also significant.

The distinction to notice: ClearCorrect's gain is not only about appearing more often. It now converts more than half of its presence into a recommendation of some kind, with 95 valid recommendations in October against 66 in July, and its top-three rate now sits within 0.6 points of ALIGNERCO's.

Highest-priority diagnostic: which prompts and surfaces drove the presence gain, and whether the new top-three placements are concentrated in specific query types or spread across the surface universe.

Smileie: The Sharpest Decline and a Two-Month Streak

Smileie fell 9.9 points from 19.8% in July to 9.9% in October, the largest significant decline in the category. The move is the second consecutive monthly decline, following the drop from 22.3% in August to 12.6% in September. Against the immediate prior month, coverage fell 2.7 points from September, inside normal variation.

The decline is visible in both volume and placement. Valid recommendations fell from 92 in July to 36 in October, and raw mention presence fell 5.4 points to 26.0%, a move inside the significance threshold. The top-three rate fell 3.8 points to 8.0%, and rank-one recommendations fell from 5 in July to 3 in October.

The distinction to notice: Smileie has now lost coverage in two consecutive months and sits seventh in a ten-brand field. Its presence remains higher than SureSmile (Dentsply Sirona) and Aligner32, but that presence is converting into fewer recommendations than either of the two brands immediately above it.

Highest-priority diagnostic: which surfaces have reduced Smileie's presence since August, and whether the two-month decline is concentrated in specific prompt types.

NewSmile: A Third-Largest Decline That Was Mostly a September Event

NewSmile fell 8.2 points from 34.2% in July to 26.0% in October, a significant decline. The month-level series shows the movement was concentrated: the brand fell from 37.6% in August to 22.9% in September, then recovered 3.1 points to 26.0% in October, a recovery inside normal variation.

The brand retains the third-highest presence in the category, with raw mention presence at 52.5% in October against 56.1% in July, a 3.6-point decline inside normal variation. Valid recommendations fell from 159 in July to 94 in October. The top-three rate fell 4.8 points to 13.5%, and the rank-one rate held at 3.6%, up 0.2 points from July.

The distinction to notice: NewSmile's presence and rank-one rate have held, but its coverage has fallen more than 8 points across the series, and ClearCorrect's rise has moved NewSmile out of the top three by 0.2 points.

Highest-priority diagnostic: which prompts stopped producing top-three placements between August and September, and whether the October recovery is the start of a recovery or a pause in decline.

Spark Aligners: A Second Consecutive Rise, Still Without a Rank-One

Spark Aligners rose 6.7 points from 14.0% in July to 20.7% in October, a significant gain and the second consecutive monthly rise, following the move from 14.0% in August to 16.1% in September. Against the immediate prior month, coverage rose 4.6 points from September, inside normal variation.

The gain is supported by presence and placement. Raw mention presence rose 10.8 points from 23.7% in July to 34.5% in October, a significant gain, and the top-three rate rose 12.3 points to 17.7%, also significant. Valid recommendations rose from 65 in July to 75 in October. Rank-one recommendations fell to zero in October, down from 1 in July.

The distinction to notice: Spark Aligners has gained presence and top-three placements for two consecutive months, and its top-three rate now sits above NewSmile's and Candid's. It has not converted any of that gain into a rank-one placement.

Highest-priority diagnostic: where the new presence is coming from, and why a top-three rate above 17% is still producing zero first-place recommendations.

Candid: A Significant Decline With a Countervailing Placement Gain

Candid fell 5.4 points from 18.9% in July to 13.5% in October, a significant decline. Against the immediate prior month, coverage rose 0.6 points from September, inside normal variation, and the brand is one of the five significant decliners across the series.

The placement picture runs opposite to coverage. The top-three rate rose 3.8 points from 3.9% in July to 7.7% in October, a significant gain, and rank-one recommendations rose from zero in July to 3 in October, a 0.8-point rate that sits just inside the significance threshold. Raw mention presence fell 3.8 points to 25.4%, and valid recommendations fell from 88 in July to 49 in October.

The distinction to notice: Candid is appearing less often and producing fewer recommendations, but the recommendations it does produce place it in the top three significantly more often than in July. With 28 top-three placements out of 49 valid recommendations, the brand's problem is reach rather than placement quality.

Highest-priority diagnostic: which prompts produced the top-three gains, and which prompts stopped producing recommendations despite continued mentions.

Aligner32, SureSmile (Dentsply Sirona) and Impress: Bottom-Tier Pressure at Different Scales

Aligner32 fell 4.1 points from 7.7% in July to 3.6% in October, a significant decline. Against the immediate prior month, coverage rose 1.0 point from 2.6% in September, inside normal variation, ending the two-month decline recorded last month. Valid recommendations fell from 36 to 13, and raw mention presence fell 2.5 points to 10.8%. The brand's top-three rate fell 1.7 points to 2.2%, and rank-one recommendations held at 2, a 0.5% rate.

SureSmile (Dentsply Sirona) fell 3.0 points from 11.8% in July to 8.8% in October, a move inside normal variation and classified as stable. Against the immediate prior month, coverage rose 2.5 points from 6.3% in September, the second consecutive monthly rise. Valid recommendations fell from 55 in July to 32 in October. Presence stands at 19.3%, down 0.7 points, and the rank-one rate held at 0.3%.

Impress fell 0.9 points from 0.9% in July to zero October coverage, a significant decline at the smallest scale in the category. The brand recorded 4 mentions in October, with zero valid recommendations and zero top-three or rank-one placements. It is the only tracked brand with no valid recommendations in the current month.

The distinction to notice: at these observation counts, small movements carry outsized percentage weight. Aligner32's 13 valid recommendations, SureSmile's 32 and Impress's zero mean their rates are sensitive to a handful of answers, and Impress's zero is a single-month result at four mentions.

Highest-priority diagnostic: for Aligner32, whether the October uptick marks the end of the two-month decline; for SureSmile, whether the second consecutive rise is building; for Impress, whether any surface mentions the brand at all.

Invisalign (Align Technology): A Filing That Shows the Top of the Category Is Not Equal

Invisalign (Align Technology) rose 3.0 points from 32.9% in July to 35.9% in October, a move inside normal variation and classified as stable. Valid recommendations fell from 153 in July to 130 in October. Presence held at 97.2%, up 0.2 points.

Placement is where the brand separates. Its top-three rate rose 14.9 points from 16.6% in July to 31.5% in October, a significant gain, and its rank-one rate rose 9.8 points to 25.7%, also significant. Both gains exceed the threshold for normal variation while the coverage move does not.

The distinction to notice: Invisalign holds the highest top-three and rank-one rates in the category by a wide margin, at 31.5% and 25.7% against ALIGNERCO's 24.6% and 13.8%. Its coverage sits second, 5.0 points behind ALIGNERCO, but when a buyer receives a ranked answer Invisalign is placed first more often than any other tracked brand, with 93 rank-one recommendations to ALIGNERCO's 50.

Highest-priority diagnostic: which surfaces and prompt types produce the rank-one placements, and whether the 93 rank-one recommendations cluster in a single AI family.

Buyer-Intent Interpretation

Questions This Section Answers

  • Which buyer-intent clusters produced qualified observations in the benchmark?
  • Why can't the benchmark answer which brand wins on price perception or head-to-head comparisons?

Buyer-intent cluster

What it captures

Strategic question

Brand Recommendation

Queries where AI systems recommend a specific brand or shortlist of brands

Which brand is the default answer when a buyer asks for a recommendation?

Pricing & Value

Queries focused on cost, price comparison, and value assessment

Which brand owns the conversation when price is the deciding factor?

Multi-Brand Comparison

Queries asking AI to compare two or more brands directly

Which brand wins the head-to-head when buyers force a comparison?

Across all four months in the series, the qualified observations fell entirely into the brand recommendation cluster. No qualified observations were classified into the pricing and value cluster or the multi-brand comparison cluster. The raw response-type distribution for October 2026 shows 137 pricing analysis responses, 107 recommendation shortlists and 47 comparison analyses, but none of these categories produced qualified observations outside brand recommendation.

The contrast with the inconsistency scan is direct and worth noting. The scan found 12 high-severity pricing inconsistencies across the same period, including nine for ALIGNERCO and three for Smileie, yet the public benchmark's qualified set contains no pricing-and-value observations. The benchmark can therefore establish which brand AI systems recommend, but it cannot yet answer which brand wins on price perception or in direct head-to-head comparisons within this vertical, even where AI systems are demonstrably producing conflicting price answers.

Brand Opportunity Summary

Questions This Section Answers

  • Which brand has the highest coverage in invisible braces, and where does it still trail?
  • What is the highest-priority diagnostic for each brand in the October 2026 benchmark?

Brand

Oct 2026 coverage

Current signal

Highest-priority diagnostic

ALIGNERCO

40.9%

Leader, up 4.9 points from September, rank-one rate 13.8%

Which prompts returned the brand to more valid recommendations

Invisalign (Align Technology)

35.9%

Stable, top-three rate 31.5% and rank-one rate 25.7%, both significant gains

Which surfaces produce the rank-one placements

ClearCorrect

26.2%

Significant riser, three consecutive monthly gains, presence up 16.3 points

Whether the new top-three placements concentrate in specific query types

NewSmile

26.0%

Significant decline from July, but up 3.1 points from September

Which prompts stopped producing top-three placements between August and September

Spark Aligners

20.7%

Significant riser, second consecutive gain, no rank-one placements

Why a 17.7% top-three rate produces no first-place answers

Candid

13.5%

Significant decline, top-three rate up 3.8 points

Which prompts still convert mentions into recommendations

Smileie

9.9%

Significant decline, two consecutive monthly declines

Which surfaces have reduced presence since August

SureSmile (Dentsply Sirona)

8.8%

Stable, up 2.5 points from September, second consecutive rise

Whether the rise is building or a pause in decline

Aligner32

3.6%

Significant decline, but up 1.0 point from September, 13 valid recommendations

Whether the October uptick ends the two-month decline

Impress

0.0%

Significant decline, zero valid recommendations, 4 mentions

Whether any surface mentions the brand at all

The benchmark identifies where attention is warranted across these ten brands; a company-level analysis is needed to explain why the observed patterns are occurring.

Evidence Behind the Benchmark

The aggregate metrics are built from prompt-level observations covering the query, the AI surface, the recommendation outcome, the rank within the answer, the sentiment expressed, and the citations where exposed. Company-level analysis can go deeper into prompt, competitor, surface, and evidence patterns. Source presence is not automatically treated as proof of causation.

About This Benchmark

This report is part of the LLM Authority Index AI Visibility Market Discovery research program.

Report-Specific Interpretation Notes

  • The qualified observation count varied across the series: 465 in July 2026, 314 in August 2026, 380 in September 2026 and 362 in October 2026. Percentage movements reflect these differing denominators between months.
  • Moves flagged as significant exceeded normal month-to-month variation for that brand. Moves not flagged remain within expected variation and are directional signals, not established trends. No brand moved significantly between September and October 2026.
  • ALIGNERCO's September result and recovery sit between the baseline and current columns above but do not change the significance classification of the baseline-to-current move.
  • Placement signals and coverage signals diverge for several brands. Invisalign (Align Technology) holds the highest rank-one and top-three rates while sitting second on coverage. Candid's top-three rate rose significantly while its coverage fell significantly.
  • Small observation counts mean percentage movements are sensitive to a small number of recommendations. Impress recorded zero valid recommendations from 4 mentions; Aligner32 recorded 13 valid recommendations; SureSmile (Dentsply Sirona) recorded 32.
  • Smileie's decline spans two consecutive months, while most other significant moves in the series were single-month shifts from baseline.
  • Directional analysis identifies where movement occurred; it does not establish what caused the movement.

Next Step

The Public Benchmark Shows Where a Brand Is Winning or Losing. A Company-Level Audit Shows Why.

Beneath the aggregate coverage percentages sit the questions that define commercial position: which high-intent prompts a brand wins, which competitor takes the recommendation when a brand loses, what attributes AI systems associate with each option, and which external sources shape those answers. For ALIGNERCO, the benchmark shows a recovered lead and a rank-one rate still behind Invisalign's; it does not show which prompts returned the brand to more valid recommendations. For ClearCorrect, it shows three consecutive monthly gains; it does not show which surfaces or evidence sources are producing them. And for ALIGNERCO and Smileie together, the scan shows twelve conflicting pricing answers across five platforms while the qualified set contains no pricing observations at all.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. That is the next step beyond the benchmark.

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What Is AI Citation Intelligence?
AI citation intelligence is the process of measuring where AI platforms source their information and how frequently a brand is mentioned or referenced in AI-generated responses. Because LLMs synthesize across multiple sources, the sites and brands that appear repeatedly tend to influence how a topic or company is framed. This practice focuses on identifying which sources shape AI outputs and tracking brand visibility across different AI systems.
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Citation architecture describes the set of sources that consistently inform how AI systems talk about a brand, product, or topic. LLMs draw from websites, articles, forums, and public discussion, and the sources they rely on most often become the backbone of their answers. Building strong citation architecture means ensuring that accurate, credible, high authority sources are the ones most likely to shape the way AI tools summarize and recommend a brand.
What Is Generative Engine Optimization?
Generative engine optimization (GEO) is the practice of improving the chances that AI systems use and cite your brand or content when generating answers. While traditional SEO is centered on ranking pages in search results, GEO focuses on how LLMs retrieve, interpret, and combine information when responding to a question. The objective is to strengthen the content and sources AI systems rely on, so your brand is treated as a trusted reference in AI responses.
What Is AI Share of Voice?
AI share of voice tracks how often a brand appears in AI-generated answers compared with competitors in the same category. It reflects visibility across AI platforms such as ChatGPT, Gemini, Claude, and Perplexity. Monitoring AI share of voice helps organizations see whether AI systems consistently include and recommend their brand for key queries or whether competitor brands are showing up more often.

About The Author

Mark Huntley

Mark Huntley

Founder and CEO

Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.

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