Gadgets & Mobile Accessories Retail AI Visibility Ranking Trends - November 2026

Answer capsule

The November 2026 Gadgets & Mobile Accessories Retail benchmark compares 10 companies across 107 AI answers that met its inclusion rules. Apple Gadgets, Star Tech share the lead with 1 recommendations each (0.93% of answers). At least one tracked company was recommended in 2 answers; some answers recommended several companies.

The rankings distinguish being mentioned from receiving an affirmative recommendation, then examine placement and the wording used about each company. Earlier monthly results show how counts and rates changed, with each month using its own answer total. These results describe the answers reviewed, not product quality or customer satisfaction. Differences between monthly samples limit comparisons and do not establish why a result changed.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Gadgets & Mobile Accessories Retail

Industry leaderboard

Questions This Section Answers

• How do Gadgets & Mobile Accessories Retail rank by recorded AI recommendations in November 2026?

The leaderboard orders companies by recorded recommendation count, so it reflects affirmative endorsements in the reviewed AI answers rather than overall visibility. Apple Gadgets and Star Tech share the top position because their recommendation counts are equal; a tie is not a unique win. Companies below them recorded no recommendations, which is a measured result rather than a missing observation.

Mentions, recommendations and placements answer different questions. A company can appear often without being endorsed, and first-place placements sit inside shortlist placements, which sit inside recommendations. Reading the columns separately avoids treating reach as approval or placement as an additional recommendation.

Key findings

Tracked-company answer coverage

Questions This Section Answers

• How often did the November 2026 Gadgets & Mobile Accessories Retail answer sample recommend any tracked company?

2 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 2, because an answer can recommend several companies. Answers with no tracked recommendation may still have recommended companies outside this comparison.

Coverage here counts answers, not companies. Nearly every qualified answer mentioned at least one tracked company, yet only a small number recommended one, and no answer recommended more than one tracked company. Mention coverage is therefore broad while affirmative recommendation coverage is narrow.

Because one answer can name several companies, company-level totals overlap and should not be summed into a market share. Answers without a tracked recommendation may still have recommended companies outside this comparison, so the coverage figures describe this tracked set only.

Reach and affirmative recommendation

Apple Gadgets ranks 1 by recommendation count. Mentions: 36 (33.64%); recommendations: 1 (0.93%). Top 3 placements: 1 (0.93%); first-place placements: 1 (0.93%).

Wording about the company: 4 positive, 32 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 2.8%. The net framing score was 0.11 (defined in Methodology).

35 mentions had no recorded recommendation. Of recorded recommendations, 100.00% were Top 3 and 100.00% were first-place.

Star Tech ranks 1 by recommendation count. Mentions: 70 (65.42%); recommendations: 1 (0.93%). Top 3 placements: 1 (0.93%); first-place placements: 1 (0.93%).

Wording about the company: 4 positive, 66 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 1.4%. The net framing score was 0.06 (defined in Methodology).

69 mentions had no recorded recommendation. Of recorded recommendations, 100.00% were Top 3 and 100.00% were first-place.

Reach and recommendation diverge sharply for the two leading companies. Star Tech appeared in far more answers than Apple Gadgets, yet each received a single recommendation, producing equal recommendation counts and a shared first place. Mention volume alone did not translate into endorsement in these answers.

Apple Gadgets' recommendation-to-mention ratio is higher, but it rests on a small base and should be read with that qualification. The ratio describes recorded answer wording, not customer preference, sales or conversion.

Recommendation order and placement

Placements are nested within recommendations: every recorded recommendation for Apple Gadgets and Star Tech also appeared in the shortlist and at first position. These are subsets of the same endorsements, not separate wins, and they should not be added to recommendation counts.

For companies with no recommendations, placement counts are correspondingly zero. Where a company had no mentions at all, the recommendation-to-mention ratio is undefined rather than zero, because no base exists for the division.

Classified framing in context

Framing describes how companies were worded in the selected answers. Most mentions across the tracked set were neutral, with a small number positive and none negative. Neutral wording is not disapproval, and positive wording is not evidence of recommendation or of company quality.

Net framing scores summarize that wording balance within these answers. They do not measure customer sentiment, reputation or the reasons a recommendation did or did not appear.

Company results in detail

Apple Gadgets

Questions This Section Answers

• What do the November 2026 AI answer results show about Apple Gadgets mentions, recommendations and placement?

Apple Gadgets ranks 1 by recommendation count. Mentions: 36 (33.64%); recommendations: 1 (0.93%). Top 3 placements: 1 (0.93%); first-place placements: 1 (0.93%).

Wording about the company: 4 positive, 32 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 2.8%. The net framing score was 0.11 (defined in Methodology).

35 mentions had no recorded recommendation. Of recorded recommendations, 100.00% were Top 3 and 100.00% were first-place.

From October 2026 to November 2026, Apple Gadgets' mention count fell from 99 to 36, while its recommendation count fell from 2 to 1. The recommendation rate was 0.72% and 0.93% respectively.

Apple Gadgets shares the top recommendation position, with its single endorsement also placed first. It was mentioned in roughly a third of qualified answers, mostly in neutral wording, and only a small fraction of those mentions carried a recommendation. Its recommendation-to-mention ratio is the higher of the two leaders but rests on a small base.

Compared with the earlier sample, both its mention count and recommendation count were lower, while its recommendation rate was higher. The samples differ, so the change is recorded without an explanation.

Star Tech

Questions This Section Answers

• What do the November 2026 AI answer results show about Star Tech mentions, recommendations and placement?

Star Tech ranks 1 by recommendation count. Mentions: 70 (65.42%); recommendations: 1 (0.93%). Top 3 placements: 1 (0.93%); first-place placements: 1 (0.93%).

Wording about the company: 4 positive, 66 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 1.4%. The net framing score was 0.06 (defined in Methodology).

69 mentions had no recorded recommendation. Of recorded recommendations, 100.00% were Top 3 and 100.00% were first-place.

From October 2026 to November 2026, Star Tech's mention count fell from 175 to 70, while its recommendation count fell from 7 to 1. The recommendation rate was 2.53% and 0.93% respectively.

Star Tech shares the top recommendation position despite appearing in the largest share of qualified answers. Its single endorsement was also placed first. Almost all of its many mentions were neutral, and only a small proportion carried a recommendation, giving it a lower recommendation-to-mention ratio than Apple Gadgets on a larger mention base.

Its mention and recommendation counts were both lower than in the earlier sample, and its recommendation rate also fell. The samples differ, so the comparison is descriptive only.

Gadget & Gear

Questions This Section Answers

• What do the November 2026 AI answer results show about Gadget & Gear mentions, recommendations and placement?

Gadget & Gear ranks 3 by recommendation count. Mentions: 32 (29.91%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 1 positive, 31 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.03 (defined in Methodology).

32 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Gadget & Gear's mention count fell from 82 to 32, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Gadget & Gear recorded no recommendations, so its placement counts are also zero. It was still mentioned in a substantial share of qualified answers, almost all in neutral wording, with a single positive mention. Its recommendation-to-mention ratio is therefore zero rather than undefined, since mentions exist as a base.

Its mention count was lower than in the earlier sample while its recommendation count stayed at zero. The samples differ, and the change is not attributed to any cause.

Gadget Monkey BD

Questions This Section Answers

• What do the November 2026 AI answer results show about Gadget Monkey BD mentions, recommendations and placement?

Gadget Monkey BD ranks 3 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 0 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was Unavailable. The net framing score was Unavailable (defined in Methodology).

0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Gadget Monkey BD's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Gadget Monkey BD recorded no mentions and no recommendations in the reviewed answers, so its placement counts are zero as well. With no mentions, the recommendation-to-mention ratio and the net framing score are undefined rather than zero, because no base exists.

Its counts were also zero in the earlier sample. This is a measured absence within these answers, not evidence about the company's products or standing beyond them.

Gadget N Music

Questions This Section Answers

• What do the November 2026 AI answer results show about Gadget N Music mentions, recommendations and placement?

Gadget N Music ranks 3 by recommendation count. Mentions: 2 (1.87%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 2 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).

2 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Gadget N Music's mention count fell from 5 to 2, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Gadget N Music recorded a very small number of mentions, all neutral, and no recommendations, so its placements are zero. Its recommendation-to-mention ratio is zero because mentions exist as a base, though that base is sparse and the ratio should be read with that qualification.

Its mention count was lower than in the earlier sample while its recommendation count stayed at zero. The samples differ, so the comparison is descriptive only.

Geary BD

Questions This Section Answers

• What do the November 2026 AI answer results show about Geary BD mentions, recommendations and placement?

Geary BD ranks 3 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 0 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was Unavailable. The net framing score was Unavailable (defined in Methodology).

0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Geary BD's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Geary BD recorded no mentions and no recommendations in the reviewed answers, leaving its placement counts at zero. Because there were no mentions, the recommendation-to-mention ratio and net framing score are undefined rather than zero.

Its counts were also zero in the earlier sample. This describes the selected answers only and does not establish anything about the company's visibility or reputation outside them.

Motion View

Questions This Section Answers

• What do the November 2026 AI answer results show about Motion View mentions, recommendations and placement?

Motion View ranks 3 by recommendation count. Mentions: 3 (2.80%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 3 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).

3 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Motion View's mention count stayed at 3, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Motion View recorded a few mentions, all neutral, and no recommendations, so its placements are zero. Its recommendation-to-mention ratio is zero because mentions provide a base, though the base is sparse and the ratio should be read with that qualification.

Its mention count matched the earlier sample while its recommendation count stayed at zero. The samples differ, so this comparison is recorded without inferring stability or cause.

Ryans Computers

Questions This Section Answers

• What do the November 2026 AI answer results show about Ryans Computers mentions, recommendations and placement?

Ryans Computers ranks 3 by recommendation count. Mentions: 31 (28.97%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 1 positive, 30 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.03 (defined in Methodology).

31 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Ryans Computers' mention count fell from 82 to 31, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Ryans Computers recorded no recommendations, so its placements are zero, despite appearing in a substantial share of qualified answers. Almost all of those mentions were neutral, with a single positive one. Its recommendation-to-mention ratio is zero because mentions exist as a base.

Its mention count was lower than in the earlier sample while its recommendation count stayed at zero. The samples differ, and the change is not attributed to any cause.

ShopZ

Questions This Section Answers

• What do the November 2026 AI answer results show about ShopZ mentions, recommendations and placement?

ShopZ ranks 3 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 0 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was Unavailable. The net framing score was Unavailable (defined in Methodology).

0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, ShopZ's mention count fell from 1 to 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

ShopZ recorded no mentions and no recommendations in the reviewed answers, so its placement counts are zero. With no mentions, the recommendation-to-mention ratio and net framing score are undefined rather than zero.

Its mention count was lower than in the earlier sample, where it had appeared once, while its recommendation count stayed at zero. The samples differ, so the comparison is descriptive only.

Sumash Tech

Questions This Section Answers

• What do the November 2026 AI answer results show about Sumash Tech mentions, recommendations and placement?

Sumash Tech ranks 3 by recommendation count. Mentions: 23 (21.50%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 23 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).

23 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Sumash Tech's mention count fell from 74 to 23, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Sumash Tech recorded no recommendations, so its placements are zero, although it was mentioned in a notable share of qualified answers. All of those mentions were neutral. Its recommendation-to-mention ratio is zero because mentions exist as a base.

Its mention count was lower than in the earlier sample while its recommendation count stayed at zero. The samples differ, and the change is recorded without an explanation.

Earlier ranking snapshot context

Questions This Section Answers

• How do the available Gadgets & Mobile Accessories Retail snapshots from October 2026 to November 2026 differ in recommendation coverage and measurement scope?

Only months with verified results are shown. Monthly sample coverage is listed in Methodology.

The earlier and current months are separate samples of AI answers, with different answer totals, so counts and rates are not directly equivalent across them. A changed count or rate shows how the recorded results differed; it does not establish why, nor does it demonstrate improvement, loss of standing or the effect of any intervention.

Ranks should be read alongside counts and rates, since a shared rank can hide different mention volumes and recommendation bases.

What the November Rankings Show

The November results show why reach, recommendation, placement and framing answer different questions. Star Tech appeared in most answers, yet it and Apple Gadgets each received a single endorsement, so visibility did not equal approval. Placement counts are nested inside those endorsements rather than additional wins.

Framing was overwhelmingly neutral across the tracked set, which neither confirms nor denies recommendation. The recommendation-to-mention ratios describe recorded answer wording, not customers or sales. Because the monthly samples differ, comparisons with the earlier month are descriptive and do not explain why counts or rates changed.

Methodology

Questions This Section Answers

• How were the November 2026 Gadgets & Mobile Accessories Retail AI visibility measures counted, and what do they not establish?

This benchmark has partial coverage: 3 of 3 planned question categories contributed usable observations; 0 contributed none. This describes question-category coverage, not demonstrated platform outages. Findings apply to the available answer set.

The month in the title is the reporting period. The exact dates when the original AI answers were collected have not been verified.

Each company is counted at most once in each answer that meets the benchmark rules. A recommendation requires both an affirmative endorsement and positive wording. Mention, recommendation, Top 3 and first-place rates use the full benchmark answer total. Top 3 and first-place results are included within recommendations, not added to them.

The recommendation-to-mention ratio divides recommendations by mentions. It describes AI answer wording, not customer conversion. Net framing is positive minus negative mentions, divided by all mentions, on a scale from -1 to +1. It does not measure customer satisfaction or company quality.

Market: Bangladesh; 10 tracked companies. AI services represented: ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity.

Research screening totals (answer observations can include repeated questions):

The source does not provide a reader-facing definition of “reserved”; that screening label is reported without inferring a reason for exclusion. Only the included benchmark answers form the rate denominator.

One answer can mention or recommend several companies. Adding company totals would therefore count some answers more than once. The results describe the AI answers reviewed, not independently verified facts about the companies or their products.

Monthly sample coverage:

The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.

These findings apply to the available answer set, which has partial question-category coverage; that describes category coverage, not demonstrated platform outages. The reporting month is the period label, and exact collection dates were not verified. Each company is counted at most once per qualifying answer, and recommendation requires both affirmative endorsement and positive wording.

Mention, recommendation and placement rates use the full benchmark answer total, and placements are included within recommendations rather than added. The recommendation-to-mention ratio and net framing describe answer wording, not customer satisfaction, conversion or company quality. One answer can name several companies, so company totals overlap. Monthly samples differ, so comparisons show recorded change without establishing cause.