How AI Search Is Recommending Refrigerator: Monthly Trends

Executive Summary

Whirlpool holds the category lead in October 2026 with 57.6% valid recommendation coverage, but Bosch is 0.5 points behind at 57.1% and posting the sharper recent move. Bosch rose 7.8 points month over month, from 49.3% in September to 57.1% in October, which the benchmark treats as a significant single-month gain and the largest upward move in the field. Whirlpool rose 7.5 points over the same span, from 50.1% to 57.6%, also significant. The two brands are now separated by half a point after Whirlpool led Bosch by 0.8 points in September.

The largest single-month gains came from the brands that had fallen furthest, and the category recomposed around a tighter top. LG rose 7.7 points, from 41.0% in September to 48.7% in October, a significant move. Frigidaire rose 6.1 points, from 23.4% to 29.5%, also significant. Against the July 2026 baseline, however, most brands remain below where they started: Whirlpool is down 2.2 points, LG down 1.4 points, GE Appliances down 0.4 points, Samsung up 3.3 points, and Bosch up 0.3 points.

Two brands carry significant baseline-to-current declines. KitchenAid fell 9.5 points, from 46.3% in July to 36.8% in October, and Kenmore fell 1.9 points, from 2.3% to 0.4%, on small absolute counts. Both are classified as significant decliners across the series. Kenmore has now declined for three consecutive months.

October's result sits against a four-month series in which coverage compressed through August and September, then recovered broadly in October. Qualified observations fell again, to 448 from 475 in September, 511 in August, and 525 in July. The recovery in brand coverage occurred on a smaller qualified base, so the point gains are best read as repositioning within a narrowing field rather than category expansion.

Each monthly run begins with 800 prompt-surface observations (588 unique questions in July, 625 in August, 609 in September, 620 in October) across the benchmark's defined AI/search surface universe. Of those, 800 mentioned a tracked brand or competitor in every month; 609 were relevant and 191 irrelevant in July, 567 relevant and 233 irrelevant in September, and 542 relevant and 258 irrelevant in October. The public metrics use the 525 qualified observations in July and the 448 qualified observations in October that survive both qualification stages.

Key Findings

AI Response Inconsistency Alerts

Questions This Section Answers

• On which refrigerator brand claims did AI platforms give conflicting answers?
• How did Copilot, Perplexity, AI Overviews, and AI Mode disagree on which appliance brand leads the U.S. market?

Two critical or high-severity factual inconsistencies were detected across four AI platforms: Copilot, AI Mode, AI Overviews, and Perplexity. Each involves a direct conflict on a factual claim that both answers cannot simultaneously satisfy.

LG

AI platforms provided conflicting information about which brand leads the U.S. major appliance market. When asked "What is the #1 appliance brand in the USA?", Google AI Overviews stated that LG ranks #1 in U.S. major appliance dollar market share at 21.6% and unit share at 18.7% as of early 2026, citing GE Appliances Pressroom, OpenBrand, and a Yale Appliance page. Google AI Mode stated that Whirlpool Corporation is the traditional market-share leader in North America for major home appliances, with Samsung and LG trading blows for the top spot, citing YouGov, an Atlanta appliance repair page, and a Business Wire release. The benchmark flagged the underlying conflict in source framing: OpenBrand is cited on the AI Overviews side with the excerpt "LG leads brand unit share at 19%, its highest in five quarters, and leads dollar share at 22%," while the Atlanta appliance repair page is cited on the AI Mode side with "Whirlpool 22%: A leading brand with a strong presence in various appliance categories." A third flagged source, a Yahoo Shopping article, is attached to the AI Mode side with the excerpt "It's also the largest US-based household appliance maker." The two answers describe different leadership claims for the same market.

Whirlpool

AI platforms provided conflicting information about Whirlpool's reliability reputation. When asked "Which refrigerator brand to stay away from?", Copilot stated that Whirlpool receives mixed reliability reviews and is listed among brands commonly reported as unreliable, with issues including ice maker jams and inconsistent cooling, citing a Scratch & Dent guide, an Appliance Update complaints analysis, and an Appliance Update problems page. Perplexity stated that Whirlpool tends to be highlighted more positively in expert and consumer reviews, citing Consumer Reports' most and least reliable refrigerator brands page, a BGR roundup of brands to avoid, and the same Scratch & Dent guide. Responses differed on whether Whirlpool belongs in an avoid list. The flagged sources show the tension directly: The Daily Meal and an AOL syndication of the same piece are cited on the Perplexity side with the excerpt naming Whirlpool among brands "garnering praise from experts and consumers alike," while the Appliance Update problems page is cited on the Copilot side with "Whirlpool is well-known for its appliances, but their refrigerators are often noted for specific challenges. Common problems include: a. Ice Maker Issues."

Benchmark Context

Questions This Section Answers

• How many refrigerator prompts qualified for the benchmark, and how has that base changed since July?
• Which six AI surfaces contributed qualified observations to the October benchmark?

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

These qualified counts are the denominator behind every brand-level percentage that follows. August (511 qualified) and September (475 qualified) sit between the two table months.

Benchmark-Level Metrics

October produced a higher recommendation-shaped answer share on a smaller qualified base. The share of responses shaped as a recommendation rose to 42.9% from 30.7% in July, after dipping to 39.5% in August and 28.6% in September. The valid recommendation shortlist share also recovered, to 62.5% from 50.9% in September and 60.8% in July. The benchmark describes the shift in output mix; it cannot establish why the mix moved.

AI Recommendation Trend

Questions This Section Answers

• Which refrigerator brands lead the October coverage ranking, and how close is the gap between them?
• Which brand posted the largest single-month gain, and which carries the steepest baseline-to-current decline?

The category's top tier tightened again in October as Whirlpool and Bosch converged within half a point and six brands posted month-over-month gains.

KitchenAid's 9.5-point baseline decline is the only move in the table large enough to stand apart from normal month-to-month variation on its own. Kenmore's 1.9-point decline is also flagged as significant, on a very small absolute base of 2 valid recommendations in October. Every other brand's baseline-to-current movement sits within the range the benchmark treats as normal variation. The category-level picture in October reflects several smaller movements combining, with Bosch's and Whirlpool's significant single-month gains offset by LG's and Frigidaire's significant single-month gains and the broader compression across the field.

What Changed This Month

Questions This Section Answers

• What drove Whirlpool's coverage recovery and its return of top-three placements in October?
• Why is KitchenAid flagged as the category's largest decliner despite a small monthly recovery?
• Which brands gained recommendation coverage without gaining first-choice placement?

Whirlpool

Whirlpool remains the category leader in October with 57.6% valid recommendation coverage, up 7.5 points from 50.1% in September, a move the benchmark treats as significant. Against the July baseline, coverage is down 2.2 points from 59.8%, within normal variation. The month-over-month recovery is the sharper story.

Placement strengthened alongside coverage. Top-three rate rose from 17.1% in September to 25.9% in October. Rank-one rate rose from 10.9% to 12.0%. Raw mention presence moved from 98.5% to 98.7%, effectively unchanged. The valid recommendation count rose from 238 in September to 258 in October.

The distinction to notice: Whirlpool regained top placement without regaining its July coverage level. The brand remains the most broadly named option and converted more of those mentions into recommendations this month. Highest-priority diagnostic: whether the October gain holds or reflects a one-month repositioning, and which prompt types drove the return of top-three placements.

Bosch

Bosch posted the largest single-month gain in October, rising 7.8 points from 49.3% in September to 57.1%, a move the benchmark treats as significant. Against the July baseline, coverage is up 0.3 points from 56.8%. Bosch now sits 0.5 points behind Whirlpool after a 20.3-point gap to KitchenAid widened for a fourth consecutive month.

Rank-one rate rose 3.4 points from 11.3% in September to 14.7% in October, a significant move. Top-three rate fell 4.2 points from 35.4% in September to 31.2% in October, within normal variation. Raw mention presence fell from 93.3% to 93.1%.

The distinction to notice: Bosch is being named slightly less often but recommended first more often. The brand's strength is concentrated in the top slot rather than in breadth of mention. Highest-priority diagnostic: whether the rank-one gain concentrates on specific surfaces, particularly AI Mode and AI Overviews where Bosch has held the top authority position across the series.

KitchenAid

KitchenAid carries the largest baseline-to-current decline in the category, down 9.5 points from 46.3% in July to 36.8% in October, a move the benchmark treats as significant. The current month moved up 1.9 points from 34.9% in September, within normal variation.

Placement signals fell against the baseline. Top-three rate dropped 3.6 points from 10.1% in July to 6.5% in October, a significant decline. Rank-one rate dropped 1.6 points from 2.5% to 0.9%, also significant. Raw mention presence fell 2.0 points from 85.5% to 83.5%, within normal variation. The valid recommendation count fell from 243 in July to 165 in October.

The distinction to notice: KitchenAid is losing both breadth and placement depth, which separates it from brands declining on coverage alone. The gap to Bosch widened every month of the series and now stands at 20.3 points. Highest-priority diagnostic: which prompt types drove the top-three and rank-one declines, and whether the Bosch gap reflects a shift in the same comparison prompts or a separate mechanism.

Kenmore

Kenmore's coverage fell to 0.4% in October from 2.3% in July, a 1.9-point decline the benchmark treats as significant on a small count. The decline has now extended for three consecutive months. The valid recommendation count fell from 12 in July to 2 in October.

Kenmore recorded one rank-one placement and two top-three placements in October, on a raw mention presence rate of 5.6%. Against the July baseline, raw mention presence fell 2.0 points from 7.6%, within normal variation. Net sentiment sits near zero.

The distinction to notice: Kenmore's position is now defined by the absence of recommendation depth rather than active negative framing. The 2 valid recommendations are too few to read as a stable signal. Highest-priority diagnostic: whether any prompt category produces consistent Kenmore recommendations, or whether the brand's remaining presence is incidental to mentions.

LG

LG rose 7.7 points month over month, from 41.0% in September to 48.7% in October, a move the benchmark treats as significant. Against the July baseline, coverage is down 1.4 points from 50.1%, within normal variation. This is the second consecutive month in which LG's prior-to-current direction runs opposite to its baseline direction.

Placement moved in opposite directions. Top-three rate rose from 18.3% in September to 20.1% in October. Rank-one rate fell 5.6 points from 10.3% in July to 4.7% in October, a significant baseline decline. Raw mention presence fell 0.4 points from 96.8% to 96.4%. The valid recommendation count rose from 195 in September to 218 in October.

The distinction to notice: LG regained recommendation coverage without regaining first-choice placement. The brand is being named in nearly every qualified response and recommended more often, but is less often the top answer than it was in July. Highest-priority diagnostic: which competitor now occupies the rank-one slot LG held in July, and whether the AI Overviews and AI Mode surface split seen in the conflict data maps to the placement loss.

Frigidaire

Frigidaire rose 6.1 points from 23.4% in September to 29.5% in October, a move the benchmark treats as significant and the second consecutive monthly gain. Against the July baseline, coverage is down 2.3 points from 31.8%, within normal variation.

Placement signals remain thin. Top-three rate moved from 5.1% in September to 5.8% in October, against 7.4% in July. Rank-one rate sits at 0.4% in October versus 0.8% in July. Raw mention presence is essentially flat against the baseline, at 68.5% in October versus 68.4% in July. The valid recommendation count rose from 111 in September to 132 in October.

The distinction to notice: Frigidaire's recovery is running through presence and coverage, not through placement. The brand is recommended more often but still rarely at the top of a shortlist. Highest-priority diagnostic: whether the coverage gain converts to top-three placement in the next month, or whether the brand's position stabilizes as a mentioned-but-not-preferred option.

Samsung

Samsung rose 3.3 points against the July baseline, from 28.6% to 31.9%, and 5.2 points from 26.7% in September, both within normal variation. The brand moved into 7th place in October, holding the rank it took from Frigidaire and Maytag in September.

Top-three rate moved from 9.3% in July to 7.1% in October, within normal variation. Rank-one rate fell from 2.3% to 1.6%, also within variation. Raw mention presence fell 3.2 points from 87.8% to 84.6%. Net sentiment sits at 0.3, up from 0.2 in July. The valid recommendation count fell from 150 in July to 143 in October.

The distinction to notice: Samsung's coverage improved while its placement and mention breadth softened, a pattern that separates it from the brands gaining on both coverage and placement. Highest-priority diagnostic: whether the coverage gain reflects a shift in which prompts Samsung enters, and whether the negative-framing count seen across the series persists.

Sub-Zero

Sub-Zero rose 0.8 points against the July baseline, from 36.2% to 37.0%, and 5.0 points from 32.0% in September, both within normal variation. This is the second consecutive monthly gain and the second consecutive upward month in the series.

Placement signals weakened against the baseline. Top-three rate fell 7.1 points from 12.2% in July to 5.1% in October, a significant decline. Rank-one rate fell 5.2 points from 8.6% to 3.4%, also significant. Raw mention presence rose 1.0 point from 65.7% to 66.7%. The valid recommendation count fell from 190 in July to 166 in October.

The distinction to notice: Sub-Zero holds coverage near its July level on the strength of a stable raw mention presence and a high net sentiment, while top-three and rank-one placement eroded significantly. The brand is present and positively framed, less often placed at the front of a shortlist. Highest-priority diagnostic: which surfaces or prompt types produced the placement loss despite stable presence, and whether the pattern is specific to comparison prompts.

GE Appliances

GE Appliances held third place in October with 52.7% coverage, down 0.4 points from 53.1% in July, within normal variation. The current month rose 5.3 points from 47.4% in September, also within variation.

Placement moved slightly down against the baseline. Top-three rate fell 2.5 points from 24.6% to 22.1%, within variation. Rank-one rate rose 0.5 points from 5.1% to 5.6%. Raw mention presence rose 2.5 points from 92.6% to 95.1%. The valid recommendation count fell from 279 in July to 236 in October.

The distinction to notice: GE Appliances is the most stable brand in the top three across the series, with baseline-to-current movement smaller than any other brand with meaningful coverage. Its position is held by stability rather than by a gain. Highest-priority diagnostic: whether the brand can convert its strong raw mention presence into higher top-three placement, and which competitor takes the placement when GE Appliances is passed over.

Maytag

Maytag fell 3.9 points against the July baseline, from 30.9% to 27.0%, within normal variation. The current month rose 3.6 points from 23.4% in September, also within variation. The brand has moved in opposite directions against baseline and prior month for the second consecutive month.

Placement signals moved slightly down. Top-three rate fell from 7.2% in July to 5.8% in October, within variation. Rank-one rate fell from 2.7% to 2.5%. Raw mention presence rose 1.9 points from 60.6% to 62.5%. The valid recommendation count fell from 162 in July to 121 in October.

The distinction to notice: Maytag's movement is small in magnitude but has not reached the level the benchmark treats as significant in either direction. The brand sits in the lower mid-tier with stable presence and thin placement. Highest-priority diagnostic: whether the October gain persists, and which comparison prompts place Maytag below Samsung, Frigidaire, and Sub-Zero.

Buyer-Intent Interpretation

Questions This Section Answers

• Which buyer-intent clusters actually produced qualified refrigerator observations across the four months?
• What buyer questions about pricing, value, or head-to-head brand comparisons can this benchmark not yet answer?

Across July, August, September, and October, the qualified observations fell entirely within the Brand Recommendation cluster. The Pricing & Value and Multi-Brand Comparison clusters recorded zero qualified observations in every month of the series. The public benchmark therefore cannot answer which brand wins when AI systems are asked to compare options head-to-head, nor which brand AI associates with favorable pricing or value. Those questions sit outside the current qualified set. The benchmark does surface recommendation outcomes within the Brand Recommendation cluster, including who is placed first, and the inconsistency data shows that AI surfaces diverge on factual leadership and reliability claims when asked specific buyer questions.

Brand Opportunity Summary

The benchmark identifies where attention is warranted; a company-level analysis is needed to explain why.

Evidence Behind the Benchmark

The aggregate metrics are built from prompt-level observations (query, surface, recommendation outcome, rank, sentiment, and 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.

• AI Visibility Industry Market Methodology
• AI Visibility Industry Market Metrics
• AI Visibility Industry Market Standards

Report-Specific Interpretation Notes

• Small-count movement: Kenmore's 0.4% coverage represents 2 valid recommendations for October 2026. Movements at this scale should be interpreted with caution.
• Qualified denominator: All coverage percentages are calculated within the qualified benchmark set (525 observations in July 2026, 448 in October 2026), not the raw collection universe of 800 prompts.
• Narrowing base: Qualified observations fell across the series, from 525 in July to 511 in August, 475 in September, and 448 in October. October's broad point gains occurred on the smallest qualified base of the four months.
• Directional analysis: Month-over-month movement identifies changes worth investigating; it does not by itself establish the cause of those changes.
• Conflicting AI answers: The benchmark's inconsistency data for October 2026 identifies two high-severity factual conflicts across four platforms. Conflicting responses on market-share leadership and reliability framing are recorded as observed inconsistencies; they are not treated as evidence of brand performance.

Next Step

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

The aggregate percentages in this report leave the most important questions unanswered. Which high-intent prompts is a brand actually winning? When a brand loses a recommendation, which competitor takes the slot? What attributes do AI systems associate with each refrigerator option, and which external sources shape those answers? A brand-level percentage cannot answer any of these questions on its own, and the October inconsistency data shows that different AI platforms can reach opposite factual conclusions on the same buyer question.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. It turns the benchmark's signals into a concrete set of actions.

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