How AI Search Is Recommending TV Streaming Services: Monthly Trends

Executive Summary

Hulu is the coverage leader in the October 2026 benchmark and the category leader on the primary metric, holding a 50.3% valid recommendation coverage rate. That is up 13.2 points from September 2026 and up 9.7 points from the July 2026 baseline of 40.6%. The gap to the next brand, YouTube TV at 45.3%, stands at 5.0 points, meaning the top of the category is now occupied by two services separated by a single-digit margin rather than a broad field.

YouTube TV is the strongest cumulative riser with 45.3% coverage, up 15.5 points from the July 2026 baseline. Its rank-one rate rose to 20.8% from 8.2% in July 2026, and its top-three rate rose to 26.0% from 10.6%. Disney+ also broke out this month, up 8.8 points from the July 2026 baseline to 38.5%, a gain of 10.9 points from September 2026 alone. Peacock, Paramount+, and Sling TV each moved sharply upward against the prior month as well.

Netflix is the sharpest decliner and the only brand classified as a significant decliner, moving from 26.5% coverage in September 2026 to 0.0% in October 2026, a decline of 26.5 points from the prior month and 22.3 points from the July 2026 baseline. Netflix's near-total disappearance from the qualified recommendation set is the single largest structural change in this period and it reshapes the competitive picture for every other brand on the board.

Relative to the prior month, the category is classified as mixed: seven brands are significant risers, one is a significant decliner, and three are stable (Apple TV+, CiteWork Studios, and HBO Max). This is a substantially more active month than September 2026, which was classified as quiet with no significant movement.

Each monthly run begins with 800 prompt-surface observations (631 unique questions in October 2026) across the benchmark's defined AI/search surface universe. Of those, 800 mentioned a tracked brand or competitor; 749 were relevant and 51 were irrelevant. The public metrics use the 662 qualified observations that survive both qualification stages. The July 2026 baseline began with the same 800 prompt-surface observations (573 unique questions), of which 800 mentioned a tracked brand or competitor, 783 were relevant and 17 were irrelevant, producing 727 qualified observations.

Key Findings

AI Response Inconsistency Alerts

The benchmark's inconsistency review detected nine critical or high-severity factual conflicts this month, spanning seven companies and eight AI platforms.

Apple TV+

AI platforms provided conflicting information about Apple TV+ monthly pricing. When asked "What are the current prices for streaming services?" Gemini stated the price is $14.99 per month, citing PCMag's Streaming Price Hike Tracker, streamingpricetracker.com, and a Business Insider deals guide. AI Overviews stated the price falls in a $9.99 to $12.99 per month range, citing NerdWallet and CableTV.com. A CableTV.com editorial ranking page was flagged for the $14.99 monthly figure. The two claims cannot both describe the same current monthly rate.

Responses also differed on military discount availability. When asked "Which streaming services give a military discount?" ChatGPT stated that Apple TV+ generally does not have a standing military discount, citing Military.com and Peacock's military discount page. Perplexity stated that Apple TV+ is noted as offering military discounts or special pricing, citing Military.com, USA Today, and The Military Wallet. Three sources were flagged: a Military Wallet page asserting that Apple TV is among services offering military discounts, a Retail Salute page describing a 10% discount on Apple products including Apple TV, and a My Military Benefits page stating there is currently no Apple TV+ military offer.

Disney+

AI platforms provided conflicting information about Disney+ monthly pricing for the ad-supported tier. When asked for a "list of streaming services and prices," AI Overviews (keyword variant) stated the ad-supported tier is $11.99 per month, citing NerdWallet and CableTV.com. AI Mode (keyword variant) stated the same tier is $9.99 per month, citing Deadline and Nerdist. A Yahoo streaming article was flagged for the $11.99 figure and a Today.com listing was flagged for the $9.99 figure. Both answers name a specific price for the same plan.

Responses also differed on free trial availability. When asked "What TV apps can I get a free trial for?" Perplexity stated that Disney+ sometimes offers a free trial, varying by region and promotion, citing Rolling Stone, The Spool, and Business Insider. Copilot stated that Disney+ has discontinued free trials, citing Yahoo Tech and A Good Movie to Watch. Three sources were flagged for the discontinued position: a Hotdog.com trials page, a Rolling Stone article, and a Business Insider guide.

Amazon Prime Video

AI platforms provided conflicting information about where the film Elf can be watched. When asked "Where can you watch Elf?" Gemini stated that Amazon Prime Video offers the title only for digital rental or purchase, citing TV Guide, a Hulu guide, and IGN. Perplexity stated that Elf can be streamed with a subscription on Amazon Prime Video, citing a Hulu guide, JustWatch, and Yahoo Entertainment. Three sources were flagged on both sides of the conflict, including a Yahoo Entertainment page describing an add-on route through Prime Video and a CordCutting.com page stating that viewing Elf can be elusive without a purchase or rental.

Hulu

AI platforms provided conflicting information about the Hulu + Live TV free trial length. When asked "What streaming app has a free trial?" ChatGPT stated that Hulu + Live TV has a 3-day free trial, citing Decider and Hulu's Starz page. Copilot stated that Hulu (on-demand) has a 30-day free trial, citing Savings Grove and Yahoo Tech. A Decider article was flagged for the 3-day figure and an A Good Movie to Watch page was flagged for the full-month figure. The trial lengths describe the same service and cannot both be current.

Paramount+

AI platforms provided conflicting information about Paramount+ free trial availability. When asked "Which streaming TV has free trials?" ChatGPT stated that the Paramount+ direct free trial is no longer available, citing Yahoo Tech, TechRadar, and A Good Movie to Watch. AI Mode stated that Paramount+ features a 7-day free trial, citing Rolling Stone, a Hulu page, and a YouTube TV browse page. Three sources were flagged for the no-trial position: a StreamingFreeTrial.com page, the Yahoo Tech article, and a CC Startup blog post listing Disney+, Peacock, and Paramount+ among services that no longer offer free trials.

Peacock

AI platforms provided conflicting information about Peacock free trial availability. When asked "What streaming app has a free trial?" ChatGPT stated that Peacock currently has no standard free trial, citing Decider, Hulu's Starz page, and a Business Insider coupon guide. Copilot stated that Peacock has a 7-day free trial, citing Savings Grove and Yahoo Tech. Three sources were flagged, including a Decider article describing a seven-day Peacock trial via Prime Video and an A Good Movie to Watch page stating that Peacock followed other services in dropping free trials.

Sling TV

AI platforms provided conflicting information about Sling TV's starting price. When asked "What is the best TV service to use?" AI Mode stated a starting price of around $46 per month, citing CNET and a News & Observer live TV price breakdown. AI Overviews stated that plans start near $20 per month for basic tiers, citing CNET, ZDNET, and Reviews.org. Three sources were flagged for the near-$20 position, including an Allconnect page advertising cheap TV plans starting at $20 and a DirecTV page listing Sling Essentials or Select from $19.99 per month. The two base prices are incompatible.

Benchmark Context

Questions This Section Answers

• How many prompt-surface observations qualified for the October 2026 TV streaming benchmark?
• What changed in the qualified benchmark set between July 2026 and October 2026?
• Why did the recommendation-shaped and shortlist shares jump so sharply in 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.

These qualified counts are the denominator for every brand-level percentage in this report. October's 662 qualified observations sit below July's 727 and below September 2026's 728. The intermediate months ran 697 qualified observations in August 2026 and 728 in September 2026, so the qualified set has contracted against the recent middle of the series.

Benchmark-Level Metrics

The following category-level metrics summarize the shift from the July 2026 baseline to the October 2026 benchmark.

The intermediate month matters for interpretation here. The recommendation-shaped answer share sat at 19.7% in August 2026 and 20.3% in September 2026 before jumping to 34.6% in October 2026, and the valid recommendation shortlist share sat at 32.0% in August 2026 and 34.1% in September 2026 before reaching 52.7% in October 2026. The October collection is materially more recommendation-shaped than the months preceding it.

AI Recommendation Trend

Questions This Section Answers

• Which TV streaming services lead the October 2026 coverage ranking?
• How narrow is the gap between Hulu and YouTube TV at the top of the category?
• Which brands moved the most from the July 2026 baseline, and in which direction?

Hulu and YouTube TV Now Sit Alone at the Top, With Netflix's Removal Tilting the Field

Hulu leads the category at 50.3% coverage and YouTube TV sits second at 45.3%, a 5.0-point margin that is the narrowest top-two separation of the series. Seven brands exceeded normal month-to-month variation against the July 2026 baseline, and Netflix's decline exceeded it in the opposite direction; the category-level change therefore came from several individually significant movements in the same direction plus one large removal, not from a single brand's shift alone.

What Changed This Month

Questions This Section Answers

• Which TV streaming service posted the largest single-month coverage gain in October 2026?
• How did Netflix move from a leading rank-one rate to zero coverage?
• Which brands rose in coverage but not in top-three or rank-one placement?

Hulu: Leader Extends, With Placement Gains Behind the Coverage Jump

Hulu's coverage moved from 40.6% in July 2026 to 34.7% in August 2026, 37.1% in September 2026, and 50.3% in October 2026, a gain of 9.7 points from baseline and 13.2 points from the prior month. That prior-to-current move is the larger figure, and it is the sharpest single-month expansion posted by any brand this month apart from Peacock.

The coverage gain is backed by placement, not just presence. Hulu's top-three rate rose to 28.1% in October 2026 from 16.8% in July 2026, an 11.3-point increase, and its rank-one rate rose to 6.3% from 4.4%. Hulu's valid recommendation count stands at 333 of 662 qualified observations. Raw mention presence is 98.5%, the highest in the category, up from 97.2% in July 2026.

The distinction worth noting is that Hulu was already the most-mentioned brand in the category and its presence has not moved much across the series. What changed is conversion: the brand is now being placed at the top of recommendation shortlists far more often, and the coverage number reflects that placement shift rather than a new presence gain.

Highest-priority diagnostic: Which prompt types and AI surfaces produced the top-three and rank-one gains, and whether the October coverage level holds in a month with a different recommendation-shaped answer mix.

YouTube TV: Largest Cumulative Riser, With Rank-One Leadership

YouTube TV rose from 29.8% coverage in July 2026 to 30.7% in August 2026, 33.5% in September 2026, and 45.3% in October 2026. The 15.5-point baseline gain is the largest in the category, and it is the third consecutive month of increase. The prior-to-current move was 11.8 points, also significant.

The gain is unusually broad. YouTube TV's top-three rate reached 26.0% in October 2026 from 10.6% in July 2026, up 15.4 points, and its rank-one rate reached 20.8% from 8.2%, up 12.6 points. Raw mention presence rose to 85.2% from 76.5%. The brand holds 300 valid recommendations of 662 qualified observations and 138 rank-one placements.

The distinction is that YouTube TV has moved from a presence-led story to a placement-led one. Its earlier gains came mostly through broader mention; the October gain is concentrated in first-choice and top-three placements, which is where recommendation credit is heaviest.

Highest-priority diagnostic: Which surfaces and prompt contexts drove the rank-one concentration, and whether the first-choice share is stable across the AI surface families or concentrated in one or two.

Peacock: Largest Single-Month Riser in the Category

Peacock moved from 28.2% coverage in July 2026 to 28.4% in August 2026, down to 25.0% in September 2026, and up to 38.8% in October 2026. That is a 10.6-point gain from baseline and a 13.8-point gain from the prior month, the largest prior-to-current move of any brand this month.

The placement figures moved much less than coverage. Peacock's top-three rate reached 5.4% in October 2026 from 4.5% in July 2026, and its rank-one rate eased to 1.1% from 1.5%. Raw mention presence rose to 86.9% from 78.1%, an 8.8-point gain. Peacock's valid recommendation count is 257 of 662 qualified observations.

The distinction for Peacock is between shortlist inclusion and top placement. Coverage rose sharply because the brand appears in more valid recommendation shortlists and more raw mentions, but its share of top-three and first-choice placements is essentially where it was in July. Coverage gains of this size driven by shortlist inclusion do not carry the same weight as top-three gains.

Highest-priority diagnostic: Which prompt contexts added Peacock to shortlists without moving it into top-three placement, and which brands occupy the top slots in those same answers.

Disney+: Sharpest Prior-to-Current Riser After the Two Quiet Months

Disney+ moved from 29.7% coverage in July 2026 to 28.8% in August 2026 and 27.6% in September 2026, then up to 38.5% in October 2026. The 8.8-point baseline gain breaks a two-month decline, and the 10.9-point prior-to-current move is the brand's largest single-month change in the series.

Two supporting signals moved this month. Raw mention presence rose to 92.0% from 88.4% in July 2026, a 3.6-point gain, and the top-three rate rose to 23.1% from 16.6%, a 6.5-point gain. The rank-one rate held essentially flat at 4.5% versus 4.7%. Disney+'s valid recommendation count is 255 of 662 qualified observations.

The distinction is that Disney+ has gained in shortlist inclusion and top-three placement without gaining in first-choice placement. The brand is reaching the upper tier of recommendation shortlists more often, but the top slot has not followed at the same rate.

Highest-priority diagnostic: Whether the top-three gain is concentrated in specific franchise or content prompts, and what separates the brand from the rank-one position it held in July 2026.

Netflix: Removed From the Qualified Recommendation Set

Netflix moved from 22.3% coverage in July 2026 to 25.2% in August 2026 and 26.5% in September 2026, then to 0.0% in October 2026. That is a 22.3-point decline from baseline and a 26.5-point decline from the prior month. The brand is classified as a significant decliner and is the only brand in that classification this month.

The movement is categorical rather than gradual. Netflix held a 26.5% valid recommendation coverage rate as recently as September 2026; in October 2026 it does not appear in the qualified recommendation set at all. No raw mention presence rate, top-three rate, or rank-one rate is reported for Netflix this month.

The distinction is that this is not a low-presence brand losing placement gradually. In July 2026, Netflix held the highest rank-one rate in the category at 12.7%, well ahead of the next brand. The October position is a full withdrawal from the measured recommendation set rather than a decline within it.

Highest-priority diagnostic: Whether Netflix's absence is attributable to the composition of the October qualified set, to a change in how the surface families handled prompts in this period, or to a collection or qualification difference, and whether the brand returns in the next run.

Amazon Prime Video, Paramount+, and Sling TV: Broad-Based Rises With Different Placement Profiles

Amazon Prime Video rose from 26.3% coverage in July 2026 to 35.9% in October 2026, up 9.6 points from baseline and 8.7 points from September 2026. Its top-three rate rose to 14.3% from 11.8% and its rank-one rate eased to 3.0% from 3.4%. Its valid recommendation count is 238 of 662 qualified observations.

Paramount+ rose from 26.1% coverage in July 2026 to 35.0% in October 2026, up 8.9 points from baseline and 10.7 points from the prior month. The gain came with a 12.8-point rise in raw mention presence, from 72.2% to 85.0%. Its top-three rate rose to 5.6% from 4.1% and its rank-one rate to 1.1% from 0.8%. Its valid recommendation count is 232 of 662 qualified observations.

Sling TV rose from 25.0% coverage in July 2026 to 34.4% in October 2026, up 9.4 points from baseline and 10.2 points from the prior month, a second consecutive month of increase. Its top-three rate reached 11.8% from 5.5%, a 6.3-point gain. Its valid recommendation count is 228 of 662 qualified observations, and its raw mention presence of 70.2% remains the lowest among the category's streaming brands.

The distinction across these three is that their coverage gains rest on different placement profiles. Amazon Prime Video gained coverage with a modest top-three improvement and no rank-one gain. Paramount+ gained coverage and presence in parallel without a significant top-three move. Sling TV gained both coverage and top-three placement while remaining the least-mentioned brand in the category.

Highest-priority diagnostic: For each, which prompt contexts account for the coverage gain and whether it is concentrated in the same surfaces that produced the gains for the category leaders.

HBO Max and Apple TV+: Stable, With Divergent Placement Signals

HBO Max rose from 28.9% coverage in July 2026 to 32.2% in October 2026, up 3.3 points, and Apple TV+ rose from 25.7% to 28.1%, up 2.4 points. Both moves sit below the category's normal month-to-month variation and both brands are classified as stable.

HBO Max's top-three rate rose to 16.2% from 13.9%, a 2.3-point gain, and its rank-one rate edged up to 3.6% from 3.2%. Its raw mention presence fell to 77.2% from 81.0%, a 3.8-point decline. HBO Max holds 213 valid recommendations of 662 qualified observations.

Apple TV+ moved in the opposite direction on placement. Its top-three rate fell to 4.8% from 7.3% in July 2026, a 2.5-point decline, and its rank-one rate fell to 0.0% from 0.7%. Its valid recommendation count is 186 of 662 qualified observations, and its raw mention presence of 73.1% is second-lowest among the category's streaming brands.

The distinction is that HBO Max converted a small coverage gain into a small top-three improvement, while Apple TV+ gained coverage while losing top-three and rank-one placement. Two brands moving in the same direction on coverage with opposite placement signals is the kind of divergence that aggregate percentages can conceal.

Highest-priority diagnostic: For Apple TV+, which prompts previously produced top-three placement and where that placement moved; for HBO Max, whether the top-three improvement is concentrated in specific content categories.

Category Redistribution Behind the Netflix Withdrawal

The notable-gap series shows the category repositioning sharply around the Netflix withdrawal. The Hulu-to-Netflix gap moved from 18.3 points in July 2026 to 50.3 points in October 2026, widened by 32.0 points. The Netflix-to-YouTube TV gap moved from minus 7.5 points in July 2026 to minus 45.3 points in October 2026, a swing of 37.8 points. The Netflix-to-Peacock gap moved from minus 5.9 points to minus 38.8 points, a swing of 32.9 points.

These are observations about the distribution of measured recommendation credit rather than verdicts on any brand's position. The category's recommendation credit concentrated at the top and across seven risers in the same month that one previously leading brand left the qualified set.

Buyer-Intent Interpretation

Questions This Section Answers

• Which buyer-intent clusters produced qualified observations in October 2026?
• Why can't the public benchmark yet answer which streaming service AI positions as best value?
• What commercial questions remain unanswered because pricing and comparison prompts didn't qualify?

The qualified observations for October 2026 fell into the brand recommendation class, the same concentration seen across the series. The Pricing & Value and Multi-Brand Comparison clusters recorded no qualified observations this month. The 662 qualified October observations therefore describe which services AI recommends in general discovery queries.

The commercial consequence is that the public benchmark cannot yet answer the questions that matter most for subscription businesses. It does not measure which service AI positions as best value, how pricing language shapes recommendations, or who wins a head-to-head comparison between two named services. Pricing-analysis and comparison-analysis responses were collected in October 2026, but they did not survive into the qualified buyer-intent clusters, so the benchmark reports their existence without reporting their outcomes.

Brand Opportunity Summary

Questions This Section Answers

• Which streaming services have the strongest current signal in the October 2026 benchmark?
• What should each brand investigate to explain its coverage or placement gap?
• Why can't the public benchmark explain why a brand like Netflix left the qualified set?

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: Individual recommendation counts for several brands are small relative to the qualified set. A change of a few valid recommendations can produce a multi-point movement, especially for brands with lower coverage. Treat small-count movements as directional, not definitive.
• Qualified denominator vs. raw collection: Brand-level percentages use the qualified observation set (727 in July 2026, 662 in October 2026), not the 800 raw prompts per month. The raw collection includes prompts that were irrelevant or reserved.
• Directional analysis: Month-over-month movement identifies changes worth investigating; it does not by itself establish cause. October 2026 is classified as a mixed month with seven significant risers and one significant decliner.
• Categorical removal: Netflix's move from 26.5% coverage in September 2026 to 0.0% in October 2026 is a removal from the qualified recommendation set rather than a gradual decline within it. That distinction matters for interpretation, because no placement or presence figures are reported for the brand this month.
• Surface breadth: The benchmark covers six AI surface families: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. Keyword variants are rolled up into their canonical families.

Next Step

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

Beneath the aggregate percentages sit the questions that matter for strategy: which high-intent prompts does a brand win, which competitor takes the recommendation when a brand loses, what attributes do AI systems associate with each option, and which external sources shape those answers. The public benchmark shows that Hulu leads on coverage and YouTube TV leads on rank-one placement, but it does not reveal which specific queries produce those outcomes or why Netflix left the qualified set entirely.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy.

Request an AI visibility audit