"Metadata Is Money Now" — The First Place AI Took Over in Media Operations

Amagi AIRTIME Report (June 2026) in full — the economics of metadata, global FAST growth, an APAC deep dive, and the message for Korea

Cover of the Amagi AIRTIME Report, June 2026 — a special edition on AI in media operations. Source: Amagi

No matter how good a piece of content is, if viewers can't find it, it might as well not exist. That is the lesson the media industry is now learning the hard way.

Amagi's latest AIRTIME Report — built on a pulse survey of 28 senior practitioners across the FAST and streaming value chain, with analysis by Gavin Bridge, Chief Analyst at FASTMaster — identifies the area where AI can create the most value in media operations: not flashy video production, but metadata. 86% of respondents said poor metadata is actively leaking money, and not a single respondent disagreed.

The backdrop to this diagnosis is the expansion of the FAST (free ad-supported streaming TV) market itself. As subscription fatigue pushes viewers toward free ad-supported viewing and connected TV widens distribution touchpoints, global FAST hours of viewing (HOV) rose 55% year over year in Q2 2026, with ad impressions up 53%.

The more channels and platforms multiply, the heavier the burden of metadata — the tags that connect content to viewers and advertising — grows, in proportion to the number of distribution endpoints. That is why this issue arrives as a special edition on AI in media operations, under the subtitle "From manual to agentic operations: How AI is changing the economics of media preparation and distribution." More than a third of respondents sit in executive leadership and 64% are North American; the report itself frames the survey as a directional read rather than a statistical verdict, yet on several questions the signal was close to unanimous.

What is metadata?

Metadata is 'data that describes data' — in plain terms, the tags attached to content. For a single film, that means the title, synopsis, genre (action, comedy, and so on), cast, production year, rating, language, runtime, and thumbnail image. Viewers rarely see it, but these tags are what a streaming service uses to decide where to place a title, whom to recommend it to, and whether it appears in search results. If the tags are weak or wrong, even excellent content ends up in the wrong place — or never surfaces at all.

"The picture that emerges is of an industry that has stopped treating metadata as a cost to minimize and started seeing the money it leaves on the table. 86% say poor metadata is actively costing them — lost ad revenue, weaker discovery, content buried down the rail — and not one respondent disagreed."

— Gavin Bridge, Chief Analyst, FASTMaster

The Real Pain Is Not Creating Metadata — It's Reworking It

Practitioners' biggest struggle is not creating metadata in the first place. The real burden is reworking the same information again and again because every platform demands its own specifications — the "format tax." 86% agreed that reformatting metadata to each platform's requirements is one of the biggest operational drags, the most-agreed statement in the entire survey. The open-ended answers pointed to the same place — different templates for each platform, image formats and aspect ratios, the endless matching and mapping of divergent requirements. In Bridge's telling, the responses read like one long sigh describing the same tax. 79% agreed that producing thumbnails to every platform's specs is among the most painful parts of distribution. By contrast, only 39% think the cost of meeting metadata requirements is too high for the value it delivers. The problem is not the cost of making metadata — it is the toll of delivering it differently, everywhere.

The supply side is no better. 71% of respondents said metadata from content owners arrives incomplete — missing genres, ratings, imagery, or episode information — and that the problem is getting worse. Not a single respondent disagreed with that statement either. The result: 64% are squeezed on both fronts at once, messy supply upstream and fragmented platform specs downstream. The channel operators and aggregators in the middle absorb both — one aggregator summed up the reality in a single complaint about content partners who cannot even agree on how to classify a genre.

Survey results: metadata inputs and delivery requirements. Source: Amagi AIRTIME Metadata Survey, June 2026

Everyone Agrees It's Bleeding Money — Only Half Are Opening Their Wallets

The report also exposes a gap between cost awareness and investment. 86% agreed that poor metadata is costing real money through lost ad revenue, weaker discovery, or platforms pushing content down — with zero disagreement — yet only half (50%) expect to meaningfully increase metadata and thumbnail-generation spending over the next two years, and roughly a third have no investment plan at all. Everyone acknowledges the loss; only half have budgeted for the fix. Bridge calls this precisely the gap the industry should now be closing.

Survey results: metadata cost, value, and investment. Source: Amagi AIRTIME Metadata Survey, June 2026

Among those who will invest, AI comes first. Asked where they will invest to improve metadata over the next 12 months, 32% chose "better AI tooling (in-house or vendor)" — the single most popular answer — followed by "building more in-house metadata capability" at 25%. Structural fixes such as vendor consolidation (4%) or playout–metadata workflow integration (7%) drew single-digit support. The industry's money is flowing to AI tools before it flows to process redesign.

Where practitioners will invest to improve metadata over the next 12 months. Source: Amagi AIRTIME Metadata Survey, June 2026

AI Adoption: Only Spot-Checks Remain

AI adoption in metadata is moving faster than expected. 57% of respondents said AI can already generate synopses, tags, and genres reliably enough that humans only need to spot-check the output, and 68% expect AI to handle most metadata generation with minimal human oversight within three years. The era of reviewing every field line by line is drawing to a close, giving way to a regime in which agents do the work and humans handle the exceptions.

Bridge points out the irony: practitioners have come to trust the machine to write metadata faster than they trust their own partners to deliver it clean. The industry is automating around a supply-quality problem rather than fixing it at the source — and Bridge cautions that AI cannot outrun garbage inputs, urging the industry to fix supply as well. It echoes the warning consultant Brian Briskman gave in the March 2026 edition: if metadata isn't consistent, everything downstream becomes a mess, and even the best AI tools can't overcome that.

The Hand That Writes the Standards Is Changing — and So Is the Engine of Discovery

The more structural shift is in who sets the rules. 68% of respondents expect the major streaming platforms — not content owners — to dictate metadata standards within three years. The format tax is the early symptom; the deeper question is who writes the spec. For content owners, the strategic stakes fit in a sentence: get your metadata house in order now, or inherit someone else's standard later.

The axis of discovery is moving too. 61% agree that today, good metadata still drives more CTV discovery than social, AI assistants, or personalized feeds — but 68% expect exactly those channels to overtake traditional EPGs and metadata within three years. That does not make metadata obsolete; it makes metadata the fuel the recommendation and agent layer runs on. As one respondent put it, the metadata that wins is the kind that can be consumed by agents — human and AI. Bad metadata won't just look wrong in a grid; it will be invisible to the systems doing the recommending. In a market where machines read content before viewers do, the quality of the tag is discoverability itself.

Already Happening in the Field: Tennis Australia and FUEL TV

The report's customer spotlights show this shift is not theoretical. At Tennis Australia, operator of the Australian Open, John Garcia, Head of Media Business Development, defines archive automation as, at its core, a metadata challenge. With 16 courts running simultaneously and more than 1,260 matches, structuring that volume of footage by hand is impossible; only AI-powered tagging, transcription, logging, and search can turn terabytes of post-event archive into a discoverable, year-round asset. His next goal is more radical still — a point of complete trust, where AI captures match-scoring data such as who scored and what shot type in real time, at 100% accuracy and with no human correction, feeding scoreboards, betting integrations, and broadcast pipelines directly.

Gene Pao, President and General Manager for North America at action-sports channel FUEL TV, advises unlearning one broadcast-era habit: the assumption that everyone sees the same screen. In a FAST environment where every viewer already receives different ads, promos must differ too — and FUEL TV ingests Nielsen demographic data, layers it with viewing behavior, and lets the system decide automatically which promo reaches which viewer. Instead of booking a studio to record new voiceover, audience metadata selects a female or male VO and attaches it. It is a preview of the programming room to come, where audience metadata makes editorial calls in real time.

Global FAST Market: Double-Digit Growth Continues

The growth of the FAST market shows why metadata has become so important. Across roughly 6,500 FAST channels distributed via Amagi THUNDERSTORM, hours of viewing in Q2 2026 (April 1 – June 15) rose 55% year over year, with ad impressions up 53% — a market where mature and emerging regions alike are still compounding at double digits, with supply and demand expanding together.

FAST channel global growth insights (Q2 2026 vs Q2 2025). Source: Amagi AIRTIME Report, June 2026

Source: Amagi AIRTIME Report (June 2026). Based on ~6,500 FAST channel deliveries distributed via Amagi THUNDERSTORM.

The share map is shifting as well. The U.S. & Canada's share of global viewing hours slipped from 57% to 54% over the year, while its share of ad impressions rose from 72% to 74% — viewing is dispersing across the world while monetization concentrates further in North America, a gap that maps directly onto the maturity of each region's ad market.

LATAM's viewing share jumped from 5% to 9%, EMEA edged up from 21% to 22%, and APAC's share eased from 17% to 15% even as its absolute viewing grew 36% — other regions simply grew faster.

Regional contribution to global HOV and ad impressions (2026 vs 2025). Source: Amagi AIRTIME Report, June 2026

By genre, Entertainment led globally with 41% of classified viewing hours and 40% of ad impressions. News accounted for 27% of HOV but delivered 33% of ad impressions, making it one of the strongest-monetizing genres. Kids topped the growth chart, with HOV up 191% and ad impressions up 118%, and newly launched channels generating 56% of the genre's viewing — growth driven by new supply rather than deeper viewing of existing channels, the signature of a genre still in its early innings.

Regional Currents: North America's Money, EMEA's Kids, LATAM's Explosion

U.S. & Canada: 74% of Global Ad Impressions

The U.S. & Canada remain the largest market, with 54% of global viewing hours and 74% of ad impressions. That 20-point spread between viewing share and ad share reflects how much more mature the region's ad operations and pricing are.

The genre mix runs Entertainment 43%, News 31%, and Lifestyle 11%, with Local News contributing 23% of regional News viewing and remaining a key driver. Kids led regional growth here too, at 187%, followed by Entertainment (66%) and Documentary (60%).

Amagi FAST channel insights: U.S. & Canada (Q2 2026). Source: Amagi AIRTIME Report, June 2026

EMEA: Kids Viewing Surges 262%

In EMEA, Entertainment is the largest genre at 33% of regional viewing, followed by Documentary (19%) and News (15%). On growth, Kids posted the steepest curve of any region — HOV up 262% and ad impressions up 152% — with Sports (+98%) and News (+85%) also strong. The region's character shows most clearly in factual content: Nature (39%) and Wildlife (31%) drive the majority of Documentary viewing, while Sports skews to Motorsports (31%) and Tennis (20%), with Football contributing 15% of Sports viewing.

Amagi FAST channel insights: EMEA (Q2 2026). Source: Amagi AIRTIME Report, June 2026

LATAM: Documentary Growth Hits 587%

Latin America is an overwhelmingly entertainment-driven market, with Entertainment taking 71% of regional viewing hours; General Entertainment (49%) and Drama (37%) together account for more than 85% of the genre. The growth chart, however, tells a different story. Documentary exploded with HOV up 587% and ad impressions up 895%, followed by News (+350%) — a signal that non-entertainment demand is awakening at triple-digit rates in a market long defined by entertainment alone. In Lifestyle, General Lifestyle (44%) and Food & Cooking (38%) lead consumption.

Amagi FAST channel insights: LATAM (Q2 2026). Source: Amagi AIRTIME Report, June 2026

APAC Deep Dive: News Dominates, Lifestyle Sprints

A closer look at Asia-Pacific reveals a profile clearly distinct from other regions. Here, News is the overwhelming leader: it accounts for 44% of total APAC viewing hours — more than double Entertainment (21%) — and 45% of regional ad impressions, topping both viewing and monetization.

Amagi FAST channel insights: APAC (Q2 2026). Source: Amagi AIRTIME Report, June 2026

The rest of the genre map is just as distinctive. Lifestyle was the fastest-growing genre, with viewing up 70%, followed by Kids (51%) and Sports (42%). In Documentary, History (35%) and Wildlife (26%) together account for more than 60% of genre viewing — a pronounced taste for historical programming that sets APAC apart from nature-centric EMEA. Sports skews broad and popular: General Sports takes 37% of the category, while Motorsports (18%) and Tennis (15%) together make up another third.

Why News Is So Strong in Asia

Unlike Europe and Latin America, where Entertainment dominates, APAC is the only region where News has consistently held the top spot across successive Amagi reports. Behind this pattern lie structural factors specific to the region.

The biggest driver is India. News consumption spikes around the country's frequent local and national elections, and demand for free content has been the strongest catalyst for FAST adoption — India's FAST boom is credited as a key factor behind APAC's connected TV user base more than doubling in a single year.

The way traditional broadcasters joined the market also differed from other regions: legacy terrestrial broadcasters in markets such as Australia brought their news into FAST in BVOD (broadcaster video on demand) form, and in contrast to the U.S., where BVOD never took hold as a mainstream service, an influx of trusted branded news channels lifted viewing hours across APAC.

Viewing habits and infrastructure tilt toward news as well. FAST viewers lean toward following current affairs in real time, and the pattern is especially pronounced in APAC, where news demand is highly segmented by country and language.

With smartphone penetration at 88.9% and connected TVs spreading fast, the region offers instant, subscription-free access to news — the genre's defining traits of free, immediate, and topical align precisely with APAC's infrastructure and consumption habits. In short, APAC's news strength is not the product of a single factor but the combination of surging India-driven demand, traditional broadcasters' entry into FAST, current-affairs-oriented viewing habits, and free, high-access infrastructure.

APAC Genre Growth (Q2 2026)

Source: Amagi FAST Channel Insights — APAC (Amagi AIRTIME Report, June 2026).

The standout figure is the Kids genre's ad impression growth: viewing hours rose 51%, but ad impressions jumped 327%. When advertising grows six times faster than viewing, advertisers are racing to buy the genre's inventory — a sign that the monetization value of kids' channels in APAC is being rapidly repriced.

The Message for Korea: Build the Pipeline Before the Channels

Read from the vantage point of the K-content industry, the report carries four implications.

First, a window is open in Kids. The genre posted the highest growth rates across every region — 191% in global viewing, 262% in EMEA, and a 327% ad-impression surge in APAC — with new channels generating 56% of global genre viewing. This is a supply-driven phase, before incumbents harden. For Korean players holding animation and kids' libraries, it is the moment to enter at the channel level.

Second, an entertainment-only playbook is not enough for APAC. With News at 44% of regional viewing and Lifestyle as the fastest-growing genre, a lineup built solely on drama and variety misses half of the region's demand. What travels is a channel portfolio that also targets localized news and K-lifestyle (food, beauty, travel) — paired with metadata designed so that platforms and recommendation systems can actually read that programming.

Third, Latin America has emerged as the next distribution frontier. Viewing hours grew 190%, and even non-entertainment genres such as Documentary (+587%) and News (+350%) are growing at triple digits. With Entertainment at 71% of regional viewing and Drama as its backbone, the market's structure aligns naturally with the expansion of K-dramas and formats into Spanish- and Portuguese-speaking territories.

Fourth — and most fundamentally — the gateway to these markets has shifted to the metadata-and-AI pipeline. 68% of practitioners expect streaming platforms to dictate metadata standards within three years. Without the capability to automatically convert multilingual metadata to each platform's specs and to run AI dubbing, subtitling, and thumbnail generation as one pipeline, content can reach the shelf and still be invisible to the recommendation layer. More than the number of channels launched, the design of this pipeline will decide whether Korean players inherit someone else's spec or negotiate with their own.

Conclusion: In H2, Metadata Decides the Game

Heading into the second half of 2026, FAST channels and distribution outlets will keep multiplying. The more channels there are, the heavier the "format tax" grows and the deeper the dependence on algorithmic recommendation becomes. Alongside making great content, the ability to automate and standardize metadata so that every platform and recommendation system reads it correctly will decide who profits.

One OTT/CTV executive quoted in the report compresses the direction of travel: metadata is still treated like back-end hygiene when it should function as a front-end monetization asset — because monetization starts the moment a viewer considers what to watch. The handover of metadata to AI is already irreversible, and the players who systematize it first will take the larger share of H2 growth.

References

1. Amagi AIRTIME Report, June 2026. Pulse survey of 28 senior practitioners across the FAST and streaming value chain, with analysis by Gavin Bridge (FASTMaster). Market data covers ~6,500 FAST channels distributed via Amagi THUNDERSTORM, Q2 2026 (Apr 1–Jun 15) vs Q2 2025. https://www.amagi.com/resources/fast-report

2. CSI Magazine, "India drives CTV users to double in APAC," citing Amagi Global FAST Report. https://www.csimagazine.com/csi/India-drives-CTV-users-to-double-in-APAC.php

3. Amagi, "Grabbing the remote control: What's on FAST?" (FAST Report), 2024. https://www.amagi.com/hubfs/Website%20Resources/industry-report/amagi-fast-report-11.pdf

4. Broadband TV News, "APAC drives FAST channel growth," Sep 2023. https://www.broadbandtvnews.com/2023/09/26/apac-drives-fast-channel-growth/