Audio and podcast advertising for enterprise buyers
Asked as “audio advertising platform”, and as “podcast and streaming audio ad platform”, on behalf of an enterprise B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
32%
Contested · Amazon Ads 6%
32StackAdapt06Amazon Ads06Amazon DSP55others
32% of first choices, contested.
Since October 2026▲+15Since October 2026: 17% → 32%, +15 points. Past the 11-point floor: movement.StackAdapt held the lead, +15 points on 17%, past the floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
AudioGo54%Clear leader▲+5Since October 2026: 49% → 54%, +5 points. Inside the 11-point floor: within noise.Standing →Mid-marketAudioGo29%Contested▼−5Since October 2026: 34% → 29%, −5 points. Inside the 11-point floor: within noise.Standing →Enterprise
StackAdapt32%Contested▲+15Since October 2026: 17% → 32%, +15 points. Past the 11-point floor: movement.This page
AudioGo54%Clear leader▲+5Since October 2026: 49% → 54%, +5 points. Inside the 11-point floor: within noise.Standing →Mid-marketAudioGo29%Contested▼−5Since October 2026: 34% → 29%, −5 points. Inside the 11-point floor: within noise.Standing →EnterpriseStackAdapt32%Contested▲+15Since October 2026: 17% → 32%, +15 points. Past the 11-point floor: movement.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01StackAdapt32%7%28endorsed leader▲+15Since October 2026: 17% → 32%, +15 points. Past the 11-point floor: movement.17% → 32%
StackAdapt32%7%28endorsed leader▲+15Since October 2026: 17% → 32%, +15 points. Past the 11-point floor: movement.17% → 32%02
The Trade Desk6%4%25accepted challenger▼−9Since October 2026: 15% → 6%, −9 points. Inside the 11-point floor: within noise.15% → 6%
The Trade Desk6%4%25accepted challenger▼−9Since October 2026: 15% → 6%, −9 points. Inside the 11-point floor: within noise.15% → 6%03
Spotify Ads Manager6%19%37accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
Spotify Ads Manager6%19%37accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%04
Amazon DSP6%15%13accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
Amazon DSP6%15%13accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%05
Acast4%3%35accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Acast4%3%35accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%06
AdsWizz4%12%25accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
AdsWizz4%12%25accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%07
Spotify Advertising2%6%17accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%
Spotify Advertising2%6%17accepted challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%08
SiriusXM Media2%20%15accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
SiriusXM Media2%20%15accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the four products at 0%, ordered by negative rate
12AudioGo0%43%14criticized challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
AudioGo0%43%14criticized challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%11Megaphone0%20%10accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
10
Triton Digital0%8%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Triton Digital0%8%12accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
iHeartMedia0%5%20accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
iHeartMedia0%5%20accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All ten head-to-head pages: the top five products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01020304050607080910M11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01StackAdapt32%
StackAdapt32%02The Trade Desk6%
The Trade Desk6%03Spotify Ads Manager6%
Spotify Ads Manager6%04Amazon DSP6%
Amazon DSP6%05Acast4%
Acast4%06AdsWizz4%
AdsWizz4%07Spotify Advertising2%
Spotify Advertising2%08SiriusXM Media2%
SiriusXM Media2%09iHeartMedia0%
iHeartMedia0%10Triton Digital0%
Triton Digital0%11Megaphone0%
12AudioGo0%
AudioGo0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Spotify Ads Manager19%
7 of 37 labels negative · 7 of 14 models
“Leading platforms like Spotify and Apple Podcasts are developing more robust brand safety tools, but enterprises should verify these capabilities before committing significant budgets.” Claude Haiku 4.5, negative prompt
AudioGo43%
6 of 14 labels negative · 4 of 14 models · 1 hard negative
“Avoid platforms whose pricing changes dynamically... AudioGo, for example, adjusts bids in real time and charges only for delivered ads, so final costs are less predictable.” Perplexity Sonar, budget prompt
Podbean Ads Marketplace100%
4 of 4 labels negative · 4 of 14 models · 1 hard negative
“recommendations to avoid due to concerns about ad quality, targeting, and overall reliability for enterprise use” Mistral Small, negative prompt
AdvertiseCast
100%
3 of 3 labels negative · 3 of 14 models · 1 hard negative
“its CPM‑based model can lead to budget creep if not tightly managed, and some reports cite poor attribution” GLM 4.7 FlashX, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 975 links across 247 sites, every framing counted. Ranked by the number of answers carrying the site or page. 56 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Acast40 answers · 84 citations · 13 models
vendor site · Hey Sid29 answers · 39 citations · 12 models
vendor site · AudioGo25 answers · 38 citations · 11 models
vendor site · SiriusXM Media19 answers · 46 citations · 10 models
vendor site · Spotify19 answers · 41 citations · 8 models
publisher (Gane)19 answers · 22 citations · 10 models
18 answers · 18 citations · 10 models
vendor site · StackAdapt16 answers · 34 citations · 9 models
vendor site · Amazon16 answers · 31 citations · 11 models
15 answers · 17 citations · 8 models
15 answers · 16 citations · 9 models
vendor site · AdsWizz12 answers · 23 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
24 answers · 12 models
19 answers · 11 models
18 answers · 10 models
15 answers · 9 models
14 answers · 8 models
14 answers · 9 models
14 answers · 9 models
14 answers · 9 models
14 answers · 8 models
12 answers · 5 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “audio advertising platform”, “best audio advertising platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| StackAdapt stackadapt.com | 32% | 393 | 8,100 | 167 | 26,512 | $18,665 | 39 | 4 |
| Spotify Ads Manager spotify.com Spotify Ads Manager 6%, Spotify Advertising 2%, Spotify Audience Network 2%, Spotify Ads Manager - Reserved Buying 2% and 1 more | 13% | 146 | 3,600 | 66 | 473,414,163 | $49 | 40 | 1 |
| The Trade Desk thetradedesk.com | 6% | 351 | 27,100 | 1,140 | 68,569 | $8,113 | 18 | 7 |
| Amazon DSP amazon.com | 6% | 139 | 22,200 | 1,498 | 1,681,997,879 | $106,125 | 115 | 3 |
| Amazon Ads amazon.jobs | 6% | 174 | 18,100 | 2,303 | ||||
| Acast acast.com | 4% | 109 | 4,400 | 967 | 165,594 | 9 | ||
| AdsWizz adswizz.com | 4% | 37 | 720 | 11 | 517 | 4 | ||
| SXM Media | 4% | |||||||
| Madison Logic madisonlogic.com | 4% | 31 | 880 | 22 | 1,781 | 5 | ||
| Intentsify intentsify.io | 4% | 26 | 590 | 10 | 3,250 | 5 |
Google's top ten for the two searches hold 16 sites; 5 of them are among the sites the models cited here (ads.spotify.com, adswizz.com, advertising.amazon.com, audiogo.com, stackadapt.com). The first result for “audio advertising platform” is viantinc.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best audio advertising platform for an enterprise B2B company?”Paraphrase“Which podcast and streaming audio ad platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade audio and podcast advertising platforms and how do they differ?”Budget-constrained“What is the best audio advertising platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an audio advertising platform. What should we look at?”Negative“Which audio and podcast advertising platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5LinkedIn Audio Adsagainst: SiriusXMSiriusXM PodcastsChangedagainst: Spotify for PodcastersAcastAdsWizzno first choiceagainst: Apple Podcasts, Spotify Ads Manager
Five alternatives
Acast, Megaphone, Midroll Media, Podtrac, Spotify for BusinessFour alternatives
Acast, Megaphone, Podtrac, iHeartMediaFive alternatives
SXM Media, Spotify Audience Network, Spotify/Megaphone, Triton Digital, iHeartTwo alternatives
AudioGo, Triton Digital AudioGPT-5.4 miniAdsWizzagainst: Podbean Ads MarketplaceAmazon DSPChangedagainst: DV360, Google Ad ManagerAdsWizz, Spotify Ad Exchange, Spotify Ads Manager, Triton Digitalno first choiceno first choicenothing named
One alternative
AudioboomThree alternatives
AdsWizz, SiriusXM, Spotify Ad ExchangeOne alternative
iHeartMediaGemini 3.5 FlashDemandbase, The Trade DeskThe Trade DeskChangedSpotify Advertising StackThe Trade Deskno first choiceagainst: Libsyn, Podbean Ads Marketplace, Spotify Ads Manager
Four alternatives
Acast, SXM Media, Spotify Advertising, StackAdaptThree alternatives
Acast, SXM Media, Spotify Audience NetworkFour alternatives
Acast, AdsWizz, The Trade Desk, Triton DigitalThree alternatives
AdsWizz, Spotify Enterprise Direct, StackAdaptPerplexity SonarStackAdaptStackAdaptHeldAdsWizz, Triton Digitalagainst: AudioGoAmazon Audio Adsagainst: AudioGo, SiriusXM Media, StackAdaptno first choiceagainst: AdsWizz, AdvertiseCast, AudioGo, Gumball, Podbean Ads Marketplace, Podcorn, Spotify Ads Manager, StackAdapt
Five alternatives
Acast, Demandbase, Spotify Advertising, The Trade Desk, iHeartMediaTwo alternatives
Acast, Spotify AdvertisingTen alternatives
Acast, Amazon DSP, AudioGo, Pandora, SiriusXM Media, Spotify Advertising, Spotify Audience Network, StackAdapt, Viant, iHeartMediaGrok 4.20IntentsifyAcastChangedAcastagainst: Google Ads, The Trade DeskAmazon Ads, Spotify Ads Manageragainst: AdsWizz, AudioGo, Audiohook, Google Display & Video 360, Pandora, SiriusXM Media, iHeartRadiono first choiceagainst: AdsWizz, Megaphone, Spotify Ads Manager
Three alternatives
AdsWizz, Spotify Advertising, iHeartMediaFour alternatives
SXM Media, Spotify Ads Manager or Spotify Advertising, StackAdapt, The Trade DeskFour alternatives
Amazon Advertising, SXM Media, Spotify Ads Manager, iHeart Podcast Network / iHeartMediaMistral SmallStackAdaptAcastChangedTriton DigitalAmazon Adsno first choiceagainst: Acast Self-Serve, Amazon Music, AudioGo, Pandora, Podbean Ads Marketplace, Spotify Ads Manager
Three alternatives
Spotify Ads Manager, The Trade Desk, iHeartMediaFour alternatives
Amazon DSP, Spotify Ads Manager, Spotify Audience Network, The Trade DeskFive alternatives
Acast, Libsyn Ads, Spotify Ads Manager, StackAdapt, iHeart Audience NetworkTwo alternatives
SiriusXM Media, Spotify Ads ManagerDeepSeek V4 FlashStackAdaptSXM MediaChangedAcast, Megaphone, Spotify Ads Manager, Spotify Audience NetworkStackAdaptagainst: Acast, Amazon Audio Ads, AudioGo, SiriusXM Media, Spotify Ads Manager, Triton Digitalno first choiceagainst: Wondery, iHeartMedia
Five alternatives
Hey Sid, ProspectBase, Spotify Advertising, The Trade Desk, iHeartMediaFour alternatives
Acast, Intentsify, Madison Logic, Spotify AdvertisingTwo alternatives
SiriusXM Media, iHeartMediaLlama 4 MaverickStackAdaptStackAdaptHeldno first choiceagainst: BuzzsproutStackAdaptno first choicenothing named
Three alternatives
Acast, Spotify Audience Network, Triton DigitalThree alternatives
Acast, Amazon Ads, AudioGoQwen 3.7 FlashIntentsify, Madison LogicStackAdaptChangedAcastSpotify Ads Managerno first choicenothing named
Four alternatives
AdsWizz, Spotify Advertising, The Trade Desk, iHeartMediaThree alternatives
Spotify Advertising, SpotsNow, The Trade DeskSix alternatives
Google Ads, Megaphone, SiriusXM SXM Audio, Spotify Ads Manager, Triton Digital, iHeart Audience NetworkFour alternatives
Pandora Advertising, Spotter.tv, The Trade Desk, WAVES Media GroupKimi K2SiriusXM Media, Spotify Advertising, Spotify Audience NetworkSXM MediaChangedAcastAmazon DSPagainst: Spotify Advertisingno first choiceagainst: Pandora, Spotify Ads Manager
Three alternatives
Madison Logic, StackAdapt, The Trade DeskOne alternative
Spotify Audience NetworkEight alternatives
Amazon DSP, Megaphone, SiriusXM Media, Spotify Ads Manager, Spotify Audience Network, Triton Omny Studio, iHeartMedia, iHeartRadioFour alternatives
AdsWizz, SXM Media, SiriusXM Media, Triton DigitalGLM 4.7 FlashXno first choiceStackAdaptChangedAcastAmazon Adsno first choiceagainst: Acast Self‑Serve, AdvertiseCast, Amazon DSP, Buzzsprout Self‑Serve, Gumball, Libsyn Ads, Megaphone, Podcorn, Podscribe programmatic buys, Spotify Ad‑Studio / Spotify Audio Ads, Weird Little Guys, Wondery, iHeartRadio Audio DSP / iHeartPodcasts programmatic
Three alternatives
Acast, Spotify Advertising, The Trade DeskFour alternatives
AdsWizz, Spotify Ads Manager, StackAdapt, iHeartMediaTwo alternatives
AdsWizz, Spotify Ads ManagerMiniMax M2.5Madison Logic, ProspectBaseStackAdaptChangedStackAdapt, The Trade DeskAmazon DSP, Spotify Ads Manager - Reserved Buyingno first choiceagainst: Kast Media, iBoostReach
Three alternatives
AdsWizz, Spotify Advertising, iHeartMediaThree alternatives
AdsWizz, Hey Sid, Spotify Ads ManagerFive alternatives
Acast, AdsWizz, AudioGo, Megaphone, Spotify AdvertisingThree alternatives
AudioGo, StackAdapt, The Trade DeskGPT-6 LunaStackAdaptStackAdaptHeldAmazon DSPSpotify Ads Managerno first choicenothing named
Four alternatives
Acast, Basis, Demandbase, Spotify Ads ManagerOne alternative
Amazon DSPSeven alternatives
Acast, AdsWizz, SiriusXM Media, Spotify Ad Exchange, Spotify Ads Manager, Triton Digital, iHeartMediaMuse Glimmer 30BStackAdaptStackAdaptHeldAcastAmazon Ads DSPno first choiceagainst: AdvertiseCast, Amazon DSP, Amazon Music, Apple Podcasts, Gumball Host-Read Marketplace, Libsyn Ads, Podcorn Self-Serve Sponsorship Marketplace, RedCircle RedCircle Ad Platform, Wondery
Three alternatives
Madison Logic ABM Audio Advertising, Spotify Advertising, The Trade DeskOne alternative
The Trade DeskFour alternatives
Amazon Audio, Magnite, Spotify Ads Ecosystem, iHeartMediaOne alternative
Spotify Ads ManagerBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:19 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:29 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:21 | yes | 8 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:32 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:47 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:39 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:09 | yes | 21 | 42 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:25 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:28 | yes | 5 | 41 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:52 | yes | 15 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:01 | yes | 22 | 95 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:29 | yes | 9 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:05 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:16 | yes | 22 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:53 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:22 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:28 | no | 0 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:36 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:17 | yes | 15 | 13 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:46 | yes | 10 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:10 | yes | 25 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:32 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:51 | yes | 7 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:45 | yes | 18 | 48 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:34 | yes | 15 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:32 | yes | 10 | 36 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:24 | yes | 2 | 22 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:27 | yes | 18 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:37 | yes | 17 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:33 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:36 | yes | 13 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:24 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:19 | yes | 12 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:45 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:37 | yes | 25 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:20 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:09 | yes | 20 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:54 | yes | 21 | 50 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:23 | yes | 25 | 42 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:33 | yes | 5 | 57 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:50 | yes | 8 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:19 | yes | 22 | 49 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:50 | yes | 17 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:33 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:07 | yes | 10 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:32 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:44 | yes | 11 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:43 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:38 | yes | 24 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:50 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:07 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:13 | yes | 24 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:03 | yes | 22 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:49 | yes | 18 | 92 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:16 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:58 | yes | 21 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:57 | yes | 27 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:46 | yes | 3 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:50 | no | 0 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:36 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:53 | yes | 15 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:34 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:31 | yes | 25 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:31 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:50 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:05 | yes | 24 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:42 | yes | 10 | 60 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:48 | yes | 5 | 30 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:51 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:39 | yes | 14 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:31 | yes | 27 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:47 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:56 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:22 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:56 | yes | 22 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:41 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:45 | yes | 24 | 73 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:53 | yes | 9 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:44 | yes | 15 | 49 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:27 | yes | 23 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:53 | yes | 15 | 125 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:48 | yes | 23 | 56 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:15 | yes | 1 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:12 | yes | 24 | 46 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Amazon Ads Audio read as Amazon Audio Ads
Amazon Ads audio read as Amazon Audio Ads
Podbean read as Podbean Ads Marketplace
Spotify read as Spotify Ads Manager
Spotify (Megaphone & Anchor) read as Spotify Ads Manager
Spotify Ad Studio read as Spotify Ads Manager
Spotify Ads read as Spotify Ads Manager
Spotify Ads (including Audience Network) read as Spotify Ads Manager
Unresolved, counted raw
Acast Self‑Serve
Amazon Ads DSP
Amazon Audio
Amazon Connect with Amazon Chime SDK Voice
Art19 / Spotify Audience Network
Buzzsprout Self‑Serve
Claritas Audio Analytics / LeadsRx
Cumulus
Edison Research
Gumball Host-Read Marketplace
Kast Media
Madison Logic ABM Audio Advertising
NPR One
Omny Studio
Pandora Advertising (SiriusXM)
Pocket Casts
Podcorn Self-Serve Sponsorship Marketplace
Podscribe programmatic buys
RedCircle RedCircle Ad Platform
SiriusXM Podcasts
SiriusXM SXM Audio
Spotify Ads Ecosystem
Spotify Ads Manager - Reserved Buying
Spotify Ads Manager or Spotify Advertising
Spotify Advertising Stack (Megaphone + Spotify Audience Network)
Spotify Ad‑Studio / Spotify Audio Ads
Spotify Enterprise Direct (Spotify Ads Manager Enterprise)
Spotter.tv
Stitcher
The New York Times
Triton Digital Audio
Triton Omny Studio
Veritonic
WAVES Media Group
Wavemaker
Weird Little Guys
YouTube Audio Ads
iHeart Podcast Network / iHeartMedia
iHeartRadio Audio DSP / iHeartPodcasts programmatic
Discontinued, still offered
No shut-down product was recommended here.