Audio and podcast advertising for small business buyers
Asked as “audio advertising platform”, and as “podcast and streaming audio ad platform”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
49%
Clear leader
49AudioGo23Spotify Ads Manager07Spotify Ad Studio21others
49% of first choices, clear leader.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
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.
All twenty-eight head-to-head pages: the top eight products, each against each
AudioGo vs Libsyn AdsAudioGo vs Triton DigitalAudioGo vs Spotify Audience NetworkAudioGo vs Spotify Ad StudioStackAdapt vs Spotify Ads ManagerStackAdapt vs AcastStackAdapt vs Libsyn AdsStackAdapt vs Triton DigitalStackAdapt vs Spotify Audience NetworkStackAdapt vs Spotify Ad StudioSpotify Ads Manager vs AcastSpotify Ads Manager vs Libsyn AdsSpotify Ads Manager vs Triton DigitalSpotify Ads Manager vs Spotify Audience NetworkSpotify Ads Manager vs Spotify Ad StudioAcast vs Libsyn AdsAcast vs Triton DigitalAcast vs Spotify Audience NetworkAcast vs Spotify Ad StudioLibsyn Ads vs Triton DigitalLibsyn Ads vs Spotify Audience NetworkLibsyn Ads vs Spotify Ad StudioTriton Digital vs Spotify Audience NetworkTriton Digital vs Spotify Ad StudioSpotify Audience Network vs Spotify Ad Studio
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 →
01
02
03
04
05P06
A07
P08
09M10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01AudioGo49%
AudioGo49%02Spotify Ads Manager23%
Spotify Ads Manager23%03Spotify Ad Studio7%
Spotify Ad Studio7%04Acast5%
Acast5%05Libsyn Ads4%
Libsyn Ads4%06Podbean2%
07AdvertiseCast0%
08Podcorn0%
09StackAdapt0%
StackAdapt0%10Megaphone0%
What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B 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.
Megaphone
58%
7 of 12 labels negative · 6 of 14 models · 3 hard negative
“Platforms to **Avoid or Be Highly Cautious About**: **Megaphone (now part of Spotify)**: Primarily geared toward large-scale publishers” Grok 4.1 Fast, negative prompt
Acast13%
4 of 30 labels negative · 4 of 14 models · 1 hard negative
“small businesses report challenges with audience geography mismatches, higher pricing for premium features, and platform bias toward bigger networks” Grok 4.1 Fast, negative prompt
Libsyn Ads40%
4 of 10 labels negative · 3 of 14 models · 1 hard negative
“Similar issues—host-read marketplaces typically demand 20,000+ downloads/episode... making it inefficient for testing small campaigns.” Grok 4.1 Fast, negative prompt
Spotify Ad Studio27%
3 of 11 labels negative · 3 of 14 models · 1 hard negative
“Avoid premium managed radio / podcast bundles – Spotify direct, Pandora, iHeartMedia, SiriusXM – when you cannot meet tens of thousands in minimum spend.” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 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. 1004 links across 173 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
59 answers · 102 citations · 12 models
vendor site · Guideflow47 answers · 47 citations · 12 models
vendor site · Acast44 answers · 65 citations · 14 models
vendor site · AudioGo36 answers · 72 citations · 12 models
vendor site · Spotify30 answers · 44 citations · 10 models
27 answers · 32 citations · 9 models
vendor site · Hey Sid26 answers · 45 citations · 11 models
26 answers · 27 citations · 10 models
21 answers · 28 citations · 8 models
20 answers · 23 citations · 8 models
17 answers · 19 citations · 10 models
17 answers · 17 citations · 8 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.
52 answers · 12 models
47 answers · 12 models
41 answers · 11 models
35 answers · 11 models
28 answers · 11 models
26 answers · 10 models
26 answers · 11 models
26 answers · 9 models
18 answers · 8 models
17 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| AudioGo audiogo.com | 49% | 112 | 1,600 | 10 | 5,614 | $491 | 70 | 2 |
| Spotify Ad Studio spotify.com Spotify Ads Manager 23%, Spotify Ad Studio 7%, Spotify Advertising 4%, Spotify Ads Manager / Ad Studio 2% | 35% | 89 | 3,600 | 66 | 473,414,163 | $49 | 40 | 1 |
| Acast acast.com Acast 5%, Acast Self-Serve 0%, Acast self-serve ad platform 0% | 5% | 87 | 4,400 | 967 | 165,594 | 9 | ||
| Libsyn Ads libsyn.com | 4% | 39 | 210 | 0 | 337,220 | 62 | ||
| Podbean | 2% | 18,100 | 201 | |||||
| Triton Digital tritondigital.com | 2% | 42 | 390 | 16 | 5,151 | 6 | ||
| Podbean Ads | 2% | |||||||
| Hey Sid heysid.com | 2% | 41 | 70 | 22 | 452 | 15 | ||
| AdvertiseCast | 0% | 110 | 0 | |||||
| Podcorn | 0% | 320 | 0 |
Google's top ten for the two searches hold 16 sites; 3 of them are among the sites the models cited here (ads.spotify.com, audiogo.com, g2.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 a small B2B company?”Paraphrase“Which podcast and streaming audio ad platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top audio and podcast advertising platforms for a small team and how do they differ?”Budget-constrained“What is the best audio advertising platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an audio advertising platform. What should we look at?”Negative“Which audio and podcast advertising platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5AudioGo, PodbeanAudioGo, Spotify AdvertisingChangedAudioGo, PodbeanAudioGono first choiceagainst: Buzzsprout Ads, Spotify Audience Network
One alternative
StackAdaptOne alternative
StackAdaptThree alternatives
Acast, Spotify Ads Manager, SpotsNowTwo alternatives
Spotify Ads Manager, StackAdaptGPT-5.4 miniSpotify Ads Manager / Ad StudioSpotify Ad StudioChangedagainst: LinkedIn Campaign ManagerAcast self-serve ad platform, Spotify Ads ManagerSpotify Ad Studiono first choicenothing named
Four alternatives
Acast, Podcorn, SiriusXM Media, Triton DigitalTwo alternatives
AdvertiseCast, Podbean Ads MarketplaceOne alternative
Amazon AdsGemini 3.5 FlashAudioGoAudioGoHeldAudioGo, Spotify Ads ManagerSpotify Ads ManagerAudioGo, Spotify Ads Manageragainst: Amazon DSP, Audacy, DV360, Gumball, Libsyn Ads (formerly AdvertiseCast) Managed Services, Midroll, SiriusXM Media, The Trade Desk, iHeartMedia Managed Services
Three alternatives
Acast Self-Serve, Buzzsprout Ads, Spotify Ad StudioThree alternatives
Acast Self-Serve, Gumball, Spotify Ads ManagerThree alternatives
Acast Self-Serve, Gumball, RedCircle Ad PlatformThree alternatives
AudioGo, Buzzsprout Ads, Google AdsOne alternative
Buzzsprout AdsPerplexity SonarAudioGoSpotify AdvertisingChangedSpotify Ads Manageragainst: StackAdaptAudioGono first choiceagainst: Apple Music advertising, Spotify Ad Studio
Four alternatives
6sense, Demandbase, Spotify Ads Manager, StackAdaptOne alternative
AcastTwo alternatives
AudioGo, PodbeanOne alternative
Spotify Ads ManagerGrok 4.1 FastAudioGoLibsyn AdsChangedagainst: B2B PodProsPodbean Ads, Spotify Ads Manageragainst: Megaphone, iHeartAudioGo, Spotify Ads Manageragainst: Libsyn Adsno first choiceagainst: Acast, AdsWizz, Audioboom, Libsyn Ads, Megaphone, Midroll
Three alternatives
Acast, Podbean, Spotify Ads ManagerTwo alternatives
AudioGo, Spotify Ads ManagerThree alternatives
Acast, AdvertiseCast, AudioGoOne alternative
Buzzsprout AdsMistral SmallAudioGo, Spotify Ads ManagerAudioGo, Spotify Ads ManagerHeldSpotify Ads ManagerAudioGo, Spotify Ads Managerno first choiceagainst: Acast Managed Host-Read Campaigns, AudioGo, Megaphone
Two alternatives
Acast, Spotify AdvertisingThree alternatives
Acast, AudioGo, PodbeanDeepSeek V4 FlashAudioGoLibsyn AdsChangedagainst: Podbean AdsAudioGo, Spotify Ads ManagerAudioGoAudioGo, Spotify Ads Manageragainst: Acast managed campaigns, Megaphone, Podcorn, Spotify Ad Studio
Two alternatives
B2B PodPros, Spotify Ads ManagerTwo alternatives
AudioGo, Spotify Ad StudioTwo alternatives
Podbean Ads, SpotsNow.ioOne alternative
Spotify Ads ManagerThree alternatives
Acast, StackAdapt, The Trade DeskLlama 4 MaverickSpotify Ads ManagerTriton DigitalChangedAudioGo, Spotify Ads ManagerAudioGono first choiceagainst: Apple Podcasts for Business, Spotify Ads Manager
Two alternatives
AudioGo, Triton DigitalThree alternatives
Acast, AudioGo, Spotify Ads ManagerTwo alternatives
Podbean, SpreakerQwen 3.7 FlashHey Sidagainst: The Trade DeskSpotify Ads ManagerChangedAutopodAudioGono first choiceagainst: Google Display & Video 360, The Trade Desk
Three alternatives
Acast, Spotify Advertising Manager, StackAdaptOne alternative
AdvertiseCastThree alternatives
Adikteev, Megaphone, Spotify Ad StudioOne alternative
Spotify Ads ManagerKimi K2AudioGoAcastChangedagainst: B2B PodProsAudioGoAudioGoAudioGoagainst: Acast, AdvertiseCast, AudioGo, BeatSting, Megaphone, iBoostReach
Two alternatives
Acast, Spotify Ads ManagerThree alternatives
Podbean Ads Marketplace, SiriusXM Media, Spotify Ad StudioFive alternatives
AdvertiseCast, Podbean Ads Marketplace, RedCircle, Spotify Ads Manager, Spreaker Ad ExchangeThree alternatives
Pandora Ad Studio, Spotify Ads Manager, SpotsNow.ioThree alternatives
Acast, Spotify Ads Manager, iHeart Audience NetworkGLM 4.7 FlashXAudioGoAcast, Spotify Ad StudioChangedAcastAudioGono first choicenothing named
One alternative
Spotify Ads ManagerOne alternative
Hey SidThree alternatives
AdsWizz, Podbean Ads Marketplace, Spotify Ads ManagerOne alternative
Spotify Ads ManagerMiniMax M2.5AudioGo, Spotify Ads ManagerPodbean AdsChangedAudioGo, Podbeanagainst: MegaphoneAudioGono first choiceagainst: Acast, Anchor
Two alternatives
Spotify Audience Network, iHeartRadioTwo alternatives
AudioGo, MegaphoneTwo alternatives
Acast, Spotify Ads ManagerOne alternative
Spotify Ads ManagerGPT-6 LunaAcastSpotify Ads ManagerChangedAudioGo, Spotify Ads Manageragainst: Libsyn AdsSpotify Ads Managerno first choiceagainst: Google Display & Video 360, Spotify Ads Manager, The Trade Desk
Two alternatives
AudioGo, Spotify Ads ManagerOne alternative
AcastTwo alternatives
Acast, GumballMuse Glimmer 30BAudioGoagainst: TerminusAudioGo, Spotify Ads ManagerChangedAudioGo, Spotify Ads ManagerAudioGo, Spotify Ad Studiono first choiceagainst: Acast, AdsWizz, Audioboom, Libsyn Ads, Megaphone, Pandora, Podbean Ads Marketplace, RedCircle Ad Platform, SiriusXM Podcast Network, Spotify Ad Studio, Spotify Audience Network, Spreaker Ad Exchange, iHeartMedia
Two alternatives
Spotify Ads Manager, iHeartThree alternatives
AdvertiseCast, Podbean Ads, PodcornFour alternatives
AdvertiseCast, Gumball, Libsyn Ads, PodcornTwo alternatives
Pandora Ad Studio, SpotsNow.ioBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-05 00:16 | yes | 9 | 12 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:15 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:17 | yes | 19 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:51 | yes | 16 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:19 | yes | 17 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:48 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:05 | yes | 21 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:31 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:14 | yes | 10 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:59 | yes | 19 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:54 | yes | 22 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:53 | yes | 8 | 40 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:55 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:24 | yes | 16 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:45 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:35 | no | 0 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:16 | yes | 9 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:40 | yes | 15 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:25 | yes | 21 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:42 | yes | 10 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:36 | yes | 23 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:14 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:15 | yes | 8 | 46 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:20 | yes | 25 | 46 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:43 | yes | 23 | 55 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:59 | yes | 12 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:34 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:08 | yes | 14 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:43 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:26 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:46 | yes | 23 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:57 | yes | 17 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:04 | yes | 16 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:53 | yes | 8 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:52 | yes | 22 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:53 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:25 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:57 | yes | 24 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:44 | yes | 23 | 52 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:32 | yes | 10 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:56 | yes | 5 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:22 | yes | 21 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:42 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:18 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:21 | yes | 12 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:42 | yes | 13 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:10 | yes | 16 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:54 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:28 | yes | 18 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:16 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:23 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:32 | yes | 16 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:17 | yes | 12 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:19 | yes | 5 | 15 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:19 | yes | 1 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:46 | yes | 15 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:56 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:32 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:35 | yes | 8 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:18 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:23 | yes | 8 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:38 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:29 | yes | 19 | 81 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:26 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:47 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:37 | yes | 24 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:42 | yes | 15 | 87 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:35 | yes | 5 | 29 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:51 | yes | 2 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:36 | yes | 11 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:32 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:35 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:44 | yes | 19 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:53 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:43 | yes | 20 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:14 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:28 | yes | 24 | 96 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:00 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:01 | yes | 18 | 77 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:18 | yes | 21 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:51 | yes | 23 | 130 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:34 | yes | 23 | 34 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:13 | yes | 3 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:06 | yes | 14 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Spotify read as Spotify Ad Studio
Unresolved, counted raw
Acast Managed Host-Read Campaigns
Acast managed campaigns
Acast self-serve ad platform
Acast's self-serve platform
Adikteev
Amazon Music Ads
Apple Music advertising
Apple Podcasts for Business
Audacy Creator Lab
Autopod
Buzzsprout
Ivy
Libsyn Ads (formerly AdvertiseCast) Managed Services
Omny / hosting-network options
Pandora Advertising
Pandora for Brands
Raptive
SiriusXM Podcast Network
Sponsorships.ai
Spotify Advertising Manager
Spotify for Advertisers
iHeartMedia Managed Services
iHeartRadio Advertising
Discontinued, still offered
No shut-down product was recommended here.