Search and social advertising platforms
Asked as “paid search and social ads management platform”, and as “PPC and paid social campaign management tool”, on behalf of a mid-market B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
10%
Contested · Adzooma 9%
10Google Ads09Adzooma09LinkedIn Campaign Manager72others
10% of first choices, contested.
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 twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three 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.
Google Ads is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models six times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-eight head-to-head pages: the top eight products, each against each
Google Ads vs Meta AdsGoogle Ads vs Marin SoftwareGoogle Ads vs SkaiGoogle Ads vs WordStream AdvisorOptmyzr vs LinkedIn Campaign ManagerOptmyzr vs AdzoomaOptmyzr vs Meta AdsOptmyzr vs Marin SoftwareOptmyzr vs SkaiOptmyzr vs WordStream AdvisorLinkedIn Campaign Manager vs AdzoomaLinkedIn Campaign Manager vs Meta AdsLinkedIn Campaign Manager vs Marin SoftwareLinkedIn Campaign Manager vs SkaiLinkedIn Campaign Manager vs WordStream AdvisorAdzooma vs Meta AdsAdzooma vs Marin SoftwareAdzooma vs SkaiAdzooma vs WordStream AdvisorMeta Ads vs Marin SoftwareMeta Ads vs SkaiMeta Ads vs WordStream AdvisorMarin Software vs SkaiMarin Software vs WordStream AdvisorSkai vs WordStream Advisor
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
05
06
07
08
09
10
11
12
13
14Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Google Ads10%
Google Ads10%02Optmyzr9%
Optmyzr9%03LinkedIn Campaign Manager9%
LinkedIn Campaign Manager9%04Adzooma9%
Adzooma9%05Meta Ads5%
Meta Ads5%06Marin Software5%
Marin Software5%07Skai3%
Skai3%08WordStream Advisor3%
WordStream Advisor3%09Smartly2%
Smartly2%10Opteo2%
Opteo2%11AdEspresso2%
AdEspresso2%12Microsoft Advertising0%
Microsoft Advertising0%13Adalysis0%
Adalysis0%14Madgicx0%
Madgicx0%What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
WordStream Advisor32%
6 of 19 labels negative · 5 of 12 models · 5 hard negative
“WordStream (LocaliQ) — Approach with Extreme Caution ... Deceptive pricing, massive cost escalation, terrible support post-acquisition” Kimi K2, negative prompt
Marin Software22%
6 of 27 labels negative · 5 of 12 models · 4 hard negative
“Marin Software officially approved a plan of dissolution and liquidation in April 2025. Avoid any remaining sales pitches” Gemini 3.5 Flash, negative prompt
AdEspresso33%
6 of 18 labels negative · 4 of 12 models · 3 hard negative
“Frequent reports of unauthorized charges post-trial (e.g., $49 despite cancellation), poor/no customer support response, bugs/campaign errors, and a dated interface.” Grok 4.20, negative prompt
Madgicx27%
4 of 15 labels negative · 4 of 12 models · 2 hard negative
“Severe billing issues like auto-charging full annual fees ... Reddit calls it a "scam."” Grok 4.20, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 321 links across 165 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
9 answers · 13 citations · 4 models
8 answers · 14 citations · 3 models
vendor site · Clicks Geek7 answers · 16 citations · 3 models
7 answers · 11 citations · 2 models
vendor site · Reddit6 answers · 19 citations · 2 models
5 answers · 6 citations · 2 models
vendor site · Zapier5 answers · 5 citations · 2 models
4 answers · 6 citations · 2 models
vendor site · Madgicx4 answers · 5 citations · 3 models
vendor site · Cometly4 answers · 4 citations · 3 models
vendor site · Hey Sid3 answers · 5 citations · 2 models
3 answers · 4 citations · 2 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.
5 answers · 2 models
5 answers · 2 models
4 answers · 1 model
4 answers · 2 models
4 answers · 3 models
4 answers · 2 models
3 answers · 1 model
3 answers · 1 model
3 answers · 1 model
3 answers · 2 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 “best paid search and social ads management platform”, “paid search and social ads management 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 |
|---|---|---|---|---|---|---|---|---|
| Google parent site Google Ads 10%, Google Ads Smart Campaigns 3% | 14% | 201 | 550,000 | 15,818 | ||||
| LinkedIn parent site LinkedIn Campaign Manager 9%, LinkedIn Ads Manager 2% | 10% | 118 | 11,100,000 | 77,031 | ||||
| Optmyzr optmyzr.com | 9% | 123 | 1,000 | 16 | 1,519 | 11 | 3 | |
| Adzooma adzooma.com | 9% | 66 | 320 | 3 | 1,259 | 0 | ||
| HubSpot parent site HubSpot Marketing Hub 5%, HubSpot Ads 3% | 9% | 991 | 368,000 | 9,776 | ||||
| Meta meta.com Meta Ads 5% | 5% | 195 | 49,500 | 1,504 | 9,891,853 company | $5,460 | 49 | |
| Marin Software marinsoftware.com | 5% | 82 | 480 | 72 | 7,694 | 1 | ||
| Metadata.io metadata.io | 5% | 32 | 170 | 0 | 12,715 | 0 | ||
| Skai skai.io | 3% | 165 | 6,600 | 2,387 | 12,905 | 35 | ||
| WordStream Advisor wordstream.com | 3% | 39 | 10 | 0 | 371,782 | $18 | 56 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (clicksgeek.com, get-ryze.ai, madgicx.com, reddit.com). The first result for “best paid search and social ads management platform” is reddit.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 paid search and social ads management platform for a mid-market B2B company?”Paraphrase“Which PPC and paid social campaign management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top paid search and social ads management platforms and how do they differ?”Budget-constrained“What is the best paid search and social ads management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a paid search and social ads management platform. What should we look at?”Negative“Which paid search and social ads management platforms should I avoid or be cautious about?”
Claude Haiku 4.5AdRoll ABMAdRoll, HubSpot Marketing HubChangedno first choiceAdEspresso, Bufferno first choicenothing named
Four alternatives
Google Ads, Marcel Digital, Meta Ads, TinuitiOne alternative
HawkSEMTwo alternatives
Marin Software, SkaiTwo alternatives
Google Ads, Meta AdsGPT-5.4 miniMetadata.ioagainst: PaceSkaiChangedGoogle AdsLocaliQno first choicenothing named
Two alternatives
AdStage, OptmyzrOne alternative
Sprinklr MarketingFive alternatives
Amazon Ads, LinkedIn Campaign Manager, Meta Ads, Microsoft Advertising, TikTok AdsTwo alternatives
Buffer, Google AdsGemini 3.5 FlashMetadata.ioagainst: 6sense, DemandbaseMetadata.ioHeldagainst: Google Search Ads 360Google Search Ads 360, SkaiAdzooma, Plaiagainst: AdEspressono first choiceagainst: Skaiagainst: AdEspresso, AdRoll, LocaliQ, Marin Software, WordStream Advisor
Four alternatives
AdRoll ABM, HubSpot Ads, Influ2, OptmyzrFour alternatives
AdRoll ABM, ContactLevel, HubSpot Ads, OptmyzrFour alternatives
Birch, Madgicx, Optmyzr, SmartlyThree alternatives
Google Ads, HubSpot Ads, Meta AdsFour alternatives
Google Search Ads 360, Hunch, Optmyzr, SmartlyPerplexity SonarDemandbaseHubSpot AdsChangedMarin Software, SkaiAdzooma, WordStream Advisoragainst: Optmyzrno first choiceagainst: Adalysis, Blobr.io, NinjaCat, Opteo, PPC Spy Bot, TrueClicks, WordStream Advisor
Three alternatives
Metadata.io, Optmyzr, PaceTwo alternatives
LinkedIn Campaign Manager, OptmyzrSeven alternatives
AdEspresso, Adalysis, Bïrch, Channable, Optmyzr, Ryze AI, Semrush Advertising ToolkitOne alternative
MadgicxGrok 4.20Optmyzragainst: AdRoll, SkaiAdzoomaChangedMarin SoftwareWordStream Advisoragainst: SmartlyMarin Softwareagainst: Acquisio, AdEspresso, Hootsuite Ads, Madgicx, Marin Software, Skai
One alternative
Marin SoftwareFour alternatives
AdRoll, Metadata.io, Optmyzr, RevealbotFour alternatives
Adzooma, Optmyzr, Skai, WordStream AdvisorFour alternatives
AdEspresso, Madgicx, Revealbot, Ryze AIThree alternatives
Optmyzr, Skai, SmartlyMistral SmallGoogle Ads, LinkedIn Campaign ManagerSkaiChangedGoogle Ads, Meta AdsGoogle Ads, Google Ads Smart Campaigns, Meta AdsGroas.aiagainst: American Digital Agency, VidIQ
Six alternatives
6sense, AdRoll ABM, Demandbase, HubSpot Marketing Hub, Microsoft Advertising, StackAdaptFour alternatives
Metadata.io, Optmyzr, Semrush Advertising Toolkit, WordStream AdvisorOne alternative
Microsoft AdvertisingNine alternatives
AdEspresso, Buffer, Google Keyword Planner, LocaliQ, Looker Studio, Madgicx, Microsoft Advertising, ReportGarden, SmartSitesFour alternatives
Marin Software, Pacvue, Skai, SmartlyDeepSeek V4 FlashHubSpot Adsagainst: SkaiOptmyzrChangedagainst: Marin Software, SkaiMadgicx, OptmyzrAdzoomaagainst: WordStream Advisorno first choiceagainst: Albert.ai, Madgicx, Marketing 360, Metricool, PPC Ad Lab, Perion One, ReachLocal, Smartly, WordStream Advisor
Two alternatives
AdRoll ABM, Marin SoftwareThree alternatives
AdEspresso, Bïrch, LinkedIn Campaign ManagerFive alternatives
AdEspresso, Adalysis, Revealbot, Skai, SmartlyFour alternatives
Adpulse, Opteo, PromoNavi, Ryze AILlama 4 Maverickno first choiceGoogle Ads, LinkedIn Ads ManagerChangedno first choiceSmartSitesno first choiceagainst: Google Ads, Meta Ads
Two alternatives
AdEspresso, Metaflow AITwo alternatives
KlientBoost, NP DigitalQwen 3.7 FlashGoogle Ads, LinkedIn Campaign MgrLinkedIn Campaign ManagerChangedSkaiagainst: Hootsuite Ads Manager / AdEspressoAdsGoMarin Software, Optimizely CMS, Smartly, Sprinklr Marketingagainst: Anoox, Blogclicker.com, Fiverr, LinkCollider, LinkedIn Campaign Manager, PropellerAds, SEOClerks, TikTok Ads, X Ads
Five alternatives
Acquisio, AdRoll ABM, Cometly, HubSpot Marketing Hub, Metadata.ioFive alternatives
Google Ads, Madgicx, Meta Ads, Optmyzr, YouTube AdsFour alternatives
Madience, Marin Software, Optmyzr, WordStream AdvisorThree alternatives
AdEspresso, Google Ads, Meta AdsOne alternative
HubSpot AdsKimi K2Optmyzragainst: Marin Software, SkaiLinkedIn Campaign Manager, OptmyzrChangedagainst: 6sense, DemandbaseSkai, SmartlyAdzoomaagainst: Kenshoo, Marin Software, SkaiMarin Software, Optmyzragainst: AdEspresso, AdScale, Madgicx, WordStream Advisor
One alternative
HubSpot AdsFive alternatives
AdEspresso, AdRoll ABM, Adzooma, Metadata.io, RevealbotSix alternatives
Adobe Advertising, Bïrch, Madgicx, Marin Software, Optmyzr, Sprinklr MarketingThree alternatives
Opteo, Ryze AI, WordStream AdvisorThree alternatives
BuyerBridge, Skai, SmartlyGLM 4.7 FlashXGoogle Ads, HubSpot Marketing Hub, LinkedIn Campaign Manageragainst: Adobe Marketo EngageOpteoChangedGoogle Ads, Meta AdsGoogle Ads Smart Campaigns, Meta Adsagainst: AdEspresso, Buffer, Hootsuite Adsno first choiceagainst: Acquisio, AdEspresso, Adzooma, Hootsuite Ads, Madgicx, Marin Software, Optmyzr, Revealbot, WordStream Advisor
Three alternatives
6sense, AdRoll, Influ2Five alternatives
AdEspresso, Birch, LinkedIn Ads Manager, Madgicx, OptmyzrFive alternatives
Amazon Ads, LinkedIn Campaign Manager, Microsoft Advertising, Pinterest Ads, TikTok AdsOne alternative
LocaliQMiniMax M2.5StackAdaptHubSpot Marketing Hub, LinkedIn Campaign ManagerChangedGoogle AdsGoogle Ads, Meta Adsno first choiceagainst: Google Ads, Meta Ads, Reddit Ads
Four alternatives
AdRoll, Google Search, HubSpot Marketing Hub, LinkedIn Campaign ManagerTwo alternatives
Google Ads, Semrush Advertising ToolkitThree alternatives
LinkedIn Campaign Manager, Meta Ads, Microsoft AdvertisingTwo alternatives
AdEspresso, LaterBold 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.
Seventy-two 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 | 2026-09-15 02:36 | yes | 8 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 22:56 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:56 | yes | 13 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:29 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 05:03 | yes | 0 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:54 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 05:03 | yes | 0 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:17 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:06 | yes | 0 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:59 | yes | 0 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:32 | yes | 0 | 25 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:07 | yes | 0 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:17 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 22:53 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:54 | yes | 10 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 02:46 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:28 | yes | 0 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:57 | yes | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:07 | yes | 0 | 68 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:15 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 05:05 | yes | 0 | 96 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:21 | yes | 0 | 55 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:43 | yes | 0 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:33 | no | 0 | 9 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:38 | yes | 23 | 16 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:31 | yes | 10 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:40 | yes | 20 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 22:57 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:29 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:56 | yes | 0 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:46 | yes | 0 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:21 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:54 | no | 0 | 42 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:34 | yes | 0 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:29 | yes | 0 | 19 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:05 | yes | 0 | 11 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:20 | yes | 16 | 12 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:10 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:41 | yes | 16 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 00:32 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:52 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:33 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:08 | yes | 0 | 45 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:05 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:37 | yes | 0 | 37 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:25 | yes | 0 | 41 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:09 | yes | 0 | 18 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:45 | no | 0 | 12 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:30 | no | 0 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:17 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:14 | yes | 13 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:18 | yes | 20 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:28 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:48 | yes | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:26 | yes | 0 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:10 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:55 | no | 0 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:51 | yes | 0 | 44 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:52 | yes | 0 | 60 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:02 | yes | 0 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:14 | yes | 24 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:44 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:26 | yes | 21 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-14 23:21 | yes | 20 | 9 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:03 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:48 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:56 | yes | 0 | 53 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:58 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:50 | yes | 0 | 21 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:02 | yes | 0 | 102 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:45 | yes | 0 | 28 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:38 | yes | 0 | 15 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
Hootsuite read as Hootsuite Ads
HubSpot read as HubSpot Ads
HubSpot Ads Management read as HubSpot Ads
HubSpot Ads Tool read as HubSpot Ads
LinkedIn read as LinkedIn Campaign Manager
Meta read as Meta Ads
Meta (Facebook) read as Meta Ads
Meta (Facebook) Ads read as Meta Ads
Meta (Facebook/Instagram Ads) read as Meta Ads
Microsoft Ads read as Microsoft Advertising
SEMrush read as Semrush Advertising Toolkit
Semrush read as Semrush Advertising Toolkit
Sprinklr read as Sprinklr Marketing
WordStream read as WordStream Advisor
WordStream (LocaliQ) read as WordStream Advisor
WordStream (Now LocaliQ) read as WordStream Advisor
WordStream (by ClickFlow) read as WordStream Advisor
WordStream (now LocaliQ) read as WordStream Advisor
WordStream (now part of LocaliQ) read as WordStream Advisor
WordStream (via LocaliQ) read as WordStream Advisor
Unresolved, counted raw
AdsGo
American Digital Agency
Blobr.io
Blogclicker.com
Brainlabs
BuyerBridge
Clearbit Connect
Disruptive
HawkSEM
Hootsuite Ads Manager / AdEspresso
Ignite Visibility
LinkedIn Campaign Mgr
Madience
Marcel Digital
Microsoft/Bing Ads
NP Digital
NinjaCat
PPC Spy Bot
Perion One
Pinterest Ads Manager
PromoNavi
Snapchat Ads Manager
SuperAds.ai
Tinuiti
Discontinued, still offered
No shut-down product was recommended here.