November 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › GTM › Marketing › Paid ads · November 2026 Edition

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. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
20%
Contested · Google Ads 12%
20Optmyzr12Google Ads11Adzooma57others

20% of first choices, contested.

Since October 2026↗new leaderNew leader since October 2026: Optmyzr (20%) replaces Google Ads (13% then, 12% now), 8 points clear, inside the 11-point floor.Optmyzr leads at 20%, replacing Google Ads, which led at 13% and stands at 12% now: 8 points clear, inside the floor, so the swap reads as unsettled.
ShowinginAll 112 categories in the November 2026 Edition →

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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Optmyzr20%6%49accepted challenger▲+8Since October 2026: 12% → 20%, +8 points. Inside the 11-point floor: within noise.12% → 20%
02Google Ads Lab in the set12%7%46accepted challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 11-point floor: within noise.13% → 12%
03Meta Ads11%9%32accepted challenger▲+6Since October 2026: 5% → 11%, +6 points. Inside the 11-point floor: within noise.5% → 11%
04Adzooma11%5%20accepted challenger▼−2Since October 2026: 13% → 11%, −2 points. Inside the 11-point floor: within noise.13% → 11%
05HubSpot Ads7%12%16accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%
06Skai4%15%34accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%
07LinkedIn Campaign Manager4%0%25accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
08Adalysis4%0%20accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
09Smartly2%26%23criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
10WordStream Advisor2%36%14criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Show the eight products at 0%, ordered by negative rate
18Demandbase0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
17Marin Software0%32%25criticized challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise.3% → 0%
12Madgicx0%22%27accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
16AdEspresso0%22%18accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
11Microsoft Advertising0%0%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
15TikTok Ads0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
13Google Search Ads 360 Lab in the set0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
14Semrush Advertising Toolkit0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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.

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 one time of 4; the other thirteen models six times of 52. Google Search Ads 360 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 thirteen models zero times of 52. 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

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
14
15
16
17
18
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Optmyzr20%
02Google Ads12%
03Meta Ads11%
04Adzooma11%
05HubSpot Ads7%
06Skai4%
07LinkedIn Campaign Manager4%
08Adalysis4%
09Smartly2%
10WordStream Advisor2%
11Microsoft Advertising0%
12Madgicx0%
13Google Search Ads 3600%
14Semrush Advertising Toolkit0%
15TikTok Ads0%
16AdEspresso0%
17Marin Software0%
18Demandbase0%

What they warned about

Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
WordStream Advisor
36%
5 of 14 labels negative · 5 of 14 models · 4 hard negative
“terrible customer service, requested serval times that I to cancel my subscription, but the company keeps trying to charge my credit card, very deceptive practices, customer beware.” Muse Glimmer 30B, negative prompt
Marin Software
32%
8 of 25 labels negative · 5 of 14 models · 3 hard negative
“you generally want to avoid enterprise-level platforms (like Marin Software or Kenshoo) that charge high monthly base fees” Qwen 3.7 Flash, budget prompt
Madgicx
22%
6 of 27 labels negative · 5 of 14 models · 1 hard negative
“has a Trustpilot score of 1.7 out of 5 across 271 reviews, with 46% one-star ratings. It has billing complaints on Trustpilot” Claude Haiku 4.5, negative prompt
6sense
57%
4 of 7 labels negative · 4 of 14 models · 1 hard negative
“What to avoid: Enterprise platforms like 6sense and Demandbase” DeepSeek V4 Flash, direct 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. 927 links across 273 sites, every framing counted. Ranked by the number of answers carrying the site or page. 52 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 · Rework34 answers · 34 citations · 12 models
vendor site · HubSpot31 answers · 37 citations · 9 models
26 answers · 47 citations · 11 models
vendor site · Guideflow26 answers · 30 citations · 10 models
vendor site · Clicks Geek25 answers · 27 citations · 11 models
vendor site · Optmyzr20 answers · 25 citations · 9 models
vendor site · Capterra14 answers · 25 citations · 9 models
13 answers · 14 citations · 8 models
publisher (Gane)13 answers · 14 citations · 9 models
vendor site · AdFlint12 answers · 26 citations · 8 models
12 answers · 15 citations · 9 models
12 answers · 12 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.

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 productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
Optmyzr optmyzr.com20%1231,000161,519113
Google parent site
Google Ads 12%, Google Search Ads 360 0%
12%201550,00015,818
HubSpot parent site
HubSpot Ads 7%, HubSpot Marketing Hub 5%
12%991368,0009,776
Meta meta.com
Meta Ads 11%
11%19549,5001,5049,891,853 company$5,46049
Adzooma adzooma.com11%6632031,2590
Metadata.io metadata.io9%32170012,7150
AdFlint adflint.com5%31
Skai skai.io4%1656,6002,38712,90535
LinkedIn parent site
LinkedIn Campaign Manager 4%
4%11811,100,00077,031
Adalysis adalysis.com4%383201

Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (blog.hubspot.com, clicksgeek.com, optmyzr.com, searchengineland.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
ModelDirect“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 4.5HubSpot Ads, Metadata.io
Three alternativesGoogle Ads, LinkedIn Campaign Manager, Marin Software
OptmyzrChanged
Three alternativesAdEspresso, Google Ads, LinkedIn Ads Manager
Hootsuite Ads
Four alternativesGoogle Search Ads 360, Skai, Smartly, Sprout Social
Google Ads, Meta Ads
Four alternativesBuffer, Madgicx, SocialPilot, Wask
no first choiceagainst: Google Ad Manager, Google Ads, Hootsuite Ads, Madgicx, Meta Ads, WordStream Advisor
GPT-5.4 miniSkai
Three alternativesAdobe Advertising, Google Search Ads 360, Smartly
SkaiHeld
Two alternativesMetadata.io, Optmyzr
SkaiGoogle Ads, Meta Ads
Two alternativesAdalysis, Semrush Advertising Toolkit
against: AdStage, Metadata.io
no first choiceagainst: AdScale, AddShoppers, RichAds, impact.com
Gemini 3.5 FlashMetadata.io
Three alternativesAdRoll ABM, Demandbase, Optmyzr
Metadata.ioHeld
Four alternativesHubSpot Marketing Hub, Optmyzr, Revealbot, Shape
no first choice
Five alternativesMadgicx, Optmyzr, Skai, Smartly, Sprinklr Ads
Google Ads, Meta Ads
Six alternativesAdEspresso, HubSpot Ads, Kliken, Looker Studio, Madgicx, Ryze AI
no first choicenothing named
Perplexity SonarHubSpot Marketing Hub
Six alternatives6sense, Demandbase, Google Ads, LinkedIn Campaign Manager, Metadata.io, Microsoft Advertising
against: Smartly
HubSpot AdsChanged
Three alternativesGoogle Ads, LinkedIn Campaign Manager, Optmyzr
against: Smartly
Google Ads, Meta Ads
Ten alternativesAdalysis, Amazon Ads, Apple Search Ads, LinkedIn Campaign Manager, Marin Software, Microsoft Advertising, Optmyzr, Skai, Smartly, TikTok Ads
Google Ads, Meta Ads
Three alternativesAdFlint, Adzooma, HubSpot Ads
against: Marin Software, Optmyzr, Skai, Smartly
no first choiceagainst: Madgicx, Marin Software, Pacvue, Smartly
Grok 4.20HubSpot Ads
Five alternativesAdRoll, Adalysis, Google Ads, LinkedIn Campaign Manager, Optmyzr
against: 6sense, Demandbase, ZoomInfo
OptmyzrChanged
Four alternativesAdalysis, AgencyAnalytics, HubSpot Ads, Madgicx
against: AdEspresso, Smartly
Google Ads, Meta Ads
Eight alternativesAdobe Advertising, Amazon Ads, LinkedIn Campaign Manager, Madgicx, Microsoft Advertising, Optmyzr, Skai, Smartly
Adzooma
Five alternativesAdEspresso, AdFlint, Google Ads, Meta Ads, WordStream Advisor
no first choiceagainst: AdEspresso, The Trade Deskagainst: AdRoll, Adtomic, Helium 10, Kenshoo, Marin Software, Marketing360
Mistral SmallStackAdapt
Four alternativesDemandbase, Google Ads, LinkedIn Campaign Manager, Smartly
Adalysis, OptmyzrChanged
Two alternativesClicks Geek, Semrush Advertising Toolkit
Google Ads, Meta Ads
Eight alternativesApple Search Ads, Google Search Ads 360, LinkedIn Campaign Manager, Microsoft Advertising, Optmyzr, Skai, Smartly, TikTok Ads
Google Ads, Meta Ads
Four alternativesAdEspresso, AdFlint, Adzooma, Opteo
no first choiceagainst: AdCreative.ai, Adtomic, Marin Software, Optmyzr, Skai
DeepSeek V4 FlashAdRoll ABM
Two alternativesMadgicx, Optmyzr
against: 6sense, Demandbase
OptmyzrChanged
Two alternativesBïrch, HubSpot Ads
against: AdEspresso, Madgicx, Smartly
no first choiceAdzooma
Three alternativesAdEspresso, Madgicx, Semrush Advertising Toolkit
no first choice
Four alternativesGoogle Search Ads 360, Marin Software, Skai, Smartly
against: AdEspresso, Google Ads native platform, KlientBoost, LocaliQ, Madgicx, Marketing 360, WordStream Advisor
Llama 4 Maverickno first choiceOptmyzrChanged
One alternativeLinkedIn Ads Manager
Google Ads
Four alternativesLinkedIn Campaign Manager, Meta Ads, Pinterest, Reddit
AdFlintno first choicenothing named
Qwen 3.7 FlashOptmyzr
Three alternativesDemandbase, Marin Software, StackAdapt
against: Marin Software, Skai
OptmyzrHeld
One alternativeAdzooma
no first choiceRevealbot
Three alternativesGoogle Ads, Madgics, Optmyzr
against: Kenshoo, Marin Software
Adalysis, Optmyzr
Three alternativesMadgicx, Smartly, Supermetrics
against: HubSpot Ads, Zoho
against: Marin Software, Reddit Ads, Skai
Kimi K2Metadata.io
Four alternativesAdRoll ABM, Adalysis, Madgicx, Optmyzr
against: 6sense, Demandbase, Marin Software, Skai
HubSpot Marketing Hub, OptmyzrChanged
One alternativeAdzooma
Google Ads, Meta Ads
Eleven alternativesAmazon Ads, Google Search Ads 360, HubSpot Marketing Hub, LinkedIn Campaign Manager, Marin Software, Microsoft Advertising, Optmyzr, Skai, Smartly, TikTok Ads, TrueClicks
Adzooma, WordStream Advisor
Seven alternativesAdalysis, Birch, Google Ads, Madgicx, Meta Ads, Opteo, TrueClicks
against: Optmyzr
Smartly
Four alternativesHubSpot Marketing Hub, Madgicx, Optmyzr, Skai
against: Adzooma, Google Ads, Meta Ads, WordStream Advisor
GLM 4.7 FlashXHubSpot Ads
Two alternativesAdEspresso, Marin Software
AdzoomaChanged
Two alternativesSemrush Advertising Toolkit, Skai
Google Ads, Optmyzr
Six alternativesAdzooma, Hootsuite Ads, LinkedIn Campaign Manager, Meta Ads, Microsoft Advertising, Sprinklr Marketing
AdFlint
Five alternativesAdzooma, Buffer, HubSpot Ads, Opteo, WordStream Advisor
no first choiceagainst: AdRoll, GSM360, Google Ads, Meta Ads, StackAdapt, The Trade Desk
MiniMax M2.5Metadata.io
Four alternatives6sense, AdRoll ABM, Demandbase, HubSpot Ads
HubSpot Marketing Hub, LinkedIn Campaign ManagerChanged
Five alternativesGoogle Ads, Microsoft Advertising, Optmyzr, Semrush PPC Toolkit, WordStream Advisor
Google Ads
Five alternativesAmazon Ads, LinkedIn Campaign Manager, Meta Ads, Microsoft Advertising, TikTok Ads
Google Ads, Meta Ads
Four alternativesAdEspresso, Microsoft Advertising, Skai, WordStream Advisor
no first choiceagainst: AdRoll, HubSpot Ads, Nanigans, Sprout Social, WordStream Advisor
GPT-6 LunaOptmyzr
Two alternativesHubSpot Ads, Skai
OptmyzrHeldno first choice
Eight alternativesGoogle Ads, Google Search Ads 360, Meta Ads, Microsoft Advertising, Optmyzr, Skai, Smartly, Sprinklr Marketing
Adzooma
One alternativeGoogle Ads
no first choiceagainst: Madgicx
Muse Glimmer 30BGoogle Ads, LinkedIn Campaign Manager
Six alternativesActiveCampaign, Adzooma, HubSpot Ads, Marin Software, Optmyzr, Skai
against: 6sense, Demandbase
AdzoomaChanged
Three alternativesGoogle Ads, LinkedIn Ads Manager, Optmyzr
Google Ads, Skai, Smartly
Thirteen alternativesAdEspresso, AdRoll, Adalysis, Apple Search Ads, Google Search Ads 360, Hootsuite Ads, Madgicx, Microsoft Advertising, Optmyzr, Semrush Advertising Toolkit, Sprout Social, SpyFu, TrueClicks
AdFlint
Five alternativesAdControlCenter, Adzooma, Google Ads, Meta Ads, Wask
no first choice
Three alternativesAdEspresso, Adzooma, Skai
against: Madgicx, Skai, formerly Kenshoo, WordStream Advisor
Bold 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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 11:43yes108 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:49yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 11:17yes1122 s
Direct recommendationPerplexity Sonarsonar2026-11-01 09:17yes104 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:03yes1622 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 09:16yes55 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 15:58yes2234 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 09:32yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 14:17yes940 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 08:49yes2437 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 11:54yes2531 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:27yes1965 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 09:38yes315 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 11:34yes1124 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:01yes109 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 09:47yes34 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 11:33no014 s
ParaphrasePerplexity Sonarsonar2026-11-01 12:00yes104 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:56yes57 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 12:36yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 10:15yes2323 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:54yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:02yes1055 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 11:29yes1428 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:21yes2292 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 14:08yes1439 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 15:41yes317 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:24yes2327 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 13:23yes109 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 14:59yes47 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 11:02no016 s
ComparativePerplexity Sonarsonar2026-11-01 10:17yes107 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 16:33yes1020 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 15:27yes1012 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 16:45yes2555 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:24yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 16:07yes535 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 14:02yes2571 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 16:33yes2051 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 15:33yes1863 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 11:25yes624 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 13:09yes1431 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 13:57yes97 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 09:24yes45 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 14:13yes619 s
Budget constrainedPerplexity Sonarsonar2026-11-01 12:40yes103 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:31yes1916 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 13:27yes54 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 17:26yes2538 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:04yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 08:47no031 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 10:06yes956 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 16:55yes1517 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:39no015 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 16:28yes212 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:56yes2229 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 15:08no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 15:10no08 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 14:30no019 s
Scale constrainedPerplexity Sonarsonar2026-11-01 15:23yes109 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 14:35yes1516 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 09:14no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 09:05yes2332 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 15:41yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 17:14yes1030 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 10:28yes2431 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 16:20yes1568 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 12:06no0167 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 14:56yes315 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 14:29yes1526 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 14:40yes179 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:20yes45 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:03yes1324 s
Negative framingPerplexity Sonarsonar2026-11-01 16:52yes106 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 14:34yes1416 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 16:35yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 14:53yes2548 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:51yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 14:57yes2466 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 15:14yes2534 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 13:19yes2531 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 14:37no028 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 16:24yes319 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 16:59yes2326 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
Hootsuite read as Hootsuite Ads
HubSpot read as HubSpot Ads
HubSpot Ad Management read as HubSpot Ads
HubSpot Ad Management Software read as HubSpot Ads
HubSpot Ads Management read as HubSpot Ads
LinkedIn read as LinkedIn Campaign Manager
Meta read as Meta Ads
Meta (Facebook + Instagram) read as Meta Ads
Meta's own ad tools 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 (Now LocaliQ) read as WordStream Advisor
Unresolved, counted raw
AddShoppers
Bir.ch
GSM360
Google Ads native platform
Kliken
Madgics
Nanigans
Salesforce Advertising
Silver Spoon
Smarter Ecommerce
Sprinklr Ads
Zoho
Discontinued, still offered
No shut-down product was recommended here.
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