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GTM AI Index
Index › Products › Meta Ads · October 2026 Edition
Meta · 7 categories · Ranked

Meta Ads

196Judge labels
24First choices
38Negative labels
14 / 14Models named it
7Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Best standing
11% in Video ads for mid-market buyers
Rank 3 of 114 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 21% of its 42 labels there were negative.
What the models named instead of Meta Ads →
By buyer segmentStrongest at mid-market.
In video ads · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Meta Ads for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Video advertisingMarketing11%3 of 11421%42accepted challenger▼−2Since September 2026: 13% → 11%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
Search and social advertising platformsMarketing5%6 of 11315%20accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.
Programmatic and display advertisingMarketing3%10 of 9240%10criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
Ecommerce marketingMarketing0%20 of 1150%6under 10 labels · led by HubSpot Marketing Hub at 38%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
Native and content advertisingMarketing0%38 of 860%2under 10 labels · led by StackAdapt at 41%newNew since September 2026: not ranked then, 0% now.
Attribution and marketing mix modelingMarketing0%118 of 123100%1under 10 labels · led by Dreamdata at 27%newNew since September 2026: not ranked then, 0% now.
Retail, proximity and IoT marketingMarketing0%63 of 1300%1under 10 labels · led by Foursquare Proximity at 15%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.

Movement

Since September 2026, Meta Ads held within the floor in all seven categories: no change cleared 11 points.

Best category · Video ads · by segment

Small business▼−11Since September 2026: 21% → 10%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.
10%from 21% in September 2026
Cleared the floor by 0 pointsRank 1 → 3 of 92
Mid-market▼−2Since September 2026: 13% → 11%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
11%from 13% in September 2026
Inside the floor by 9 pointsRank 4 of 110, unchanged
Enterprise=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 93 → 95 of 97

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
Programmatic0%4%▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 64 → 10 of 92
Video ads13%11%▼−2Since September 2026: 13% → 11%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 4 → 3 of 114
Paid ads5%4%▼−1Since September 2026: 5% → 4%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 5 → 6 of 113
Ecommerce marketing0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 27 → 20 of 115
Native ads0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 38 of 86, unchanged
Attribution & MMM0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 118 of 123, unchanged
Proximity0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 61 → 63 of 130

Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.

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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions

By model

How each model treated Meta Ads across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.511305
GPT-5.4 mini13015
Gemini 3.5 Flash07018
Perplexity Sonar02114
Grok 4.2021126
Mistral Small12227
DeepSeek V4 Flash12025
Llama 4 Maverick02002
Qwen 3.7 Flash03519
Kimi K212014
GLM 4.7 FlashX31116
MiniMax M2.524219
GPT-6 Luna31105
Muse Glimmer 30B01247

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct12 labelsNone
Paraphrase7 labelsNone
Comparative45 labels15not counted in share
Budget-constrained60 labels24
Scale-constrained3 labelsNone
Negative69 labels20not counted in share
First choiceAlternativeMentionNegative196 labels in all, every segment counted; 24 of the 59 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“the native platforms like Google Ads and Meta Ads Manager (covering Facebook and Instagram) are often the best starting point” Grok 4.20 · Paid ads · budget prompt · first choice
“Meta Ads (Facebook and Instagram) is generally the best video advertising platform for companies with a limited budget.” Grok 4.20 · Video ads · budget prompt · first choice
“Google Ads or Meta Ads are the best choices—no minimum spend, flexible daily budgets, and powerful targeting.” GLM 4.7 FlashX · Programmatic · budget prompt · first choice
“or Facebook/Instagram if you need more precise targeting. Both allow you to start small and scale what works.” Kimi K2 · Video ads · budget prompt · first choice

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“These are Self-Attributing Networks (SANs), meaning they grade their own homework.” Gemini 3.5 Flash · Attribution & MMM · negative prompt · hard negative
“major platforms like YouTube and Meta (Facebook/Instagram) have strict advertising policies. Violations can result in harsh penalties, such as ad account suspension.” Mistral Small · Video ads · negative prompt · soft negative
““very public quality-control challenges for platforms like YouTube and Facebook. Advertisers are worried their ads will show up next to offensive content”” Muse Glimmer 30B · Programmatic · negative prompt · soft negative
“Meta’s ad ecosystem is described as having strict advertising policies, so advertisers need to be careful about compliance and approval risk.” Perplexity Sonar · Video ads · negative prompt · soft negative

Named alongside

The products named in the same answers as Meta Ads, over the 188 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Meta Ads was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Microsoft Advertising23 of 1882Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Meta Ads. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 171 of the 188 answers that named Meta Ads and are not a share of its labels.

Domains cited

fueler.io59
vibe.co54
madgicx.com53
g2.com48
adwave.com38
blog.hubspot.com32
improvado.io28
mobidea.com24
stackmatix.com24
aidigital.com23

383 of the 383 domain citations in answers naming Meta Ads came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

meta.com is not in Google's top ten for any of the category's searches. In the answers, Meta Ads takes 11% of first choices and StackAdapt takes 32%.
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In search

Google, US estimates
Position for “video advertising platform”
–
not in the top ten
Position for “best video advertising platform”
–
not in the top ten
Searches for its name, Google
49,500 a month (“meta ads”)
AI search demand for its name, est.
1,504 a month
Its company's site
meta.com shared with Meta's other products; the figures are the site's
Organic visits to its site
about 9,891,853 a month
Searches its site ranks for
166,656 · 37,705 in the top three
Sites linking to it
132,630
Paid Google search
2 searches its ads show for, about 578 clicks and $5,460 a month (estimate)
Ads on GoogleDetailLess
49+ ads · 38 text, 9 image, 2 video · 49 shown in the last 30 days

First shown August 2025, as Meta Platforms Technologies, LLC, verified. Ads started 2025-10 to 2026-09: 45 in the year, 4 before. 71 more by other advertisers linking to it.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
11%
rank 3 of 114 in video ads
Segment leader
32%
StackAdapt
First choices
24 across its categories
Named in
188 answers
Its own site cited
in 171 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

Names read as Meta Ads

What the judge wrote, as written, with how often. The vendor table decides that these count as Meta Ads; a claim can dispute any of them.
Meta Ads Manager 17Meta 11Facebook 5Instagram 5Meta Ads (Facebook & Instagram) 4Meta (Facebook/Instagram) 3Meta Ads (Facebook/Instagram) 3Facebook/Meta 2Facebook & Instagram (Meta Ads – Video/Reels) 1Facebook & Instagram (Meta) Ads 1Facebook & Instagram Video Ads 1Facebook Ads 1Facebook and Instagram Ads 1Facebook/Meta Ads 1Facebook/Meta Audience Network 1Facebook/Meta Video Ads 1Instagram Ads 1Meta (Facebook & Instagram Reels) 1Meta (Facebook/Instagram Video Ads) 1Meta (Facebook/Instagram) Ads 1Meta Ads (Facebook + Instagram) 1Meta Ads (Facebook + Instagram, including Reels) 1Meta Ads (Facebook and Instagram) 1Meta Ads (Facebook/Instagram Reels/Stories) 1

Follow Meta Ads

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

Meta Platforms is the company behind Meta Ads.
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On record

Wikidata
Website
meta.com
Headquarters
Menlo Park, United States
Founded
2004
Employees
about 58,604 (2020)
Ownership
Public, META on Nasdaq

Fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · LinkedIn · Crunchbase

In its own words

Stated by the vendor, not checked
Positioning
These guidelines illustrate how we assess the security impact of the report we receive for ads Audience security vulnerabilities.
Not stated on the pages read
Price, starting price, free plan or trial, integrations, certifications, hosting, customers

What Meta Ads's own pages state, read September 28, 2026: bugbounty.meta.com/payout-guidelines/meta-genai, bugbounty.meta.com/payout-guidelines/ads-audience, developers.meta.com/horizon/resources/app-ads, developers.meta.com/horizon/resources/vrc-quest-ads-7, developers.meta.com/horizon/resources/vrc-quest-ads-6. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Meta Ads's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Meta Ads, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Meta Ads by email, built from the raw record of the edition. It shows:

  • where Meta Ads is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name Meta Ads, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at meta.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.

Badges

Wins only: a badge exists where Meta Ads is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHide

Meta Ads is among the products AI models recommend first in Video advertising this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.

Wide · 320 × 104 Website, beside other badges
Among AI models' top three in Video advertising, October 2026 Edition, GTM AI Recommendation Index
Show the code
<a href="https://gtm-ai-index.com/marketing/video-advertising/"><img src="https://gtm-ai-index.com/badges/2026-10/meta-ads--video-advertising-wide.svg" alt="Among AI models' top three in Video advertising, October 2026 Edition, GTM AI Recommendation Index" width="320" height="104"></a>

Copy the code as it is. The link is part of the badge: it points at the Video advertising standing, where the claim can be checked.

Square · 240 × 240 LinkedIn, slides
Among AI models' top three in Video advertising, October 2026 Edition, GTM AI Recommendation Index
Show the code
<a href="https://gtm-ai-index.com/marketing/video-advertising/"><img src="https://gtm-ai-index.com/badges/2026-10/meta-ads--video-advertising-square.svg" alt="Among AI models' top three in Video advertising, October 2026 Edition, GTM AI Recommendation Index" width="240" height="240"></a>

Copy the code as it is. The link is part of the badge: it points at the Video advertising standing, where the claim can be checked.

Compact · 200 × 56 Email signature, footer
Among AI models' top three in Video advertising, October 2026 Edition, GTM AI Recommendation Index
Show the code
<a href="https://gtm-ai-index.com/marketing/video-advertising/"><img src="https://gtm-ai-index.com/badges/2026-10/meta-ads--video-advertising-compact.svg" alt="Among AI models' top three in Video advertising, October 2026 Edition, GTM AI Recommendation Index" width="200" height="56"></a>

Copy the code as it is. The link is part of the badge: it points at the Video advertising standing, where the claim can be checked.

Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.