GTM AI Index
Index Vendors › Revcontent · September 2026 Edition
1 category · Ranked

Revcontent

116Judge labels
15First choices
29Negative labels
12 of 12Models named it
1Category
September 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-09-16.3, every buyer segment counted.
Best standing
17% in Native ads for small business buyers
Rank 4 of 72 in the mid-market standingaccepted challenger
2 of 12 models made it the first choice on the direct prompt; 23% of its 47 labels there were negative.
By buyer segmentStrongest at small business.
In native 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 Revcontent 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 rateLabelsQuadrant
Native and content advertisingMarketing14%4 of 7223%47accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Revcontent yet. The next is due October 1, 2026. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated Revcontent across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.501102
GPT-5.4 mini00123
Gemini 3.5 Flash00011
Perplexity Sonar03014
Grok 4.1 Fast13116
Mistral Small12115
DeepSeek V4 Flash04116
Llama 4 Maverick21104
Qwen 3.7 Flash20013
Kimi K202215
GLM 4.7 FlashX01113
MiniMax M2.502215

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
Direct21 labels4
Paraphrase13 labels4
Comparative27 labels4not counted in share
Budget-constrained21 labels5
Scale-constrained10 labels2
Negative24 labelsNone
First choiceAlternativeMentionNegative116 labels in all, every segment counted; 15 of the 19 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 best native advertising platform for a company with a limited budget is Revcontent or MGID” Llama 4 Maverick · Native ads · budget prompt · first choice
“the best content recommendation and native ads network would be Taboola or RevContent” Llama 4 Maverick · Native ads · paraphrase prompt · first choice
“1. Revcontent ⭐ Best Overall for Limited Budgets” Mistral Small · Native ads · budget prompt · first choice
“Revcontent (Top recommendation for most mid-market B2B)” Grok 4.1 Fast · Native ads · direct 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.

“Revcontent enforces a hard campaign minimum daily budget of $50 to $100 per day... too steep for a limited-budget test” Gemini 3.5 Flash · Native ads · budget prompt · hard negative
“Use with extreme caution: Revcontent, MGID, and any mid-tier network without active daily placement management.” Kimi K2 · Native ads · negative prompt · hard negative
“Major red flags: Known for extremely low-quality traffic, deceptive practices, and poor brand safety controls” Mistral Small · Native ads · negative prompt · hard negative
“Bot traffic (often 50%+), poor quality placements, account suspensions without refunds” GLM 4.7 FlashX · Native ads · negative prompt · hard negative

Named alongside

The products named in the same answers as Revcontent, over the 116 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Revcontent was named but was not.
ProductSame answerTook the first choice insteadHead to head
Teads110 of 1169Not in the top three
Taboola108 of 11622Not in the top three
MGID103 of 11620Not in the top three
StackAdapt71 of 11625Not in the top three
Nativo53 of 1162Not in the top three
TripleLift40 of 1162Not in the top three
Sharethrough26 of 1162Not in the top three
Realize12 of 1161Not in the top three
Meta Audience Network11 of 1162Not in the top three
LinkedIn Sponsored Content10 of 1163Not in the top three
A head-to-head page exists where both products are in a category's top three. 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 Revcontent. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 17 of the 116 answers that named Revcontent and are not a share of its labels.

Domains cited

aidigital.com12
realize.com10
business.quora.com9
guideflow.com9
getadlib.com8
smartyads.com8
nativeadvertisinginstitute.com7
ads.life360.com5
en.trafficcardinal.com5
madgicx.com5

Seventy-eight of the seventy-eight domain citations in answers naming Revcontent came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Names read as Revcontent

What the judge wrote, as written, with how often. The vendor table decides that these count as Revcontent; a claim can dispute any of them.
RevContent 14
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 Revcontent'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 Revcontent, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at revcontent.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.

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