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GTM AI Index
Index › Products › Melissa Data · October 2026 Edition
2 categories · Named, not ranked

Melissa Data

18Judge labels
3First choices
2Negative labels
9 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Standing
6 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Melissa Data was named 6 times in Identity and 1 other category, where Hightouch Adaptive Identity Resolution led with 12%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In identity · 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 Melissa Data 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
Identity resolutionGTM data and infrastructure2%21 of 1400%2under 10 labels · led by Hightouch Adaptive Identity Resolution at 12%newNew since September 2026: not ranked then, 2% now.
Address verification toolsGTM data and infrastructure0%28 of 10825%4under 10 labels · led by Smarty at 47%

Movement

Since September 2026, Melissa Data held within the floor in all two categories: no change cleared 11 points.

Best category · Identity · by segment

Small businessnewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 34 of 125, unchanged
Mid-marketnewNew since September 2026: not ranked then, 2% now.
2%from 0% in September 2026
Inside the floor by 9 pointsRank 19 of 131, unchanged

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
Identity0%2%newNew since September 2026: not ranked then, 2% now.New this editionRank 21 of 140, unchanged
Address verification0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 28 of 108, unchanged

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 Melissa Data 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 4.500011
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small10001
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash10102
Kimi K201001
GLM 4.7 FlashX00000
MiniMax M2.501001
GPT-6 Luna00000
Muse Glimmer 30B00000

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
Direct1 labelNone
Paraphrase4 labels1
Comparative2 labelsNone
Budget-constrained5 labels2
Scale-constrained1 labelNone
Negative5 labels1not counted in share
First choiceAlternativeMentionNegative18 labels in all, every segment counted; 3 of the 4 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.

“Delivr.ai and Melissa Data are strong starting points due to their ease of use, mid-market focus, and robust matching capabilities” Mistral Small · Identity · paraphrase prompt · first choice
“For Shipping/Data: Smarty (formerly SmartyStreets) and Melissa Data.” Qwen 3.7 Flash · Address verification · negative prompt · first choice
“If you have tighter budget, Melissa Data provides solid identity matching at lower cost.” MiniMax M2.5 · Identity · paraphrase prompt · alternative
“established providers like ... Melissa Data ... tend to have stronger reputations” Kimi K2 · Address verification · negative prompt · alternative

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.

“Melissa's address verification is slow, with their bulk validation only capable of processing tens to hundreds of addresses per second.” Claude Haiku 4.5 · Address verification · negative prompt · soft negative

Named alongside

The products named in the same answers as Melissa Data, over the 18 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Melissa Data was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Smarty12 of 184Not among the top eight
Loqate7 of 180Not among the top eight
Experian Data Quality5 of 180Not among the top eight
PostGrid Address Verification5 of 180Not among the top eight
Google Address Validation API4 of 180Not among the top eight
Lob3 of 180Not among the top eight
CustomerLabs 1PD Ops2 of 182Not among the top eight
Delivr.ai2 of 180Not among the top eight
Radar2 of 180Not among the top eight
Google Maps Platform1 of 181Not 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 Melissa Data. 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 15 of the 18 answers that named Melissa Data and are not a share of its labels.

Domains cited

melissa.comYour site10
smarty.com9
guideflow.com8
opencart.com8
g2.com7
sourceforge.net7
postgrid.com6
thectoclub.com6
microblink.com4
radar.com4

Fifty-nine of the sixty-nine domain citations in answers naming Melissa Data came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

melissa.com is not in Google's top ten for any of the category's searches. In the answers, Melissa Data takes 2% of first choices and Hightouch Adaptive Identity Resolution takes 12%.
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In search

Google, US estimates
Position for “identity resolution platform”
–
not in the top ten
Position for “best identity resolution platform”
–
not in the top ten
Organic visits to its site
about 197,334 a month
Searches its site ranks for
14,489 · 727 in the top three
Sites linking to it
4,307
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on GoogleDetailLess
31 ads · 31 text · 29 shown in the last 30 days

First shown October 2021, as Melissa Data Corp, verified. Ads started 2025-11 to 2026-10: 8 in the year, 23 before. 28 more by other advertisers linking to it.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
2%
rank 21 of 140 in identity
Segment leader
12%
Hightouch Adaptive Identity Resolution
First choices
3 across its categories
Named in
18 answers
Its own site cited
in 15 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.

What it publishes

ShowHide
Addresses on melissa.com
3,982
subdomains included
Content
1,474
counted in the table below
Documentation
937
Product · Integration
0 · 17
KindPagesLast 90 days2025-11 to 2026-10LatestCategories named
Blog1,021undatedCRM, Email verification
Report or ebook166undated
Glossary or explainer7332026-08-06
Podcast or video6902026-03-10
Case study43undated
News or press2902026-03-27
Webinar or virtual event2522026-07-29Email verification, Enrichment
Conference or event2202025-12-04
Template or tool16undated
Comparison1002025-02-11CDP

Most recent

Events in person

Last twelve months

As the event pages on melissa.com state them, read October 5, 2026.

How it is countedHide how it is counted

Every page melissa.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Of its titles that name a category, most name CRM (14); 0 name its categories the models place it in. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.

Names read as Melissa Data

What the judge wrote, as written, with how often. The vendor table decides that these count as Melissa Data; a claim can dispute any of them.
Melissa Data (Personator Consumer) 1Melissa Data (Personator) 1

Follow Melissa Data

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

Melissa is the company behind Melissa Data.
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On record

Wikidata
Headquarters
Rancho Santa Margarita, United States
Founded
1985

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

In its own words

Stated by the vendor, not checked
Positioning
Melissa delivers the best address validation, geocoding, autocomplete, identity verification, contact data enrichment, and NCOA/CCOA updates, helping organizations maintain clean, compliant, and up to date customer data.
For
organizations
Price stated
The Best Address Verification at the Best Price. melissa.com
Starting price
0 melissa.com/pricing
Free plan or trial
Free Trial Available. melissa.com
Certifications
USPS CASS CertificationGDPR compliantCCPA compliantSOC 2HIPAA/HITrust standardsCASS & DPV CertifiedUSPS CASS & PAVE CertifiedCanada Post SERP Certified
Customers named
SiemensClairvoyix
Not stated on the pages read
Integrations, hosting

What Melissa Data's own pages state, read October 5, 2026: melissa.com, melissa.com/pricing, melissa.com/en/compliance, melissa.com/case-studies, melissa.com/marketplace. 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 Melissa Data'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 Melissa Data, 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 Melissa Data by email, built from the raw record of the edition. It shows:

  • where Melissa Data 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 Melissa Data, 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 melissa.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.