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GTM AI Index
Index › Products › Malbek · October 2026 Edition
1 category · Named, not ranked

Malbek

7Judge labels
0First choices
1Negative labels
5 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Standing
3 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Malbek was named 3 times in CLM, where PandaDoc led with 23%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In clm · 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 Malbek 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
Contract lifecycle management and e-signatureRevenue operations0%46 of 6333%3under 10 labels · led by PandaDoc at 23%▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.

Movement

Since September 2026, Malbek held within the floor in its one category: no change cleared 11 points.

Best category · CLM · by segment

Small businessgoneNot named this edition; 0% in September 2026.
0%from 0% in September 2026
Inside the floor by 11 pointsNot ranked
Mid-market▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 2% in September 2026
Inside the floor by 9 pointsRank 14 → 42 of 60
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 22 → 20 of 65

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
CLM2%0%▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Within noiseRank 14 → 46 of 63

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 Malbek across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide
ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00112
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.2000000
Mistral Small01001
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000
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
Paraphrase0 labelsNone
Comparative3 labelsNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative3 labelsNone
First choiceAlternativeMentionNegative7 labels in all, every segment counted; 0 of the 0 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.

“consider independent platforms like Icertis, Ironclad, LinkSquares, Juro, or Malbek” Mistral Small · CLM · 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.

“reviewers mention strong usability, but also platform reliability issues, cumbersome Word integration, product regressions” GPT-5.4 mini · CLM · negative prompt · soft negative

Named alongside

The products named in the same answers as Malbek, over the 7 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Malbek was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Icertis Contract Intelligence7 of 72Not among the top eight
Ironclad7 of 71Not among the top eight
Agiloft7 of 70Not among the top eight
DocuSign CLM6 of 70Not among the top eight
LinkSquares6 of 70Not among the top eight
Sirion6 of 70Not among the top eight
Conga CLM5 of 70Not among the top eight
CobbleStone3 of 70Not among the top eight
Coupa CLM3 of 70Not among the top eight
ContractPodAi2 of 70Not 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 Malbek. 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 7 of the 7 answers that named Malbek and are not a share of its labels.

Search and answers

malbek.io is not in Google's top ten for any of the category's searches. In the answers, Malbek takes 0% of first choices and PandaDoc takes 23%.
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In search

Google, US estimates
Position for “contract lifecycle management platform”
–
not in the top ten
Position for “best contract lifecycle management platform”
–
not in the top ten
Searches for its name, Google
590 a month (“malbek”)
AI search demand for its name, est.
8 a month
Organic visits to its site
about 36,984 a month
Searches its site ranks for
2,116 · 337 in the top three
Sites linking to it
806
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on GoogleDetailLess
7 ads · 7 text · 4 shown in the last 30 days

First shown March 2023, as Malbec Solutions Inc, verified.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
0%
rank 46 of 63 in CLM
Segment leader
23%
PandaDoc
First choices
0 across its categories
Named in
7 answers
Its own site cited
in 7 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 malbek.io
667
subdomains included
Content
567
counted in the table below
Documentation
0
Product · Integration
14 · 37
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog54172026-09-28CLM, CRM
Comparison1002025-07-22CLM, CPQ
Case study902024-08-16CLM
Report or ebook402025-01-08CLM
Conference or event202025-11-25
Glossary or explainer102024-11-12
How it is countedHide how it is counted

Every page malbek.io 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. 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 September 29, 2026.

Follow Malbek

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

Malbek.
ShowHide

On record

Wikidata
Website
malbek.io
Headquarters
United States

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

In its own words

Stated by the vendor, not checked
Positioning
Improve contract management and document automation with Malbek's CLM software, equipped with AI-powered contract intelligence, automation, and compliance controls.
For
legal, procurement, finance and sales
Price stated
Pricing malbek.io
Integrations claimed
50 malbek.io
Certifications
GDPRCCPA
Not stated on the pages read
Starting price, free plan or trial, hosting, customers

What Malbek's own pages state, read September 28, 2026: malbek.io, malbek.io/plans, trust.malbek.io, malbek.io/platform, malbek.io/resources/customer-stories. 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 Malbek'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 Malbek, 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 Malbek by email, built from the raw record of the edition. It shows:

  • where Malbek 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 Malbek, 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 malbek.io 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.