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Index › Products › Satori · October 2026 Edition
2 categories · Named, not ranked

Satori

9Judge labels
0First choices
0Negative labels
7 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Standing
2 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Satori was named 2 times in Cyber risk quant and 1 other category, where CyberSaint CyberStrong led with 25%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In cyber risk quant · 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 Satori 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
Cyber risk quantificationSecurity operations0%65 of 1160%1under 10 labels · led by CyberSaint CyberStrong at 25%
Data security posture managementSecurity operations0%81 of 1050%1under 10 labels · led by Microsoft Purview at 18%

Movement

This is the first edition on this tier, so no move can be computed for Satori yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Satori 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 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00000
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small00101
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash01001
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
Direct0 labelsNone
Paraphrase0 labelsNone
Comparative4 labels1not counted in share
Budget-constrained2 labelsNone
Scale-constrained2 labelsNone
Negative1 labelNone
First choiceAlternativeMentionNegative9 labels in all, every segment counted; 0 of the 1 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.

“Best For: Mid-market companies that need speed and simplicity without manual data entry.” Qwen 3.7 Flash · Cyber risk quant · comparative 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.

No model argued against it.

Named alongside

The products named in the same answers as Satori, over the 9 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Satori was named but was not.
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ProductSame answerTook the first choice insteadHead to head
BigID5 of 90Not among the top eight
Microsoft Purview3 of 92Not among the top eight
Varonis Data Security Platform3 of 90Not among the top eight
Amazon Macie2 of 91Not among the top eight
Tonic.ai2 of 91Not among the top eight
Cyera2 of 90Not among the top eight
Delphix2 of 90Not among the top eight
IBM Guardium2 of 90Not among the top eight
Immuta2 of 90Not among the top eight
K2View Test Data Management2 of 90Not 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 Satori. 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 6 of the 9 answers that named Satori and are not a share of its labels.

Domains cited

sourceforge.net5
g2.com4
itechguides.com4
slashdot.org4
startupstash.com4
ovaledge.com3
sprinto.com3
aimultiple.com2
atlan.com2
aws.amazon.com2

No domain is on file for Satori, so its own site is not marked.

Pages cited

Pages are listed as the models cited them.

Follow Satori

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.

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 Satori'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 Satori, 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 Satori by email, built from the raw record of the edition. It shows:

  • where Satori 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 Satori, 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 the vendor's own domain 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.