Small business▲+3Since September 2026: 5% → 8%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
8%from 5% in September 2026
Inside the floor by 8 pointsRank 6 → 5 of 62
2 categories · RankedShuffle
36Judge labels
16First choices
2Negative labels
13 / 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.
Best standing
18% in SOAR for mid-market buyers
Rank 2 of 67 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 0% of its 16 labels there were negative.
What the models named instead of Shuffle →By buyer segmentStrongest at mid-market.
Small business3 of 64
8%17 labels
accepted challenger
Mid-market2 of 67
18%16 labels
accepted challenger
Enterprise44 of 45
0%1 label
under the label threshold
In soar · 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 Shuffle 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.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| SOAR platforms | Security operations | 18% | 2 of 67 | 0% | 16 | accepted challenger | ▲+7Since September 2026: 11% → 18%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| AI SOC agents | Security operations | 0% | 46 of 104 | 0% | 2 | under 10 labels · led by Dropzone AI at 24% |
Movement
Since September 2026, Shuffle held within the floor in all two categories: no change cleared 11 points.
Best category · SOAR · by segment
Mid-market▲+7Since September 2026: 11% → 18%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
18%from 11% in September 2026
Inside the floor by 4 pointsRank 3 → 2 of 56
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 43 → 40 of 41
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| SOAR | 11% | 18% | ▲+7Since September 2026: 11% → 18%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 3 → 2 of 67 |
| AI SOC agents | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 46 of 104, 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 Shuffle across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Shuffle across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 2 | 0 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 0 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 1 | 1 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-6 Luna | 1 | 0 | 0 | 0 | 1 |
| Muse Glimmer 30B | 1 | 0 | 1 | 0 | 2 |
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
Paraphrase6 labels1
Comparative2 labelsNone
Budget-constrained23 labels15
Scale-constrained1 labelNone
Negative4 labelsNone
First choiceAlternativeMentionNegative36 labels in all, every segment counted; 16 of the 16 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.
“If I had to pick one for a budget-conscious company with someone technical to manage it, I'd start with Shuffle's self-hosted SOAR.” GPT-6 Luna · SOAR · budget prompt · first choice
“Shuffle open-source gives full SOAR capabilities at no license cost... It is regularly recommended for budget-limited orgs.” Muse Glimmer 30B · SOAR · budget prompt · first choice
“| $0 budget, have Linux/DevOps skills | Shuffle (self-hosted) | Full-featured, free, large community |” DeepSeek V4 Flash · SOAR · budget prompt · first choice
“the strongest overall choice is usually Shuffle (open source) if you have some engineering capacity” Perplexity Sonar · SOAR · 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.
No model argued against it.
Named alongside
The products named in the same answers as Shuffle, over the 36 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Shuffle was named but was not.ShowHide
Named alongside
The products named in the same answers as Shuffle, over the 36 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Shuffle was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
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 Shuffle. 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 34 of the 36 answers that named Shuffle and are not a share of its labels.
Domains cited
us.fitgap.com16
aimultiple.com15
comparitech.com15
g2.com14
tracecat.com11
intezer.com10
itechguides.com10
underdefense.com9
checkthat.ai8
shuffler.ioYour site8
108 of the 116 domain citations in answers naming Shuffle came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
shuffler.io is not in Google's top ten for any of the category's searches. In the answers, Shuffle takes 18% of first choices and Tines takes 41%.ShowHide
Search and answers
shuffler.io is not in Google's top ten for any of the category's searches. In the answers, Shuffle takes 18% of first choices and Tines takes 41%.
ShowHideIn search
Google, US estimatesPosition for “soar platform”
–
not in the top ten
Position for “soar platforms”
–
not in the top ten
- Searches for its name, Google
- 60,500 a month (“shuffle”)
- AI search demand for its name, est.
- 19,550 a month
- Organic visits to its site
- about 1,726 a month
- Searches its site ranks for
- 273 · 13 in the top three
- Sites linking to it
- 1,020
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
Ads on Google
None found in Google's ad transparency records for the US
In answers
This editionShare of first choices
18%
rank 2 of 67 in SOAR
Segment leader
41%
Tines
- First choices
- 16 across its categories
- Named in
- 36 answers
- Its own site cited
- in 34 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
What it publishes
ShowHideAddresses on shuffler.io
127,003
subdomains included
Content
179
counted in the table below
Documentation
20
Product · Integration
0 · 124,707
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Report or ebook | 84 | undated | |||
| News or press | 83 | undated | |||
| Blog | 11 | undated | |||
| Glossary or explainer | 1 | undated |
How it is countedHide how it is counted
Every page shuffler.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. Read September 29, 2026.
Names read as Shuffle
What the judge wrote, as written, with how often. The vendor table decides that these count as Shuffle; a claim can dispute any of them.
Shuffle (open source) 1
Follow Shuffle
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
Shuffle is its own company.ShowHide
The company
Shuffle is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- The Open Source SOAR for all purposes
- For
- technical teams
- Price stated
- Listed prices are in USD excluding taxes and buying implies agreement to Shuffle's Terms of Service. shuffler.io/pricing
- Starting price
- Free/ month for 2k App Runs shuffler.io/pricing
- Free plan or trial
- Proof of Concept: free for 30 days shuffler.io
- Integrations claimed
- 2500 shuffler.io
- Certifications
- SOC2ISOGDPR
- Hosting
- onpremhybridcloudin the cloud
- Not stated on the pages read
- Customers
What Shuffle's own pages state, read September 28, 2026: shuffler.io, shuffler.io/pricing, trust.shuffler.io, shuffler.io/partners. 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 Shuffle'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 Shuffle, 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 Shuffle by email, built from the raw record of the edition. It shows:
- where Shuffle 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 Shuffle, 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.
Badges
Wins only: a badge exists where Shuffle is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Wins only: a badge exists where Shuffle is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHideShuffle is among the products AI models recommend first in SOAR platforms 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
Square · 240 × 240 LinkedIn, slides
Compact · 200 × 56 Email signature, footer
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.