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IT AI Index
October 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Security operations › SSPM › Small business › October 2026 Edition

SaaS security posture management for small business buyers

Asked as “SSPM platform”, and as “SaaS security posture management tool”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
20%
Nudge Securityand Wing Security
Contested · Wing Security 20%
20Nudge Security20Wing Security118200.dev49others

20% of first choices, contested.

ShowinginAll 136 categories in the October 2026 Edition →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small businessNudge Security20%ContestedThis pageMid-marketWing Security30%ContestedStanding →EnterpriseAppOmni40%ContestedStanding →

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Nudge Security20%2%41accepted challenger
02Wing Security20%5%41accepted challenger
03Grip Security11%3%32accepted challenger
048200.dev11%0%17accepted challenger
05SaaS Alerts7%6%16accepted challenger
06CrowdStrike Falcon Shield5%41%17criticized challenger
07AppOmni4%67%39criticized challenger
08SpinOne2%20%15accepted challenger
09Adaptive Shield2%47%17criticized challenger
Show the five products at 0%, ordered by negative rate
14Obsidian0%64%11criticized challenger
12Obsidian Security0%35%20criticized challenger
13Valence Security0%33%12criticized challenger
11Reco0%9%11accepted challenger
10Microsoft Secure Score0%0%16accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
Wing Security vs Nudge SecurityWing Security vs Grip SecurityWing Security vs CrowdStrike Falcon Shield
All twenty-eight head-to-head pages: the top eight products, each against each
Wing Security vs Obsidian SecurityWing Security vs AppOmniWing Security vs Adaptive ShieldWing Security vs Spin.AINudge Security vs Grip SecurityNudge Security vs CrowdStrike Falcon ShieldNudge Security vs Obsidian SecurityNudge Security vs AppOmniNudge Security vs Adaptive ShieldNudge Security vs Spin.AIGrip Security vs CrowdStrike Falcon ShieldGrip Security vs Obsidian SecurityGrip Security vs AppOmniGrip Security vs Adaptive ShieldGrip Security vs Spin.AICrowdStrike Falcon Shield vs Obsidian SecurityCrowdStrike Falcon Shield vs AppOmniCrowdStrike Falcon Shield vs Adaptive ShieldCrowdStrike Falcon Shield vs Spin.AIObsidian Security vs AppOmniObsidian Security vs Adaptive ShieldObsidian Security vs Spin.AIAppOmni vs Adaptive ShieldAppOmni vs Spin.AIAdaptive Shield vs Spin.AI

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
804
05
06
07
08
A09
M10
11
12
13
O14
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Nudge Security20%
02Wing Security20%
03Grip Security11%
048200.dev11%
05SaaS Alerts7%
06CrowdStrike Falcon Shield5%
07AppOmni4%
08SpinOne2%
09Adaptive Shield2%
10Microsoft Secure Score0%
11Reco0%
12Obsidian Security0%
13Valence Security0%
14Obsidian0%

What they warned about

Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
AppOmni
67%
26 of 39 labels negative · 9 of 14 models · 4 hard negative
“Avoid enterprise-first platforms like AppOmni, Obsidian Security (paid tier), and CrowdStrike Falcon SSPM if you're a small business.” DeepSeek V4 Flash, negative prompt
Obsidian Security
35%
7 of 20 labels negative · 5 of 14 models · 3 hard negative
“Avoid enterprise-first platforms like AppOmni, Obsidian Security (paid tier), and CrowdStrike Falcon SSPM if you're a small business.” DeepSeek V4 Flash, negative prompt
Adaptive Shield
47%
8 of 17 labels negative · 5 of 14 models
“built for large enterprises. They are incredibly powerful but often require dedicated personnel to run, feature complex dashboards, and come with high annual contract minimums” Gemini 3.5 Flash, scale prompt
Obsidian
64%
7 of 11 labels negative · 5 of 14 models
“Platforms to be cautious about / generally avoid for small business are the enterprise-depth, sales-led suites: **AppOmni and Obsidian Security – enterprise depth, custom pricing**” Muse Glimmer 30B, negative prompt

What they cite

Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1061 links across 162 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.

work-management.org
46 answers · 70 citations · 12 models
us.fitgap.com
vendor site · FitGap44 answers · 55 citations · 11 models
gbhackers.com
41 answers · 49 citations · 12 models
cyberpress.org
vendor site · CyberPress39 answers · 53 citations · 12 models
startupstash.com
38 answers · 38 citations · 12 models
itechguides.com
35 answers · 48 citations · 10 models
guideflow.com
vendor site · Guideflow35 answers · 35 citations · 11 models
g2.com
vendor site · G232 answers · 34 citations · 12 models
nudgesecurity.com
vendor site · Nudge Security31 answers · 61 citations · 9 models
scmgalaxy.com
28 answers · 28 citations · 11 models
spotsaas.com
27 answers · 35 citations · 11 models
saas-expert.com
23 answers · 23 citations · 9 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

work-management.org/network-security/sspm-tools-small-businesses
44 answers · 11 models
us.fitgap.com/search/saas-security-posture-management-sspm-solutions/small-…
40 answers · 11 models
startupstash.com/best-sspm-platforms
38 answers · 12 models
gbhackers.com/best-sspm-compared
35 answers · 12 models
cyberpress.org/sspm-tools-by-business-size-2
34 answers · 10 models
guideflow.com/blog/sspm-software
34 answers · 11 models
itechguides.com/best/saas-security-posture-management-software
32 answers · 10 models
scmgalaxy.com/tutorials/top-10-saas-security-posture-management-sspm-featur…
28 answers · 11 models
spotsaas.com/category/saas-security-posture-management-software
26 answers · 10 models
saas-expert.com/articles/best-saas-security-posture-management-tools-startups
23 answers · 9 models

Search against answers

Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best sspm platform”, “sspm platform”, “sspm platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
Company and productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
Nudge Security nudgesecurity.com20%117880118,41928
Wing Security wing.security20%8614052540
Grip Security grip.security11%83880285,249171
8200.dev11%0
SaaS Alerts saasalerts.com7%1848012553
CrowdStrike Falcon Shield crowdstrike.com5%612109715,209$13,9671193
FailSafe4%
Wing4%673,000654,204
CrowdStrike parent site
CrowdStrike Falcon 4%		4%23474,0005,130
AppOmni appomni.com4%1401,3001547,64308

Google's top ten for the three searches hold 23 sites; 2 of them are among the sites the models cited here (gbhackers.com, guideflow.com). The first result for “best sspm platform” is grip.security.

How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHide
ModelDirect“What is the best SSPM platform for a small B2B company?”Paraphrase“Which SaaS security posture management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top SSPM platforms for a small team and how do they differ?”Budget-constrained“What is the best SSPM platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a SSPM platform. What should we look at?”Negative“Which SSPM platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Wing Security
Three alternativesMicrosoft Defender for Cloud Apps, Nudge Security, Reco
SaaS AlertsChanged
Three alternativesNudge Security, SpinOne, Wing Security
8200.dev
Five alternativesBetterCloud, Grip Security, Nudge Security, Obsidian Security, Wing Security
Wing Security
Three alternatives8200.dev, Nudge Security, Obsidian Security
no first choiceagainst: Adaptive Shield, Netskope SSPM, Nudge Security, Wing Security
GPT-5.4 miniGrip Security
Five alternativesCynet, Netskope SSPM, Nudge Security, Palo Alto Networks, Zscaler SSPM
CrowdStrike Falcon ShieldChanged
One alternativeAppOmni
AppOmni, CrowdStrike Falcon Shield
Three alternativesAdaptive Shield, Obsidian Security, Reco
Microsoft Defender for Cloud Apps
One alternativeWing Security
against: AppOmnino first choiceagainst: DoControl, Netskope One Platform, Varonis Data Security Platform
Gemini 3.5 FlashWing Security
Three alternativesNudge Security, SaaS Alerts, SpinSPM
against: AppOmni, Falcon Shield, Obsidian SecurityWing SecurityHeld
Four alternativesDrata, Nudge Security, Spin.AI / SpinOne, Vanta
Nudge Security, Wing Security
Two alternativesGrip Security, Obsidian Security
against: Adaptive Shield, AppOmniWing Security
Three alternativesGrip Security, Nudge Security, Obsidian Security
against: Adaptive Shield, AppOmniNudge Security, Spin.AI, Wing Securityagainst: Adaptive Shield, AppOmni, Obsidian Securityagainst: Adaptive Shield / CrowdStrike Falcon Shield, AppOmni, Obsidian Security, Valence Security
Perplexity SonarNudge Security
Four alternativesAdaptive Shield, AppOmni, CrowdStrike Falcon Shield, Grip Security
Nudge SecurityHeld
Three alternativesSpinOne, Valence Security, Wing Security
against: AppOmniGrip Security, Nudge Security, Wing Security
Two alternativesAdaptive Shield, AppOmni
Nudge Security
Six alternativesCrowdStrike, Google Workspace Security Center, Grip Security, Microsoft Secure Score, Palo Alto Networks, Zscaler SSPM
no first choiceagainst: AppOmni
Grok 4.1 FastGrip Security
Three alternativesObsidian Security, SaaS Alerts, Wing Security
against: CrowdStrike Falcon ShieldSaaS AlertsChanged
Three alternatives8200.dev, Nudge Security, Wing Security
against: CrowdStrike Falcon Shield, SpinOneWing Security
Four alternativesGrip Security, Nudge Security, Onam Security, SpinOne
against: AppOmni, CrowdStrike Falcon Shield, Obsidian, Palo Alto Networks, Zscaler SSPM8200.dev
Five alternativesGrip Security, Nudge Security, Obsidian Security, Onam Security, Wing Security
against: AppOmni, CrowdStrikeno first choice
Five alternativesAppOmni, Grip Security, Obsidian, Valence Security, Wing
against: AppOmni, CrowdStrike Falcon Shield, Obsidian Security, Palo Alto Networks Prisma SSPM, Zscaler SSPM
Mistral SmallCrowdStrike Falcon Shield
One alternativeAdaptive Shield
SpinOneChanged
Two alternativesNudge Security, Wing Security
against: CrowdStrike Falcon ShieldGrip Security, Wing Security
Four alternativesAdaptive Shield, AppOmni, Obsidian Security, Valence Security
CrowdStrike Falcon
Two alternativesAppOmni, Obsidian
no first choiceagainst: Reco, Wing Security
DeepSeek V4 FlashGrip Security
Three alternativesGoogle Workspace Security Checklist, Microsoft Secure Score, SpinOne
against: AppOmni, DoControl, Obsidian, Valence SecurityWing SecurityChanged
Three alternativesGrip Security, SaaS Alerts, SpinOne
against: AppOmni, ObsidianWing Security
One alternativeSpinOne
against: Adaptive Shield, AppOmni, Obsidian8200.dev
Two alternativesNudge Security, Valence Security
against: AppOmni, CrowdStrike Falcon Shield, Grip SecurityGrip Security, Nudge Security, Wing Security
One alternativeCheck Point Harmony
against: Adaptive Shield, AppOmniagainst: AppOmni, CrowdStrike Falcon SSPM, Microsoft Defender for Cloud Apps, Obsidian Security
Llama 4 MaverickGrip Security
Two alternativesCrowdStrike, Vorlon
Onam Security SaaS SecurityChanged
Four alternativesNetskope SSPM, Reco, SaaS Alerts, SpinOne
no first choiceCrowdStrike Falcon, Wingno first choiceagainst: CrowdStrike Falcon Cloud Security, Prisma Cloud
Qwen 3.7 FlashCrowdStrike Falcon Shield
Four alternativesGrip Security, Microsoft Defender for Office 365, Microsoft Secure Score, Spin.AI
VantaChanged
Two alternativesAttune.io, Drata
Wiz
Three alternativesDrata, Prowler, Vanta
against: WazuhFailSafe
Four alternativesAikido.dev, Cloudanix, Microsoft Defender for Cloud, Prowler
against: OneTrust, Varonisno first choice
Four alternativesAWS Inspector, Docker Scout, Grype, Trivy
against: Mend.io, Snykagainst: ConnectWise Automate, NinjaOne, OneLogin, SailPoint, Varonis
Kimi K2Nudge Security
Five alternatives8200.dev, CrowdStrike Falcon Shield, Grip Security, SaaS Alerts, Wing Security
against: AppOmni, ObsidianWing SecurityChanged
Two alternativesObsidian Security, Onam Security
8200.dev, Obsidian Security
Three alternativesNudge Security, SaaS Alerts, Wing Security
against: Adaptive Shield, AppOmni, Valence SecurityWing Security
Two alternatives8200.dev, Nudge Security
Grip Security, Nudge Security, Wing
Three alternativesAppOmni, CrowdStrike Falcon Shield, Obsidian
against: AppOmni, BetterCloud, CrowdStrike Falcon SSPM, Obsidian Security, Torii, Zluri
GLM 4.7 FlashXNudge Security
Two alternativesGrip Security, Microsoft Defender for Cloud Apps
against: AppOmni, Snyk, SonatypeSaaS AlertsChanged
Three alternativesNudge Security, Obsidian Security, Onam Security SaaS Security
Nudge Security
Two alternativesGrip Security, Wing
against: Adaptive Shield, AppOmniSaaS Alerts, Wing Security
Two alternatives8200.dev, SpinOne
against: CrowdStrike, Palo Alto Networks, Prowlerno first choiceagainst: AppOmni, CrowdStrike, Palo Alto Networks, SpinOne, Varonis Platform
MiniMax M2.58200.dev
Two alternativesNudge Security, SaaS Alerts
AppOmniChanged
One alternativeCrowdStrike Falcon Shield
FailSafe
Three alternativesGrip Security, Obsidian Security, Wing Security
8200.dev
Three alternativesCrowdStrike Falcon, Grip Security, SpinOne
no first choicenothing named
GPT-6 LunaNudge Security
Two alternativesAppOmni, Microsoft Secure Score
Nudge SecurityHeld
Three alternativesDrata, Obsidian Security, Vanta
Nudge Security
Three alternativesCrowdStrike Falcon Shield, Microsoft Defender for Cloud Apps, Wing Security
against: AppOmni, Obsidian SecurityFailSafe
One alternativeSCuBA
against: Obsidianno first choiceagainst: AppOmni, SaaS Alerts, SpinOne, SpinSPM
Muse Glimmer 30B8200.dev
Four alternativesFailSafe, Grip Security, Onam Security SaaS Security, Wing Security
Nudge SecurityChanged
Two alternativesOnam Security SaaS Security, Wing Security – SaaS Pulse
Nudge Security, Wing Security
Three alternatives8200.dev, Grip Security, Reco
against: CrowdStrike Falcon Shield8200.dev
Two alternativesOnam Security, Wing Security
Adaptive Shield, AppOmni
Five alternativesBetterCloud, Grip Security, Nudge Security, Torii, Zluri
against: AppOmni, CrowdStrike, Obsidian, Palo Alto Networks SSPM, SpinSPM, Valence Security, Varonis, Zscaler SSPM
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 23:52yes178 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:31yes45 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-05 01:05yes2325 s
Direct recommendationPerplexity Sonarsonar2026-10-04 22:50yes293 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 01:55yes179 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-05 00:18yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 01:01yes1931 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 01:13yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 23:51yes747 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-05 00:03yes1549 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 22:26yes2049 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 23:17yes511 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-10-05 00:26yes326 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 01:43yes1316 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 01:37yes98 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-05 01:33yes46 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-05 00:27yes1226 s
ParaphrasePerplexity Sonarsonar2026-10-05 00:30yes203 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-04 22:28yes168 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-04 22:26yes169 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-05 00:51yes1934 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 23:22yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 01:44no032 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-04 22:54yes1720 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 23:23yes2271 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 01:19yes833 s
ParaphraseGPT-6 Lunagpt-6-luna2026-10-05 00:36yes318 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 00:34yes2133 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 01:28yes1610 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-05 01:26yes411 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-05 00:39yes1426 s
ComparativePerplexity Sonarsonar2026-10-05 00:00yes215 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 00:40yes1521 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-05 00:57yes139 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 23:55yes2246 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 00:15yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 00:54no029 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-05 01:11yes1925 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 23:26yes24138 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 00:13yes1936 s
ComparativeGPT-6 Lunagpt-6-luna2026-10-05 01:29yes624 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 23:52yes2138 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 01:52yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-05 00:24yes24 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-04 23:27yes1822 s
Budget constrainedPerplexity Sonarsonar2026-10-04 22:23yes242 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 00:03yes168 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-04 23:50yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 22:54yes2324 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 23:38yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-04 22:56yes1038 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-05 01:17yes1119 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-05 00:42yes1545 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 00:20yes1723 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-10-05 01:48yes322 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 01:30yes1724 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-05 01:34yes1813 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-04 22:36no012 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-04 23:58yes827 s
Scale constrainedPerplexity Sonarsonar2026-10-05 01:09yes206 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 00:28yes189 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-05 01:11no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 23:57yes2242 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-05 01:52yes52 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 00:54no029 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-05 01:19yes1321 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 22:45yes1368 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-05 01:29yes1018 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-10-05 01:08yes419 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-04 22:14yes1522 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-04 23:58yes179 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-05 01:41yes16 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-05 01:38yes1326 s
Negative framingPerplexity Sonarsonar2026-10-04 22:17yes342 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-05 00:41yes1510 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-04 22:27yes54 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-04 23:31yes1732 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-04 22:22yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-05 01:10no029 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-04 22:51yes1851 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-04 23:09yes20154 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-04 23:55yes1638 s
Negative framingGPT-6 Lunagpt-6-luna2026-10-05 01:56yes428 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-05 01:32yes2241 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

ShowHide
Category-scoped readings
Grip read as Grip Security
Netskope read as Netskope SSPM
Nudge read as Nudge Security
Palo Alto read as Palo Alto Networks
Valence read as Valence Security
Zscaler read as Zscaler SSPM
Zscaler Advanced SSPM read as Zscaler SSPM
Unresolved, counted raw
Aikido.dev
Attune.io
Falcon Shield (formerly Adaptive Shield)
GCP SecOps
Google Workspace security settings
Netskope One Platform
Oodrive
Palo Alto Networks Prisma SSPM
SCuBA
Security Checklist/Secure Score
Varonis Platform
Discontinued, still offered
No shut-down product was recommended here.

Also in security operations

The other categories of this function, with the leader in each.
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