SaaS security posture management
Asked as “SSPM platform”, and as “SaaS security posture management tool”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
28%
Contested · Nudge Security 13%
28Wing Security13Nudge Security07Adaptive Shield52others
28% of first choices, contested.
Since October 2026▼−2Since October 2026: 30% → 28%, −2 points. Inside the 11-point floor: within noise.Wing Security held the lead, −2 points on 30%, inside the 11-point floor.
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 business
Wing Security29%Contested↗new leaderNew leader since October 2026: Wing Security (29%) replaces Nudge Security (20% then, 20% now), 9 points clear, inside the 11-point floor.Standing →Mid-marketWing Security28%Contested▼−2Since October 2026: 30% → 28%, −2 points. Inside the 11-point floor: within noise.This pageEnterprise
AppOmni54%Clear leader▲+14Since October 2026: 40% → 54%, +14 points. Past the 11-point floor: movement.Standing →
Wing Security29%Contested↗new leaderNew leader since October 2026: Wing Security (29%) replaces Nudge Security (20% then, 20% now), 9 points clear, inside the 11-point floor.Standing →Mid-marketWing Security28%Contested▼−2Since October 2026: 30% → 28%, −2 points. Inside the 11-point floor: within noise.This pageEnterpriseAppOmni54%Clear leader▲+14Since October 2026: 40% → 54%, +14 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Wing Security28%7%29accepted challenger▼−2Since October 2026: 30% → 28%, −2 points. Inside the 11-point floor: within noise.30% → 28%
Wing Security28%7%29accepted challenger▼−2Since October 2026: 30% → 28%, −2 points. Inside the 11-point floor: within noise.30% → 28%02
Nudge Security13%3%29accepted challenger▲+4Since October 2026: 9% → 13%, +4 points. Inside the 11-point floor: within noise.9% → 13%
Nudge Security13%3%29accepted challenger▲+4Since October 2026: 9% → 13%, +4 points. Inside the 11-point floor: within noise.9% → 13%03
Obsidian Security7%19%43accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%
Obsidian Security7%19%43accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%04AppOmni7%35%52criticized challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%
AppOmni7%35%52criticized challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%05Adaptive Shield7%23%22accepted challenger▲+3Since October 2026: 4% → 7%, +3 points. Inside the 11-point floor: within noise.4% → 7%
06
CrowdStrike Falcon Shield7%30%23criticized challenger▲+1Since October 2026: 6% → 7%, +1 point. Inside the 11-point floor: within noise.6% → 7%
CrowdStrike Falcon Shield7%30%23criticized challenger▲+1Since October 2026: 6% → 7%, +1 point. Inside the 11-point floor: within noise.6% → 7%07
Grip Security4%7%30accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%
Grip Security4%7%30accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 11-point floor: within noise.8% → 4%08
Valence Security2%8%25accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Valence Security2%8%25accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%09
Microsoft Defender for Cloud Apps2%10%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Microsoft Defender for Cloud Apps2%10%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the two products at 0%, ordered by negative rate
11
Zscaler SSPM0%33%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Zscaler SSPM0%33%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10Palo Alto Networks Prisma SaaS0%20%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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
All twenty-eight head-to-head pages: the top eight products, each against each
Wing Security vs Adaptive ShieldWing Security vs CrowdStrike Falcon ShieldWing Security vs Grip SecurityWing Security vs Valence SecurityNudge Security vs Obsidian SecurityNudge Security vs AppOmniNudge Security vs Adaptive ShieldNudge Security vs CrowdStrike Falcon ShieldNudge Security vs Grip SecurityNudge Security vs Valence SecurityObsidian Security vs AppOmniObsidian Security vs Adaptive ShieldObsidian Security vs CrowdStrike Falcon ShieldObsidian Security vs Grip SecurityObsidian Security vs Valence SecurityAppOmni vs Adaptive ShieldAppOmni vs CrowdStrike Falcon ShieldAppOmni vs Grip SecurityAppOmni vs Valence SecurityAdaptive Shield vs CrowdStrike Falcon ShieldAdaptive Shield vs Grip SecurityAdaptive Shield vs Valence SecurityCrowdStrike Falcon Shield vs Grip SecurityCrowdStrike Falcon Shield vs Valence SecurityGrip Security vs Valence Security
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 →
01020304A05
06070809P10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Wing Security28%
Wing Security28%02Nudge Security13%
Nudge Security13%03Obsidian Security7%
Obsidian Security7%04AppOmni7%
AppOmni7%05Adaptive Shield7%
06CrowdStrike Falcon Shield7%
CrowdStrike Falcon Shield7%07Grip Security4%
Grip Security4%08Valence Security2%
Valence Security2%09Microsoft Defender for Cloud Apps2%
Microsoft Defender for Cloud Apps2%10Palo Alto Networks Prisma SaaS0%
11Zscaler SSPM0%
Zscaler SSPM0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
AppOmni35%
18 of 52 labels negative · 9 of 14 models · 6 hard negative
“Be cautious with AppOmni. Recent independent AI-driven sentiment analysis ... flags it as one to potentially avoid or approach carefully” Grok 4.20, negative prompt
CrowdStrike Falcon Shield30%
7 of 23 labels negative · 7 of 14 models · 2 hard negative
“"Avoid: Enterprise-focused platforms like ... Adaptive Shield" ... regularly listed as a criticised challenger for SMB.” Muse Glimmer 30B, negative prompt
Obsidian Security19%
8 of 43 labels negative · 6 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.” Muse Glimmer 30B, negative prompt
Zscaler SSPM33%
6 of 18 labels negative · 4 of 14 models · 3 hard negative
“often require sales quotes and start much higher ... making them unsuitable for tight budgets” Grok 4.20, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
79 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. 868 links across 206 sites, every framing counted. Ranked by the number of answers carrying the site or page. 68 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
40 answers · 40 citations · 11 models
vendor site · GitHub28 answers · 31 citations · 10 models
26 answers · 26 citations · 9 models
22 answers · 23 citations · 7 models
22 answers · 22 citations · 10 models
vendor site · Nudge Security21 answers · 28 citations · 12 models
vendor site · G220 answers · 30 citations · 11 models
20 answers · 21 citations · 9 models
19 answers · 31 citations · 9 models
19 answers · 19 citations · 8 models
vendor site · AppOmni18 answers · 23 citations · 11 models
18 answers · 18 citations · 7 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.
40 answers · 11 models
26 answers · 9 models
22 answers · 10 models
20 answers · 9 models
19 answers · 8 models
19 answers · 7 models
18 answers · 7 models
17 answers · 9 models
13 answers · 6 models
13 answers · 10 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 products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Wing Security wing.security | 28% | 81 | 140 | 52 | 54 | 0 | ||
| Nudge Security nudgesecurity.com | 13% | 122 | 880 | 1 | 18,419 | 28 | ||
| Obsidian Security obsidiansecurity.com | 7% | 116 | 2,900 | 63 | 6,765 | $1,460 | 53 | 9 |
| AppOmni appomni.com | 7% | 162 | 1,300 | 15 | 47,643 | 0 | 8 | |
| Adaptive Shield | 7% | 320 | 36 | |||||
| CrowdStrike crowdstrike.com CrowdStrike Falcon Shield 7%, CrowdStrike 0% | 7% | 302 | 74,000 | 5,130 | 715,209 | $13,967 | 119 | 3 |
| SaaS Alerts saasalerts.com | 6% | 43 | 480 | 12 | 553 | |||
| BetterCloud bettercloud.com | 6% | 180 | 1,300 | 8 | 26,677 | |||
| Grip Security grip.security | 4% | 89 | 880 | 28 | 5,249 | 17 | 1 | |
| SpinOne spin.ai | 4% | 45 | 1,300 | 455 | 8,188 | 1 |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (appomni.com, gbhackers.com, vcso.ai). 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
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.
ShowHideModelDirect“What is the best SSPM platform for a mid-market B2B company?”Paraphrase“Which SaaS security posture management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top SSPM platforms and how do they differ?”Budget-constrained“What is the best SSPM platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a SSPM platform. What should we look at?”Negative“Which SSPM platforms should I avoid or be cautious about?”
Claude Haiku 4.5Wing SecurityObsidian Security, Wing SecurityChangedAppOmniWing Securityno first choicenothing named
Three alternatives
Adaptive Shield, Grip Security, Obsidian SecurityOne alternative
AppOmniSeven alternatives
Adaptive Shield, DoControl, Grip Security, Netskope SSPM, Obsidian Security, Reco, Valence SecurityOne alternative
SpinOneGPT-5.4 miniAdaptive ShieldNudge SecurityChangedAppOmniSaaS Alertsagainst: SpinOneno first choicenothing named
Three alternatives
Netskope SSPM, Valence Security, ZluriTwo alternatives
Sysdig, WizFive alternatives
Adaptive Shield, CrowdStrike Falcon Shield, Obsidian Security, Wing Security, Zscaler SSPMOne alternative
ZygonGemini 3.5 FlashObsidian Securityagainst: AppOmniAdaptive Shield, Wing SecurityChangedagainst: AppOmniAppOmniWing Securityagainst: Adaptive Shield, AppOmni, CrowdStrike Falcon Shield, Varonisno first choicenothing named
Four alternatives
Adaptive Shield, DoControl, Grip Security, Wing SecurityTwo alternatives
DoControl, Obsidian SecurityFive alternatives
Adaptive Shield, DoControl, Grip Security, Nudge Security, Obsidian SecurityEight alternatives
ClosedSSPM, Google Workspace, Microsoft 365, Mondoo Open SSPM, Nudge Security, Push Security, SaaS Alerts, SpinOnePerplexity SonarWing SecurityCrowdStrike Falcon ShieldChangedagainst: AppOmniAppOmniWing Securityagainst: AppOmni, Obsidian Securityno first choiceagainst: AppOmni, BetterCloud, CrowdStrike Falcon Shield, DoControl, Grip Security, Microsoft Defender for Cloud Apps, Nudge Security, Obsidian Security, Reco, Torii, Valence Security, Wing Security, Zluri, Zscaler SSPM
Six alternatives
Adaptive Shield, AppOmni, CrowdStrike Falcon Shield, Grip Security, Obsidian Security, Valence SecurityThree alternatives
Microsoft Defender for Cloud Apps, Obsidian Security, Wing SecurityEight alternatives
CrowdStrike Falcon Shield, Grip Security, Microsoft Defender for Cloud Apps, Nudge Security, Obsidian Security, Valence Security, Wing Security, Zscaler SSPMTwo alternatives
Grip Security, Nudge SecurityGrok 4.20Nudge Securityagainst: Adaptive Shield, BetterCloud, Palo Alto Networks Prisma SaaS, Zscaler SSPMAppOmniChangedGrip SecurityWing Securityagainst: Adaptive Shield, AppOmni, Prisma Cloud, Wiz, Zscaler SSPMno first choiceagainst: Adaptive Shield, AppOmni, Netskope SSPM, Obsidian, Palo Alto Networks Prisma SaaS, Zscaler SSPM
Two alternatives
AppOmni, Valence SecurityFive alternatives
CrowdStrike Falcon Shield, Grip Security, Nudge Security, Obsidian Security, Valence SecurityFive alternatives
AppOmni, CrowdStrike Falcon Shield, Palo Alto Networks Prisma SaaS, Valence Security, Zscaler SSPMOne alternative
Microsoft Secure ScoreMistral SmallAdaptive Shield, AppOmniAppOmniChangedAdaptive ShieldWing Security, Zlurino first choiceagainst: Adaptive Shield, AppOmni, CrowdStrike Falcon Shield, Grip Security, Obsidian Security
Two alternatives
BetterCloud, Obsidian SecurityThree alternatives
Adaptive Shield, Obsidian Security, Valence SecuritySeven alternatives
AppOmni, BetterCloud, CrowdStrike Falcon Shield, Obsidian Security, Palo Alto Networks Prisma SaaS, Reco, Zygon SaaS SecurityFour alternatives
8200.dev, Nudge Security, Reco, SaaS AlertsDeepSeek V4 FlashWing Securityagainst: AppOmniCrowdStrike Falcon ShieldChangedagainst: AppOmni, Obsidian SecurityAppOmniNudge Securityagainst: AppOmni, CrowdStrike Falcon Shield, Prisma Cloudno first choiceagainst: Palo Alto Networks Prisma SaaS, Zscaler SSPMagainst: AppOmni, Netskope SSPM, Prisma Cloud, Qualys, Varonis
Three alternatives
Adaptive Shield, Obsidian Security, Valence SecurityOne alternative
Grip SecuritySeven alternatives
CrowdStrike Falcon Shield, Grip Security, Nudge Security, Obsidian Security, Palo Alto Networks Prisma SaaS, Reco AI, Zscaler SSPMTwo alternatives
DoControl, Valence SecurityLlama 4 MaverickWing Securityno first choiceChangedno first choiceSaaS Alertsno first choiceagainst: AppOmni, CrowdStrike Falcon Shield, Obsidian Security
Three alternatives
AppOmni, CrowdStrike, Obsidian SecurityTwo alternatives
SpinOne, Wing SecurityQwen 3.7 FlashNudge SecurityNudge SecurityHeldno first choiceWing Securityno first choiceagainst: AWS Secrets Manager, Azure Key Vault, CyberArk, Google Secret Manager, HashiCorp Vault, Idira
Four alternatives
AppOmni, CrowdStrike Falcon Shield, Grip Security, Obsidian SecurityThree alternatives
AppOmni, Microsoft Defender for Cloud Apps, Obsidian SecurityEight alternatives
AppOmni, CrowdStrike, DoControl, Obsidian Security, Palo Alto Networks Prisma SaaS, Reco AI, Valence Security, Wiz SSPMThree alternatives
CrowdStrike Falcon Shield, Grip Security, Nudge SecurityKimi K2CrowdStrike Falcon Shield, SpinOne, SpinSPMNudge SecurityChangedagainst: AppOmni, Obsidian SecurityAppOmniBetterCloud, Wing Securityagainst: AppOmni, CrowdStrike Falcon Shield, Prisma Cloud, Zscaler SSPMno first choiceagainst: Adaptive Shield / CrowdStrike Falcon Shield, Obsidian Security, Valence Security, Wing Security
One alternative
AppOmniFour alternatives
Grip Security, Push Security, Reco, Wing SecurityFour alternatives
CrowdStrike Falcon Shield, Obsidian Security, Palo Alto Networks Prisma SaaS, Zscaler SSPMOne alternative
SaaS AlertsGLM 4.7 FlashXAdaptive Shield, Obsidian Securityagainst: AppOmniCloudEagle.aiChangedAppOmniGrip Security, SaaS Alertsno first choiceagainst: SPS Commerce
One alternative
Microsoft Defender for Cloud AppsThree alternatives
AppOmni, Grip Security, Valence SecurityFour alternatives
CrowdStrike, Obsidian Security, Palo Alto Networks Prisma SaaS, Zscaler SSPMThree alternatives
ClosedSSPM, Open-SSPM, ZygonMiniMax M2.5Valence SecurityBetterCloud, SpinOneChangedAppOmniBetterCloudno first choicenothing named
Three alternatives
Adaptive Shield, AppOmni, Obsidian SecurityFive alternatives
CrowdStrike, Grip Security, Nudge Security, Obsidian Security, Palo Alto Networks Prisma SaaSTwo alternatives
Nudge Security, SaaS AlertsGPT-6 LunaCrowdStrike Falcon ShieldAppOmniChangedAppOmniMicrosoft Defender for Cloud Appsno first choicenothing named
Two alternatives
AppOmni, Valence SecurityTwo alternatives
CrowdStrike Falcon Shield, Obsidian SecurityFive alternatives
CrowdStrike Falcon Shield, Nudge Security, Obsidian Security, Valence Security, Wing SecurityOne alternative
Nudge SecurityMuse Glimmer 30BGrip Security, Wing SecurityObsidian Security, VantaChangedno first choiceNudge Security, Wing Securityno first choiceagainst: AppOmni, CrowdStrike Falcon Shield, Obsidian Security
Four alternatives
Adaptive Shield / CrowdStrike Falcon Shield, AppOmni, Obsidian Security, SpinOneTwo alternatives
AppOmni, DrataSeven alternatives
AppOmni, Inc., DoControl, Inc., Grip Security, Inc., Nudge Security, Obsidian Security, Inc., Valence Security, Inc., Wing SecurityOne alternative
Grip SecurityBold 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.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:03 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:44 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:39 | yes | 6 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:49 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:22 | yes | 10 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:24 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:06 | yes | 20 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:54 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:05 | yes | 8 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:12 | yes | 19 | 35 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:21 | yes | 14 | 161 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:02 | yes | 13 | 44 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:15 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:13 | yes | 12 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:42 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:24 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:25 | yes | 4 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:30 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:31 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:42 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:55 | yes | 23 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:03 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:29 | yes | 5 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:28 | yes | 15 | 51 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:32 | yes | 23 | 43 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:43 | yes | 5 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:27 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:40 | yes | 15 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:06 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:01 | yes | 10 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:33 | yes | 8 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 19:06 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:15 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:12 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:39 | yes | 23 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:26 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:52 | yes | 5 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:24 | yes | 15 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:30 | yes | 21 | 63 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:18 | yes | 8 | 46 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:59 | yes | 7 | 35 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:18 | yes | 24 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:22 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:16 | yes | 1 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:37 | yes | 11 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:19 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:39 | yes | 14 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:37 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:14 | yes | 23 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:23 | yes | 6 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:00 | yes | 5 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:44 | yes | 20 | 60 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:47 | yes | 25 | 19 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:04 | yes | 13 | 35 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:08 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:44 | yes | 13 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:59 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:22 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:58 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:47 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:54 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:08 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:40 | yes | 15 | 26 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:06 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:54 | no | 0 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:33 | yes | 8 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:48 | yes | 14 | 66 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:49 | yes | 5 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:35 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:00 | yes | 13 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:28 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:59 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:27 | yes | 11 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:50 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:44 | yes | 10 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:39 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:21 | yes | 24 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:18 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:08 | yes | 24 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:23 | yes | 25 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:31 | yes | 25 | 142 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:50 | yes | 15 | 42 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:14 | yes | 3 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:47 | yes | 22 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
CrowdStrike Adaptive Shield read as CrowdStrike Falcon Shield
CrowdStrike Falcon SSPM read as CrowdStrike Falcon Shield
CrowdStrike Shield (formerly Adaptive Shield) read as CrowdStrike Falcon Shield
Grip read as Grip Security
Microsoft read as Microsoft Defender for Cloud Apps
Microsoft (Defender for Cloud Apps) read as Microsoft Defender for Cloud Apps
Netskope read as Netskope SSPM
Nudge read as Nudge Security
Palo Alto read as Palo Alto Networks Prisma SaaS
Palo Alto (Prisma) read as Palo Alto Networks Prisma SaaS
Palo Alto Networks read as Palo Alto Networks Prisma SaaS
Palo Alto Networks (Prisma SaaS/SSPM) read as Palo Alto Networks Prisma SaaS
Palo Alto Networks (SaaS Security / Prisma Cloud) read as Palo Alto Networks Prisma SaaS
Palo Alto Networks SSPM read as Palo Alto Networks Prisma SaaS
Palo Alto Networks SSPM (Prisma SaaS) read as Palo Alto Networks Prisma SaaS
Palo Alto Prisma SaaS read as Palo Alto Networks Prisma SaaS
Spin.AI read as SpinOne
Spin.AI (SpinOne) read as SpinOne
Spin.ai read as SpinOne
Valence read as Valence Security
Zscaler read as Zscaler SSPM
Zscaler (Advanced SSPM / formerly Canonic) read as Zscaler SSPM
Zscaler (Canonic) read as Zscaler SSPM
Zscaler Advanced SSPM read as Zscaler SSPM
Unresolved, counted raw
AppOmni, Inc.
Burgr
CrowdStrike Holdings, Inc.
DoControl, Inc.
Grip Security, Inc.
Mondoo Open SSPM
Netskope, Inc.
Obsidian Security, Inc.
Palo Alto Networks, Inc.
Proofpoint, Inc.
SecuRing
SpinAI
Valence Security, Inc.
Varonis Systems, Inc.
Wings Security
Zscaler, Inc.
Zygon SaaS Security
Discontinued, still offered
No shut-down product was recommended here.