Digital risk protection for small business buyers
Asked as “digital risk protection platform”, and as “dark web and brand impersonation monitoring service”, on behalf of a small B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
27%
Contested · Flare 11%
27SOCRadar Extended Threat Intelligence11Flare09Guardz53others
27% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: SOCRadar Extended Threat Intelligence (27%) replaces Guardz (28% then, 9% now), 18 points clear, past the 11-point floor.SOCRadar Extended Threat Intelligence leads at 27%, replacing Guardz, which led at 28% and stands at 9% now: 18 points clear, past the 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
SOCRadar Extended Threat Intelligence27%Contested↗new leaderNew leader since October 2026: SOCRadar Extended Threat Intelligence (27%) replaces Guardz (28% then, 9% now), 18 points clear, past the 11-point floor.This pageMid-marketSOCRadar Extended Threat Intelligence34%Contested↗new leaderNew leader since October 2026: SOCRadar Extended Threat Intelligence (34%) replaces UpGuard BreachSight (22% then, 7% now), 27 points clear, past the 11-point floor.Standing →Enterprise
ZeroFox37%Contested▲+8Since October 2026: 29% → 37%, +8 points. Inside the 11-point floor: within noise.Standing →
SOCRadar Extended Threat Intelligence27%Contested↗new leaderNew leader since October 2026: SOCRadar Extended Threat Intelligence (27%) replaces Guardz (28% then, 9% now), 18 points clear, past the 11-point floor.This pageMid-marketSOCRadar Extended Threat Intelligence34%Contested↗new leaderNew leader since October 2026: SOCRadar Extended Threat Intelligence (34%) replaces UpGuard BreachSight (22% then, 7% now), 27 points clear, past the 11-point floor.Standing →EnterpriseZeroFox37%Contested▲+8Since October 2026: 29% → 37%, +8 points. Inside the 11-point floor: within noise.Standing →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 rateLabelsQuadrantSince October 2026
01SOCRadar Extended Threat Intelligence27%5%40accepted challenger▲+19Since October 2026: 8% → 27%, +19 points. Past the 11-point floor: movement.8% → 27%
SOCRadar Extended Threat Intelligence27%5%40accepted challenger▲+19Since October 2026: 8% → 27%, +19 points. Past the 11-point floor: movement.8% → 27%02
Flare11%0%22accepted challenger▲+3Since October 2026: 8% → 11%, +3 points. Inside the 11-point floor: within noise.8% → 11%
Flare11%0%22accepted challenger▲+3Since October 2026: 8% → 11%, +3 points. Inside the 11-point floor: within noise.8% → 11%03
Guardz9%0%14accepted challenger▼−19Since October 2026: 28% → 9%, −19 points. Past the 11-point floor: movement.28% → 9%
Guardz9%0%14accepted challenger▼−19Since October 2026: 28% → 9%, −19 points. Past the 11-point floor: movement.28% → 9%04
UpGuard BreachSight4%4%25accepted challenger▼−7Since October 2026: 11% → 4%, −7 points. Inside the 11-point floor: within noise.11% → 4%
UpGuard BreachSight4%4%25accepted challenger▼−7Since October 2026: 11% → 4%, −7 points. Inside the 11-point floor: within noise.11% → 4%05ZeroFox4%50%52criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
ZeroFox4%50%52criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%06
Proofpoint Digital Risk Protection4%65%17criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Proofpoint Digital Risk Protection4%65%17criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%Show the four products at 0%, ordered by negative rate
10
Recorded Future Digital Risk Protection0%74%38criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Recorded Future Digital Risk Protection0%74%38criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07Netcraft Digital Risk Protection Platform0%20%20accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
09
Cyble Vision0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cyble Vision0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
BrandShield0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
BrandShield0%8%13accepted 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
SOCRadar Extended Threat Intelligence vs ZeroFoxSOCRadar Extended Threat Intelligence vs FlareSOCRadar Extended Threat Intelligence vs UpGuard BreachSight
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.All fifteen head-to-head pages: the top six products, each against each
SOCRadar Extended Threat Intelligence vs Cyble VisionSOCRadar Extended Threat Intelligence vs Recorded Future Digital Risk ProtectionZeroFox vs FlareZeroFox vs UpGuard BreachSightZeroFox vs Cyble VisionZeroFox vs Recorded Future Digital Risk ProtectionFlare vs UpGuard BreachSightFlare vs Cyble VisionFlare vs Recorded Future Digital Risk ProtectionUpGuard BreachSight vs Cyble VisionUpGuard BreachSight vs Recorded Future Digital Risk ProtectionCyble Vision vs Recorded Future Digital Risk Protection
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 →
010203040506N07
080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01SOCRadar Extended Threat Intelligence27%
SOCRadar Extended Threat Intelligence27%02Flare11%
Flare11%03Guardz9%
Guardz9%04UpGuard BreachSight4%
UpGuard BreachSight4%05ZeroFox4%
ZeroFox4%06Proofpoint Digital Risk Protection4%
Proofpoint Digital Risk Protection4%07Netcraft Digital Risk Protection Platform0%
08BrandShield0%
BrandShield0%09Cyble Vision0%
Cyble Vision0%10Recorded Future Digital Risk Protection0%
Recorded Future Digital Risk Protection0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Recorded Future Digital Risk Protection74%
28 of 38 labels negative · 12 of 14 models · 7 hard negative
“Enterprise-only platforms: Group-IB, Recorded Future, CrowdStrike Falcon Intelligence are designed for large enterprises” Kimi K2, paraphrase prompt
ZeroFox50%
26 of 52 labels negative · 11 of 14 models · 9 hard negative
“carries a 45% negative rate and is tagged "criticized challenger"... tends to make them a poor fit compared with the lower-negative-rate challengers” Muse Glimmer 30B, negative prompt
Proofpoint Digital Risk Protection65%
11 of 17 labels negative · 9 of 14 models · 4 hard negative
“57% negative rate and is tagged "criticized challenger"... "Premium pricing for small businesses. Complex deployment requires skilled staff"” Muse Glimmer 30B, negative prompt
Group-IB Digital Risk Protection88%
7 of 8 labels negative · 6 of 14 models · 3 hard negative
“Enterprise-only platforms: Group-IB, Recorded Future, CrowdStrike Falcon Intelligence are designed for large enterprises” Kimi K2, paraphrase 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
77 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. 958 links across 204 sites, every framing counted. Ranked by the number of answers carrying the site or page. 45 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.
vendor site · Netcraft32 answers · 44 citations · 13 models
vendor site · SourceForge28 answers · 40 citations · 9 models
27 answers · 28 citations · 11 models
vendor site · CloudSEK27 answers · 27 citations · 11 models
vendor site · G224 answers · 50 citations · 10 models
24 answers · 24 citations · 9 models
24 answers · 24 citations · 11 models
publisher (Gane)23 answers · 27 citations · 9 models
vendor site · Microsoft22 answers · 40 citations · 9 models
22 answers · 30 citations · 10 models
22 answers · 28 citations · 10 models
vendor site · UpGuard21 answers · 35 citations · 11 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.
24 answers · 11 models
22 answers · 10 models
22 answers · 9 models
22 answers · 9 models
21 answers · 9 models
21 answers · 11 models
20 answers · 10 models
19 answers · 9 models
16 answers · 9 models
16 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 digital risk protection platform”, “digital risk protection platform”, “digital risk protection 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 |
|---|---|---|---|---|---|---|---|---|
| SOCRadar XTI socradar.io SOCRadar Extended Threat Intelligence 27%, SOCRadar Freemium 2%, SOCRadar XTI 2% | 31% | 132 | 20 | 0 | 19,499 | 0 | ||
| Flare flare.io | 11% | 62 | 49,500 | 97,656 | 12,128 | 6 | 2 | |
| Guardz guardz.com | 9% | 32 | 1,900 | 27 | 5,351 | $744 | 12 | |
| UpGuard upguard.com UpGuard BreachSight 4% | 4% | 101 | 2,900 | 80 | 319,457 company | 25 | ||
| Microsoft parent site Microsoft 365 4% | 4% | 123 | 2,240,000 | 403,136 | ||||
| Impersona.io impersona.io | 4% | 2 | ||||||
| ZeroFox zerofox.com | 4% | 168 | 4,400 | 129 | 10,937 | $175 | 32 | 1 |
| Proofpoint parent site Proofpoint Digital Risk Protection 4% | 4% | 43 | 27,100 | 1,488 | ||||
| Bolster bolster.ai Bolster AI 2%, Bolster 2% | 4% | 15 | 60,500 | 4,591 | 42,916 | 7 | ||
| CloudSEK XVigil cloudsek.com | 2% | 41 | 10 | 0 | 87,254 | 4 |
Google's top ten for the three searches hold 24 sites; 3 of them are among the sites the models cited here (cloudsek.com, g2.com, netcraft.com). The first result for “best digital risk protection platform” is g2.com.
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 digital risk protection platform for a small B2B company?”Paraphrase“Which dark web and brand impersonation monitoring service would you recommend to a small business that sells to other businesses?”Comparative“What are the top digital risk protection platforms for a small team and how do they differ?”Budget-constrained“What is the best digital risk protection platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a digital risk protection platform. What should we look at?”Negative“Which digital risk protection platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5ThreatMonZeroFoxChangednebtyGuardzno first choiceagainst: Netcraft Digital Risk Protection Platform, Proofpoint Digital Risk Protection, Recorded Future Digital Risk Protection
Two alternatives
Cyberint, SOCRadar Extended Threat IntelligenceThree alternatives
Dark Web ID, DarkScout, UpGuard BreachSightSix alternatives
Bolster, Cyberint, SOCRadar Extended Threat Intelligence, Threat Command by Rapid7, UpGuard BreachSight, ZeroFoxThree alternatives
Microsoft 365, Proofpoint Digital Risk Protection, UpGuard BreachSightGPT-5.4 miniProofpoint Digital Risk Protectionagainst: Group-IB Digital Risk ProtectionProofpoint Digital Risk ProtectionHeldRecorded Future Digital Risk ProtectionSOCRadar Extended Threat Intelligenceagainst: BrandShield, Proofpoint Digital Risk Protection, Recorded Future Digital Risk Protectionno first choicenothing named
Two alternatives
ChainPatrol, CrowdStrikeOne alternative
CrowdStrikeFour alternatives
BlueVoyant, CrowdStrike, Proofpoint Digital Risk Protection, ZeroFoxOne alternative
Netcraft Digital Risk Protection PlatformGemini 3.5 FlashFlareagainst: Recorded Future Digital Risk Protection, ReliaQuest GreyMatter Digital Risk ProtectionFlareHeldSOCRadar Extended Threat Intelligenceagainst: Recorded Future Digital Risk Protection, ReliaQuest GreyMatter Digital Risk ProtectionFlareagainst: CybelAngel, Recorded Future Digital Risk Protection, ZeroFoxno first choiceagainst: Mandiant Advantage, Recorded Future Digital Risk Protectionagainst: CrowdStrike Falcon Intelligence, Microsoft Defender Threat Intelligence, Recorded Future Digital Risk Protection, ReliaQuest GreyMatter Digital Risk Protection
Three alternatives
SOCRadar Extended Threat Intelligence, UpGuard BreachSight, ZeroFoxFour alternatives
Bolster AI, Netcraft Digital Risk Protection Platform, SpyCloud, ZeroFoxFour alternatives
Bolster AI, Flare, UpGuard BreachSight, ZeroFoxSeven alternatives
Breachsense, GitGuardian, Have I Been Pwned (HIBP) Domain Search, Skurio, Thinkst Canary, UpGuard BreachSight, dnstwistPerplexity Sonarnebtyagainst: ZeroFoxUpGuard BreachSightChangedagainst: ZeroFoxRapid7 Threat Commandagainst: Recorded Future Digital Risk ProtectionSOCRadar Extended Threat Intelligenceagainst: Netcraft Digital Risk Protection Platform, Recorded Future Digital Risk Protection, ZeroFoxno first choiceagainst: CrowdStrike Falcon Intelligence, Flashpoint, Group-IB Digital Risk Protection, Proofpoint DRP, Rapid7 Threat Command, Recorded Future Digital Risk Protection, ZeroFox
Two alternatives
Netcraft Digital Risk Protection Platform, UpGuard BreachSightThree alternatives
Cyble Vision, Fortra PhishLabs, Netcraft Digital Risk Protection PlatformFour alternatives
CloudSEK XVigil, Netcraft Digital Risk Protection Platform, SOCRadar Extended Threat Intelligence, ZeroFoxTwo alternatives
Flare, nebtyGrok 4.20SOCRadar Extended Threat Intelligenceagainst: CrowdStrike Falcon Intelligence, Microsoft Purview, Proofpoint DRP, Recorded Future Digital Risk ProtectionZeroFox Brand ProtectionChangedagainst: CrowdStrike, Recorded Future Digital Risk ProtectionSOCRadar Extended Threat Intelligence, Styx Intelligenceagainst: Group-IB Digital Risk Protection, Recorded Future Digital Risk ProtectionSOCRadar Extended Threat Intelligenceagainst: Proofpoint Digital Risk Protection, Recorded Future Digital Risk Protectionno first choiceagainst: Proofpoint Digital Risk Protection, ZeroFox
Three alternatives
Cyble Vision, Netcraft Digital Risk Protection Platform, ZeroFoxFour alternatives
BrandShield, Breachsense, Cyble Vision, Netcraft Domain ProtectionFour alternatives
BrandShield, Cyble Vision, Netcraft Digital Risk Protection Platform, ZeroFoxThree alternatives
Cyble Vision, Microsoft Defender for Cloud, ZeroFoxMistral SmallSOCRadar Extended Threat IntelligenceFlareChangedStyx Intelligenceagainst: Recorded Future Digital Risk ProtectionMicrosoft 365no first choiceagainst: Group-IB Digital Risk Protection, Proofpoint Digital Risk Protection, Recorded Future Digital Risk Protection, ZeroFox
Two alternatives
Recorded Future Digital Risk Protection, ZeroFoxThree alternatives
BrandShield, Netcraft Digital Risk Protection Platform, UpGuard BreachSightFour alternatives
Rapid7 Threat Command, SOCRadar Extended Threat Intelligence, Spikerz, ZeroFoxTwo alternatives
Avast Premium Business Security, Bitdefender Ultimate Small Business SecurityDeepSeek V4 FlashGuardzagainst: Group-IB Digital Risk Protection, Recorded Future Digital Risk Protection, ZeroFoxID Agent, Impersona.ioChangedagainst: CrowdStrike, Recorded Future Digital Risk Protection, SpyCloudGuardz, UpGuard BreachSightSOCRadar Extended Threat Intelligenceagainst: Bolster, Fortra Brand Protection, Netcraft Digital Risk Protection Platform, Recorded Future Digital Risk Protection, ZeroFoxno first choiceagainst: Recorded Future Digital Risk Protectionagainst: Bitsight, Hush, Proofpoint Digital Risk Protection, SecurityScorecard, ZeroFox
Three alternatives
Flare, SOCRadar Extended Threat Intelligence, UpGuard BreachSightTwo alternatives
BrandShield, FlareThree alternatives
Netcraft Digital Risk Protection Platform, SOCRadar Extended Threat Intelligence, ZeroFoxFour alternatives
Awario, Google Alerts, Mentionlytics, Microsoft 365Three alternatives
Brandefense, Netcraft Digital Risk Protection Platform, ZeroFoxLlama 4 MaverickCloudSEK XVigilno first choiceChangedno first choiceno first choiceno first choiceagainst: Proofpoint Digital Risk Protection, ZeroFox
Four alternatives
Rapid7 Threat Command, Recorded Future Digital Risk Protection, SOCRadar Extended Threat Intelligence, ZeroFoxQwen 3.7 FlashCyberWatchdogagainst: Digital Defense, Recorded Future Digital Risk ProtectionCrowdStrike Falcon SpotlightChangedagainst: Recorded Future Digital Risk Protection, ZeroFoxGuardz, UpGuard BreachSightagainst: Proofpoint Digital Risk Protection, ZeroFoxGuardzno first choiceagainst: Proofpoint Digital Risk Protection, SOCRadar Extended Threat Intelligence, ZeroFox
Three alternatives
CrowdStrike Falcon Complete, Microsoft Defender for Cloud, SecurityScorecardTwo alternatives
SpiderFoot, SpyCloudTwo alternatives
Flare, SOCRadar Extended Threat IntelligenceTwo alternatives
Have I Been Pwned, SOCRadar Extended Threat IntelligenceKimi K2SOCRadar Extended Threat Intelligenceagainst: ZeroFoxBolster AI, UpGuard BreachSightChangedagainst: CrowdStrike Falcon Intelligence, Group-IB Digital Risk Protection, PhishLabs, Recorded Future Digital Risk Protection, ZeroFoxStyx Intelligenceagainst: Cyble VisionSOCRadar Extended Threat Intelligenceagainst: Netcraft Digital Risk Protection Platform, Recorded Future Digital Risk Protection, ZeroFoxSOCRadar Extended Threat Intelligenceagainst: Flashpoint, Group-IB Digital Risk Protection, Proofpoint Digital Risk Protection, Recorded Future Digital Risk Protection, ZeroFox
Two alternatives
BrandCat, PhishEyeThree alternatives
Breachsense, Flare, IPzestFour alternatives
DigitalStakeout Scout, Fortra Brand Protection, SOCRadar Extended Threat Intelligence, ZeroFoxTwo alternatives
Cyble Vision, Microsoft Defender for CloudThree alternatives
Fortra Brand Protection, Microsoft Defender, Recorded Future Digital Risk ProtectionGLM 4.7 FlashXSOCRadar Extended Threat IntelligenceZeroFoxChangedSOCRadar Extended Threat Intelligenceagainst: CrowdStrike, Recorded Future Digital Risk Protection, ZeroFoxCyberProtect by Deutsche Telekom, SOCRadar Extended Threat Intelligenceno first choiceagainst: ZeroFox
Three alternatives
BrandShield, Netcraft Digital Risk Protection Platform, ZeroFoxThree alternatives
Cyble Vision, SOCRadar Extended Threat Intelligence, Southern Tide MediaFour alternatives
BrandShield, Doppel, Fortra Digital Risk Protection, Netcraft Digital Risk Protection PlatformOne alternative
Microsoft 365MiniMax M2.5GuardzFlareChangedSOCRadar Extended Threat IntelligenceMicrosoft 365, SOCRadar Extended Threat Intelligenceno first choicenothing named
Two alternatives
PhishEye, UpGuard BreachSightFour alternatives
Breachsense, CertaDNS, DarkVault, ZeroFoxTwo alternatives
Microsoft Defender, ZeroFoxOne alternative
Microsoft Defender for CloudGPT-6 LunaStyxBolsterChangedBolster, Netcraft Digital Risk Protection Platformagainst: Cloudflare Security Center, ZeroFoxSOCRadar Freemiumno first choiceagainst: Recorded Future Digital Risk Protection, UpGuard BreachSight, ZeroFox
One alternative
UpGuard BreachSightOne alternative
Fortra Brand ProtectionThree alternatives
Flare, Red Points, SOCRadar Extended Threat IntelligenceOne alternative
Have I Been Pwned domain monitoringMuse Glimmer 30B01GuardImpersona.ioChangedagainst: ZeroFoxGuardzagainst: ZeroFoxSOCRadar XTIagainst: Fortra Brand Protection, PhishLabs, Recorded Future Digital Risk Protection, ZeroFoxno first choiceagainst: Proofpoint Digital Risk Protection, SOCRadar Extended Threat Intelligence, ZeroFox
Three alternatives
SOCRadar Extended Threat Intelligence, UpGuard BreachSight, nebtyTwo alternatives
Dark Web ID, FlareFour alternatives
BrandShield, SOCRadar Extended Threat Intelligence, UpGuard BreachSight, nebtyOne alternative
Microsoft Purview Suite for Microsoft 365 Business PremiumBold 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 12:12 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:35 | yes | 4 | 8 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 14:10 | yes | 8 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 19:26 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:11 | yes | 7 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:48 | yes | 5 | 26 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:29 | yes | 24 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:52 | yes | 6 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:40 | no | 0 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:19 | yes | 25 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:36 | yes | 23 | 64 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:03 | yes | 14 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:00 | yes | 2 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:19 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:10 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:49 | yes | 2 | 4 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 18:04 | yes | 11 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:57 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:21 | yes | 15 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:42 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:06 | yes | 24 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:31 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:17 | no | 0 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:40 | yes | 25 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:19 | yes | 19 | 30 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:49 | yes | 24 | 43 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:12 | yes | 3 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:17 | yes | 22 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:18 | yes | 15 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:17 | yes | 8 | 9 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 15:29 | yes | 11 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:29 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:25 | yes | 13 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:15 | yes | 5 | 27 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:37 | yes | 23 | 49 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:37 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:02 | yes | 5 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:32 | yes | 23 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:33 | yes | 21 | 30 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:47 | yes | 19 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:37 | yes | 8 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:41 | yes | 24 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:40 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:46 | yes | 4 | 9 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 13:35 | yes | 9 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:20 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:47 | yes | 20 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:37 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:14 | yes | 23 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:09 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:33 | yes | 20 | 58 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:54 | yes | 14 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:30 | yes | 24 | 84 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:10 | yes | 9 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:15 | yes | 3 | 25 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:11 | yes | 21 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:00 | yes | 10 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:43 | no | 0 | 8 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 17:10 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 17:27 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:50 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:41 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:03 | yes | 19 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:47 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:15 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:41 | yes | 13 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:36 | yes | 13 | 17 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:28 | yes | 5 | 43 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:46 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:34 | yes | 13 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:07 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:31 | yes | 5 | 6 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 13:52 | yes | 8 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:56 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:50 | yes | 19 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:39 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:41 | yes | 23 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:20 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:54 | yes | 5 | 26 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:22 | yes | 21 | 66 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:00 | yes | 24 | 37 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:39 | no | 0 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:27 | yes | 3 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:21 | yes | 24 | 26 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
CloudSEK read as CloudSEK XVigil
Cyble read as Cyble Vision
Flare.io read as Flare
Fortra read as Fortra Brand Protection
Group-IB read as Group-IB Digital Risk Protection
Mandiant read as Mandiant Advantage
Netcraft read as Netcraft Digital Risk Protection Platform
Proofpoint read as Proofpoint Digital Risk Protection
Rapid7 read as Rapid7 Threat Command
Recorded Future read as Recorded Future Digital Risk Protection
Recorded Future (a Mastercard company) read as Recorded Future Digital Risk Protection
ReliaQuest read as ReliaQuest GreyMatter Digital Risk Protection
ReliaQuest (Digital Shadows) read as ReliaQuest GreyMatter Digital Risk Protection
ReliaQuest (formerly Digital Shadows) read as ReliaQuest GreyMatter Digital Risk Protection
SOCRadar read as SOCRadar Extended Threat Intelligence
SOCRadar Digital Risk Protection Platform read as SOCRadar Extended Threat Intelligence
UpGuard read as UpGuard BreachSight
UpGuard (BreachSight) read as UpGuard BreachSight
UpGuard Breach Risk read as UpGuard BreachSight
Unresolved, counted raw
01Guard
Awario
BrandCat
CertaDNS
ChainPatrol
Cloudflare Protection
Cloudflare Security Center
CyberProtect by Deutsche Telekom
CyberWatchdog
Digital Defense
DigitalStakeout Scout
DynaRisk
Have I Been Pwned (HIBP) Domain Search
Have I Been Pwned domain monitoring
IP Moat
IPzest
InsecureWeb
Iris Identity Protection
Mentionlytics
Netcraft Domain Protection
SOCRadar Freemium
Southern Tide Media
Threat Command by Rapid7
Upfort Shield
ZeroFox Brand Protection
Discontinued, still offered
No shut-down product was recommended here.