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. 53 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
28%
Contested · UpGuard BreachSight 11%
28Guardz11UpGuard BreachSight08SOCRadar Extended Threat Intelligence53others
28% of first choices, contested.
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.
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
Show the two products at 0%, ordered by negative rate
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
UpGuard BreachSight vs Recorded FutureUpGuard BreachSight vs FlareUpGuard BreachSight vs Rapid7 Threat CommandUpGuard BreachSight vs Proofpoint Digital Risk ProtectionZeroFox vs SOCRadar Extended Threat IntelligenceZeroFox vs BrandShieldZeroFox vs Recorded FutureZeroFox vs FlareZeroFox vs Rapid7 Threat CommandZeroFox vs Proofpoint Digital Risk ProtectionSOCRadar Extended Threat Intelligence vs BrandShieldSOCRadar Extended Threat Intelligence vs Recorded FutureSOCRadar Extended Threat Intelligence vs FlareSOCRadar Extended Threat Intelligence vs Rapid7 Threat CommandSOCRadar Extended Threat Intelligence vs Proofpoint Digital Risk ProtectionBrandShield vs Recorded FutureBrandShield vs FlareBrandShield vs Rapid7 Threat CommandBrandShield vs Proofpoint Digital Risk ProtectionRecorded Future vs FlareRecorded Future vs Rapid7 Threat CommandRecorded Future vs Proofpoint Digital Risk ProtectionFlare vs Rapid7 Threat CommandFlare vs Proofpoint Digital Risk ProtectionRapid7 Threat Command vs Proofpoint 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 →
01
02
03
04
05
06
07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Guardz28%
Guardz28%02UpGuard BreachSight11%
UpGuard BreachSight11%03SOCRadar Extended Threat Intelligence8%
SOCRadar Extended Threat Intelligence8%04Flare6%
Flare6%05ZeroFox4%
ZeroFox4%06Proofpoint Digital Risk Protection2%
Proofpoint Digital Risk Protection2%07Group-IB Digital Risk Protection0%
Group-IB Digital Risk Protection0%08Recorded Future0%
Recorded Future0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, 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, 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 Future86%
31 of 36 labels negative · 12 of 14 models · 9 hard negative
“Avoid: "Heavyweight" Enterprise Cyber Threat Intelligence (CTI) Platforms * **Examples to be cautious of:** *Recorded Future, Flashpoint, Intel 471, KELA*.” Gemini 3.5 Flash, negative prompt
ZeroFox45%
17 of 38 labels negative · 9 of 14 models · 2 hard negative
“What to Avoid ... ZeroFox, PhishLabs (Fortra), and Recorded Future ... overkill and oversized for most small businesses” Kimi K2, budget prompt
Group-IB Digital Risk Protection80%
8 of 10 labels negative · 6 of 14 models · 2 hard negative
“Avoid platforms that are enterprise-focused (Recorded Future, BlueVoyant, Group-IB)” DeepSeek V4 Flash, negative prompt
Proofpoint Digital Risk Protection57%
8 of 14 labels negative · 5 of 14 models
“the results place it among the solutions that large enterprises often choose, and they explicitly note that some top DRP platforms have **premium pricing for small businesses**” Perplexity Sonar, 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
80 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. 1154 links across 236 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.
53 answers · 55 citations · 13 models
vendor site · UpGuard52 answers · 81 citations · 12 models
vendor site · Guideflow46 answers · 48 citations · 11 models
vendor site · G242 answers · 80 citations · 12 models
vendor site · FitGap38 answers · 55 citations · 11 models
vendor site · CyberPress37 answers · 42 citations · 12 models
vendor site · SourceForge29 answers · 33 citations · 9 models
27 answers · 28 citations · 11 models
vendor site · Breachsense25 answers · 32 citations · 10 models
vendor site · Netcraft25 answers · 30 citations · 12 models
21 answers · 26 citations · 10 models
vendor site · CybelAngel18 answers · 19 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.
43 answers · 12 models
43 answers · 11 models
42 answers · 12 models
34 answers · 11 models
33 answers · 11 models
26 answers · 11 models
20 answers · 8 models
19 answers · 9 models
18 answers · 11 models
17 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 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 |
|---|---|---|---|---|---|---|---|---|
| Guardz guardz.com | 28% | 59 | 1,900 | 27 | 5,351 | $744 | 12 | |
| UpGuard upguard.com UpGuard BreachSight 11% | 11% | 114 | 2,900 | 80 | 319,457 company | 25 | ||
| SOCRadar Extended Threat Intelligence socradar.io | 8% | 78 | 20 | 0 | 19,499 | 0 | ||
| Flare flare.io Flare 6%, Flare.io 2% | 8% | 48 | 49,500 | 97,656 | 12,128 | 6 | 2 | |
| Bolster bolster.ai Bolster 6%, Bolster AI 2% | 8% | 16 | 60,500 | 4,591 | 42,916 | 7 | ||
| ZeroFox zerofox.com | 4% | 130 | 4,400 | 129 | 10,937 | $175 | 32 | 1 |
| SearchLight | 4% | |||||||
| Netcraft netcraft.com Netcraft 2%, Netcraft Digital Risk Protection Platform 2% | 4% | 53 | 2,400 | 83 | 6,024 | 12 | 4 | |
| CTM360 ctm360.com CTM360 2%, CTM360 Community Edition 2% | 4% | 26 | 70 | 2 | 406 | |||
| PhishEye phisheye.com | 2% | 12 | 10 | 0 | 17 |
Google's top ten for the three searches hold 24 sites; 2 of them are among the sites the models cited here (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 4.5Bolster, GuardzFlareChangedBolster, GuardzBolster, Guardzno first choiceagainst: Proofpoint Digital Risk Protection, Rapid7 Threat Command, ZeroFox
Two alternatives
Cyble Vision, UpGuard BreachSightTwo alternatives
UpGuard BreachSight, ZeroFoxOne alternative
UpGuard BreachSightTwo alternatives
CrowdStrike Falcon Go, Rapid7 Threat CommandGPT-5.4 miniCTM360 Community Edition, Proofpoint Digital Risk ProtectionZeroFoxChangedRecorded FutureSecurityScorecard, UpGuard BreachSightagainst: Recorded Futureno first choiceagainst: CrowdStrike, Cyble Vision, Group-IB Digital Risk Protection, Recorded Future
Two alternatives
CrowdStrike Falcon Threat Intelligence / Digital Risk, Recorded Future Brand IntelligenceFour alternatives
CrowdStrike Falcon Threat Intelligence / Digital Risk, Proofpoint Digital Risk Protection, Rapid7 Managed Digital Risk Protection, ZeroFoxOne alternative
ZeroFoxGemini 3.5 FlashSOCRadar Extended Threat Intelligenceagainst: Recorded Future, ZeroFoxSOCRadar Extended Threat IntelligenceHeldagainst: Mandiant, Recorded FutureSOCRadar Extended Threat Intelligenceagainst: Recorded Future, ZeroFoxSOCRadar Extended Threat Intelligenceagainst: Recorded Future, ReliaQuest, ZeroFoxFlare.ioagainst: Recorded Futureagainst: Flashpoint, Intel 471, KELA, Recorded Future
Three alternatives
Cyble Vision, Flare, UpGuard BreachSightThree alternatives
Flare, NordStellar, ZeroFoxFour alternatives
Cyble Vision, Flare, NordStellar, Rapid7 Threat CommandThree alternatives
Cyble Vision, Flare, Have I Been PwnedThree alternatives
Bolster, BrandShield, UpGuard BreachSightPerplexity SonarUpGuard BreachSightagainst: Recorded Future DRPCTM360ChangedGuardzCyberint, UpGuard BreachSightagainst: Rapid7 Threat Commandno first choiceagainst: CrowdStrike, Digital Shadows, Group-IB Digital Risk Protection, Proofpoint Digital Risk Protection, Recorded Future, ReliaQuest, SOCRadar Extended Threat Intelligence
One alternative
Fortra PhishLabsTwo alternatives
Flare, UpGuard BreachSightFive alternatives
CloudSEK XVigil, Netcraft, Rapid7 Threat Command, UpGuard BreachSight, ZeroFoxGrok 4.1 FastGuardz, Netcraft Digital Risk Protection Platformagainst: Recorded FutureUpGuard BreachSightChangedGuardz, PhishEyeagainst: Proofpoint Digital Risk Protection, Recorded Future, UpGuard BreachSightGuardzagainst: UpGuard BreachSight, ZeroFoxno first choiceagainst: BlueVoyant, CrowdStrike Falcon, Group-IB Digital Risk Protection, Proofpoint Digital Risk Protection, Recorded Future, ReliaQuest, ZeroFox
Four alternatives
BrandCat, PhishEye, QSafe, UpGuard BreachSightFour alternatives
BrandShield, CTM360, Cyble DARKWEB360 / Vision, ZeroFoxThree alternatives
Netcraft, QSafe, ZeroFoxTwo alternatives
Brand Protector, PhishEyeMistral SmallSearchLightagainst: Recorded FutureZeroFoxChangedRecorded Future, ZeroFoxno first choiceno first choiceagainst: Agency, Fortra Brand Protection, Group-IB Digital Risk Protection, Hunto AI, Recorded Future
One alternative
Netcraft Digital Risk Protection PlatformOne alternative
Breach RiskTwo alternatives
Netcraft Digital Risk Protection Platform, Proofpoint Digital Risk ProtectionDeepSeek V4 FlashGuardzagainst: Recorded Future, ZeroFoxFlareChangedagainst: Flashpoint, Recorded Future, ZeroFoxUpGuard BreachSightagainst: Recorded FutureGuardzagainst: BlueVoyant, Digital Shadows, Recorded Future, SearchLight, ZeroFox Foundation BundleGuardzagainst: BlueVoyant Sky, Group-IB Digital Risk Protection, Recorded Future, ZeroFox
Two alternatives
CloudSEK XVigil, SOCRadar Extended Threat IntelligenceTwo alternatives
Impersona.io, SOCRadar Extended Threat IntelligenceFour alternatives
CrowdStrike Falcon, Group-IB Digital Risk Protection, Guardz, ZeroFoxOne alternative
PhishEyeOne alternative
CrowdStrike FalconLlama 4 MaverickSearchLightno first choiceChangedno first choiceGuardzno first choicenothing named
Two alternatives
Netcraft Digital Risk Protection Platform, Recorded FutureQwen 3.7 FlashBolsteragainst: Group-IB Digital Risk Protection, Recorded FutureNamecheap Brand MonitorChangedNetcraftagainst: Recorded FuturePhishEyeagainst: Flashpoint, Krest IntelligenceZeroTouch / ZeroFoxagainst: Group-IB Digital Risk Protectionagainst: BrandShield, CTM360, Group-IB Digital Risk Protection
Two alternatives
Guardz, Hudson RockThree alternatives
Aura, CrowdStrike Falcon Go, Identity Guard BusinessTwo alternatives
UpGuard BreachSight, ZeroFoxTwo alternatives
Guardz, Microsoft Defender for CloudTwo alternatives
IdentityForce for Business, SpyCloudKimi K2Guardzagainst: PhishLabs, Recorded FutureUpGuard BreachSightChangedagainst: PhishLabs, Recorded FutureGuardzGuardzagainst: PhishLabs, Recorded Future, ZeroFoxno first choiceagainst: PhishLabs, Recorded Future, ZeroFox
Two alternatives
Coalition Control, ZeroFoxThree alternatives
BrandShield, Dark Web ID, ZeroFoxFour alternatives
BrandShield, PhishLabs, UpGuard BreachSight, ZeroFoxFour alternatives
Bolster AI, CheckPhish, EasyDMARC, dnstwistGLM 4.7 FlashXGuardzagainst: Recorded Future, ZeroFoxSOCRadar Extended Threat IntelligenceChangedStyx IntelligenceHave I Been Pwned, Nightfall AI, Panda Dome Dark Web Monitoringagainst: Forcepoint, Hyperproof, LogicGate, QSafe, Recorded Future, Red Points, Symantecno first choicenothing named
One alternative
CrowdStrike FalconOne alternative
FlareTwo alternatives
MarqVision, UpGuard BreachSightSeven alternatives
Aura, CrowdStrike Falcon, CurrentWare, DarkScout, Guardz, Kickidler DLP, SpiderFootMiniMax M2.5Guardz, UpGuard BreachSightDark Web ID, FlareChangedGuardz, Styx Intelligenceagainst: Proofpoint Digital Risk Protection, ZeroFoxGuardzno first choiceagainst: Proofpoint Digital Risk Protection, Recorded Future
Two alternatives
QSafe, Red PointsTwo alternatives
BrandShield, SOCRadar EssentialOne alternative
BolsterThree alternatives
Bitdefender Ultimate Small Business Security, Have I Been Pwned, Norton Small BusinessGPT-6 LunaNetcraftBolster AIChangedBolster, NetcraftThreatHarvestno first choiceagainst: Recorded Future, ReliaQuest GreyMatter, SOCRadar Extended Threat Intelligence, ZeroFox
One alternative
ZeroFoxOne alternative
FlareFour alternatives
BrandShield, Doppel, Fortra Brand Protection, Red PointsMuse Glimmer 30BGuardzagainst: Rapid7 Threat Command, Recorded FutureDarkScoutChangedUpGuard BreachSightagainst: Proofpoint Digital Risk Protection, Recorded Future Intelligence Cloud, ReliaQuest Digital Shadows SearchLight, ZeroFoxGuardzagainst: Recorded Future, ZeroFoxno first choiceagainst: Digital Shadows SearchLight, now integrated into ReliaQuest GreyMatter, Fortra Brand Protection, PhishLabs, Proofpoint Digital Risk Protection, Recorded Future Intelligence Cloud, ZeroFox
Five alternatives
Axur Platform, Bolster, Netcraft Digital Risk Protection Platform, PhishEye, UpGuard BreachSightTwo alternatives
SOCRadar Extended Threat Intelligence, UpGuard BreachSightThree alternatives
CrowdStrike Falcon Intelligence, Falcon Pro, GuardzTwo alternatives
CrowdStrike Falcon Intelligence, UpGuard BreachSightBold 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.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:03 | yes | 9 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:03 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:18 | yes | 20 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:25 | yes | 24 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:27 | yes | 20 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:21 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:44 | yes | 23 | 46 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:48 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:53 | yes | 17 | 89 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:46 | yes | 14 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:44 | yes | 20 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:42 | yes | 8 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:05 | yes | 2 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:06 | yes | 12 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:30 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:35 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:37 | yes | 9 | 31 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:42 | yes | 29 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:50 | yes | 23 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:17 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:38 | yes | 22 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:59 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:55 | yes | 23 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:17 | yes | 18 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:29 | yes | 23 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:58 | yes | 21 | 52 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:52 | yes | 2 | 23 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:53 | yes | 21 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:49 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:23 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:46 | yes | 28 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:15 | yes | 16 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:02 | yes | 19 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:19 | yes | 8 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:00 | yes | 22 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:18 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:45 | yes | 12 | 40 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:20 | yes | 22 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:25 | yes | 21 | 172 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:47 | yes | 11 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:24 | yes | 6 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:34 | yes | 16 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:04 | yes | 18 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:45 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:53 | yes | 16 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:38 | yes | 22 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:06 | yes | 22 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:28 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:29 | yes | 25 | 88 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:35 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:01 | yes | 22 | 60 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:46 | yes | 14 | 34 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:21 | yes | 25 | 34 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:54 | yes | 23 | 31 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:46 | yes | 1 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:37 | yes | 21 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:46 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:43 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:18 | yes | 11 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:33 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:09 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:58 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:31 | yes | 17 | 71 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:53 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:09 | yes | 22 | 50 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:18 | yes | 14 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:05 | yes | 19 | 62 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:14 | no | 0 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:06 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:07 | yes | 11 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:30 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:45 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:35 | yes | 18 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:53 | yes | 24 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:40 | yes | 21 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:54 | yes | 9 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:33 | yes | 22 | 60 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:57 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:38 | yes | 5 | 22 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:54 | yes | 23 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:47 | yes | 21 | 42 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:53 | yes | 8 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:10 | yes | 4 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:16 | yes | 16 | 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.
ShowHide
Category-scoped readings
Cyble read as Cyble Vision
Cyble (Cyble Vision) read as Cyble Vision
Group-IB read as Group-IB Digital Risk Protection
Group-IB DRP read as Group-IB Digital Risk Protection
Proofpoint read as Proofpoint Digital Risk Protection
Proofpoint Essentials read as Proofpoint Digital Risk Protection
SOCRadar read as SOCRadar Extended Threat Intelligence
UpGuard read as UpGuard BreachSight
UpGuard (Breach Risk) read as UpGuard BreachSight
UpGuard (BreachSight) read as UpGuard BreachSight
UpGuard (Compounding Intelligence) read as UpGuard BreachSight
UpGuard Breach Risk read as UpGuard BreachSight
Unresolved, counted raw
BrandCat
Breach Risk
CTM360 Community Edition
CheckPhish
Coalition Control
Cyble DARKWEB360 / Vision
Digital Shadows SearchLight, now integrated into ReliaQuest GreyMatter
EasyDMARC
Hudson Rock
Identity Guard Business
IdentityForce for Business
Impersona.io
KELA
Krest Intelligence
Mimecast Brand Protect
Namecheap Brand Monitor
Obscuryn
Panda Dome Dark Web Monitoring
Rapid7 Managed Digital Risk Protection
Recorded Future Brand Intelligence
ReliaQuest Digital Shadows SearchLight
SOCRadar Essential
SpiderFoot
ThreatHarvest
ThreatMetrix
ZeroFox Foundation Bundle
ZeroTouch / ZeroFox
Discontinued, still offered
No shut-down product was recommended here.