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Digital risk protection · November 2026 Edition
SOCRadar Extended Threat Intelligence vs UpGuard BreachSight
Seven of fourteen models named SOCRadar Extended Threat Intelligence first on the direct prompt; two named UpGuard BreachSight. SOCRadar Extended Threat Intelligence was named by thirteen of the fourteen models and UpGuard BreachSight by nine and SOCRadar Extended Threat Intelligence carries 33 labels and UpGuard BreachSight 14, so the shares are not directly comparable.
Named in three categories this edition.
Named in two categories this edition.
First-choice share34%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%21%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 13; printed, not drawn.
Labels3314A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, SOCRadar Extended Threat Intelligence reading right to left. Rank and label count are printed, not drawn.SOCRadar Extended Threat Intelligence vs ZeroFox · SOCRadar Extended Threat Intelligence vs Flare · SOCRadar Extended Threat Intelligence vs Cyble Vision
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the digital risk protection page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
SOCRadar Extended Threat IntelligenceFirst choices, of fourteen modelsUpGuard BreachSight
Direct721 against UpGuard BreachSight
Paraphrase01
Comparative00
Budget-constrained80
Scale-constrained00
Negative001 against SOCRadar Extended Threat Intelligence · 2 against UpGuard BreachSight
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, SOCRadar Extended Threat Intelligence and UpGuard BreachSight were named in the same answer twenty-eight times, of the 132 answers naming SOCRadar Extended Threat Intelligence and the 105 naming UpGuard BreachSight. In those answers UpGuard BreachSight took the first choice two times and SOCRadar Extended Threat Intelligence five.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where SOCRadar Extended Threat Intelligence and UpGuard BreachSight stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | | |||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | |
SOCRadar Extended Threat Intelligence UpGuard BreachSight first choice named as an alternative argued againstblank: not namedEach cell is one answer, SOCRadar Extended Threat Intelligence on the left and UpGuard BreachSight on the right.The direct prompt
The plain question, one answer per model, grouped by where SOCRadar Extended Threat Intelligence and UpGuard BreachSight stood in it.
SOCRadar Extended Threat Intelligence first, UpGuard BreachSight an alternative
7 of 14 modelsUpGuard BreachSight was named in the answer but not as the choice, or not at all.GPT-5.4 miniSOCRadar Extended Threat Intelligence alternatives: Doppel, Recorded Future Digital Risk Protection
Grok 4.20SOCRadar Extended Threat Intelligence alternatives: Cyble Vision
DeepSeek V4 FlashSOCRadar Extended Threat Intelligence alternatives: ZeroFox
Kimi K2CTM360, SOCRadar Extended Threat Intelligence alternatives: CrowdStrike Falcon Intelligence, Fortra Brand Protection, ZeroFox
MiniMax M2.5SOCRadar Extended Threat Intelligence alternatives: Microsoft Defender for Cloud, UpGuard BreachSight, ZeroFox
GPT-6 LunaSOCRadar Extended Threat Intelligence alternatives: Bolster, Fortra Brand Protection
Muse Glimmer 30BSOCRadar Extended Threat Intelligence alternatives: CloudSEK XVigil, Cyberint
UpGuard BreachSight first, SOCRadar Extended Threat Intelligence not the choice
2 of 14 modelsSOCRadar Extended Threat Intelligence was named in the answer but not as the choice, or not at all.Perplexity SonarUpGuard BreachSight alternatives: BlueVoyant Sky: DRP, Fortra Digital Risk Protection, Netcraft Digital Risk Protection Platform, Rapid7 Threat Command, Recorded Future Digital Risk Protection, ReliaQuest Digital Shadows, ZeroFox
Qwen 3.7 FlashUpGuard BreachSight alternatives: Cyble Vision
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Cyble Vision alternatives: BlueVoyant Sky: DRP, CrowdStrike Falcon Intelligence, SOCRadar Extended Threat Intelligence, UpGuard BreachSight
Gemini 3.5 FlashFlare alternatives: Bolster, Rapid7 Threat Command, SOCRadar Extended Threat Intelligence, ZeroFox
Mistral SmallZeroFox alternatives: Cyberint, Rapid7 Threat Command, Recorded Future Digital Risk Protection, SOCRadar Extended Threat Intelligence
GLM 4.7 FlashXZeroFox alternatives: Doppel, Recorded Future Digital Risk Protection, UpGuard BreachSight
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 Maverickno first choice
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
SOCRadar Extended Threat Intelligence leads by twenty-two points.
SOCRadar Extended Threat Intelligence27%#1 of 10UpGuard BreachSight4%#4 of 10Mid-marketThe figures above
SOCRadar Extended Threat Intelligence leads by twenty-seven points.
SOCRadar Extended Threat Intelligence34%#1 of 13UpGuard BreachSight7%#4 of 13Enterprise
The order flips: UpGuard BreachSight leads at enterprise.
UpGuard BreachSight4%#5 of 11SOCRadar Extended Threat Intelligence0%#10 of 11What the models said about SOCRadar Extended Threat Intelligence
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“They score well where reviewed (e.g., SOCRadar for extended threat intel), but lack of long-term data” Grok 4.20 · negative prompt · soft negative
“SOCRadar Extended Threat Intelligence (or Cyble Vision as a close alternative) stands out as the best digital risk protection (DRP) platform” Grok 4.20 · direct prompt · first choice
“Best Overall Value: SOCRadar Extended Threat Intelligence — Offers broad coverage ... at pricing designed for mid-market teams.” MiniMax M2.5 · direct prompt · first choice
“SOCRadar (with its free tier or entry-level paid plans) is one of the strongest options for a company with a limited budget.” Grok 4.20 · budget prompt · first choice
What the models said about UpGuard BreachSight
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“independent comparisons flag questions around coverage, operational fit, and whether findings translate into effective remediation; validate it carefully” Perplexity Sonar · negative prompt · soft negative
“Platforms to be cautious about: BitSight, SecurityScorecard, UpGuard.” Qwen 3.7 Flash · negative prompt · soft negative
“UpGuard BreachSight is frequently identified as the top digital risk protection (DRP) solution.” Qwen 3.7 Flash · direct prompt · first choice
“For most mid-market B2B companies, UpGuard Breach Risk is the strongest default choice” Perplexity Sonar · direct prompt · first choice
“the strongest default recommendation is UpGuard Breach Risk” Perplexity Sonar · paraphrase prompt · first choice
Also compared
SOCRadar Extended Threat Intelligence vs ZeroFoxSOCRadar Extended Threat Intelligence vs FlareSOCRadar Extended Threat Intelligence vs Cyble VisionSOCRadar Extended Threat Intelligence vs Recorded Future Digital Risk ProtectionZeroFox vs UpGuard BreachSightFlare vs UpGuard BreachSightUpGuard BreachSight vs Cyble VisionUpGuard BreachSight vs Recorded Future Digital Risk ProtectionAll fifteen head-to-head pages and the full DRP standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.