Digital risk protection · November 2026 Edition
UpGuard BreachSight vs Cyble Vision
Two of fourteen models named UpGuard BreachSight first on the direct prompt; one named Cyble Vision. UpGuard BreachSight was named by nine of the fourteen models and Cyble Vision by nine and UpGuard BreachSight carries 14 labels and Cyble Vision 15, so the shares are not directly comparable.
Named in two categories this edition.
Named in three categories this edition.
First-choice share7%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate21%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 13; printed, not drawn.
Labels1415A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, UpGuard BreachSight reading right to left. Rank and label count are printed, not drawn.SOCRadar Extended Threat Intelligence was named alongside these two in ten of the fourteen direct answers. SOCRadar Extended Threat Intelligence vs UpGuard BreachSight · SOCRadar Extended Threat Intelligence vs Cyble Vision · ZeroFox vs UpGuard BreachSight
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.
UpGuard BreachSightFirst choices, of fourteen modelsCyble Vision
Direct211 against UpGuard BreachSight
Paraphrase10
Comparative00
Budget-constrained01
Scale-constrained00
Negative002 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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where UpGuard BreachSight and Cyble Vision 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 | | |
UpGuard BreachSight Cyble Vision first choice named as an alternative argued againstblank: not namedEach cell is one answer, UpGuard BreachSight on the left and Cyble Vision on the right.The direct prompt
The plain question, one answer per model, grouped by where UpGuard BreachSight and Cyble Vision stood in it.
UpGuard BreachSight first, Cyble Vision an alternative
2 of 14 modelsCyble Vision 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
Cyble Vision first, UpGuard BreachSight an alternative
1 of 14 modelsUpGuard BreachSight was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Cyble Vision alternatives: BlueVoyant Sky: DRP, CrowdStrike Falcon Intelligence, SOCRadar Extended Threat Intelligence, UpGuard BreachSight
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Grok 4.20SOCRadar Extended Threat Intelligence alternatives: Cyble Vision
GLM 4.7 FlashXZeroFox alternatives: Doppel, Recorded Future Digital Risk Protection, UpGuard BreachSight
MiniMax M2.5SOCRadar Extended Threat Intelligence alternatives: Microsoft Defender for Cloud, UpGuard BreachSight, ZeroFox
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniSOCRadar Extended Threat Intelligence alternatives: Doppel, Recorded Future Digital Risk Protection
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
DeepSeek V4 FlashSOCRadar Extended Threat Intelligence alternatives: ZeroFox
Llama 4 Maverickno first choice
Kimi K2CTM360, SOCRadar Extended Threat Intelligence alternatives: CrowdStrike Falcon Intelligence, Fortra Brand Protection, ZeroFox
GPT-6 LunaSOCRadar Extended Threat Intelligence alternatives: Bolster, Fortra Brand Protection
Muse Glimmer 30BSOCRadar Extended Threat Intelligence alternatives: CloudSEK XVigil, Cyberint
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
UpGuard BreachSight leads by four points.
UpGuard BreachSight4%#4 of 10Cyble Vision0%#9 of 10Mid-marketThe figures above
UpGuard BreachSight leads by two points.
UpGuard BreachSight7%#4 of 13Cyble Vision5%#5 of 13Enterprise
The order flips: Cyble Vision leads at enterprise.
Cyble Vision6%#3 of 11UpGuard BreachSight4%#5 of 11What 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
What the models said about Cyble Vision
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“best for mid-market organizations that want broad DRP coverage with AI-assisted triage without an enterprise-tier price point” Claude Haiku 4.5 · direct prompt · first choice
“Cyble Vision offers breadth of coverage at a generally more accessible price point and appeals to mid-market buyers” Claude Haiku 4.5 · budget prompt · first choice
Also compared
SOCRadar Extended Threat Intelligence vs UpGuard BreachSightSOCRadar Extended Threat Intelligence vs Cyble VisionZeroFox vs UpGuard BreachSightZeroFox vs Cyble VisionFlare vs UpGuard BreachSightFlare vs Cyble VisionUpGuard BreachSight vs Recorded Future Digital Risk ProtectionCyble Vision 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.