Third-party risk management · November 2026 Edition
UpGuard vs Bitsight
Nine of fourteen models named UpGuard first on the direct prompt; one named Bitsight. Both were named by all fourteen models and UpGuard carries 59 labels and Bitsight 35, so the shares are not directly comparable.
Named in four categories this edition.
Named in eight categories this edition.
First-choice share44%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate17%31%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#6A position in a field of 15; printed, not drawn.
Labels5935A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, UpGuard reading right to left. Rank and label count are printed, not drawn.UpGuard vs Prevalent · UpGuard vs Venminder · UpGuard vs Whistic
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 third-party risk management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
UpGuardFirst choices, of fourteen modelsBitsight
Direct91
Paraphrase801 against Bitsight
Comparative001 against Bitsight
Budget-constrained501 against UpGuard · 2 against Bitsight
Scale-constrained00
Negative009 against UpGuard · 7 against Bitsight
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, UpGuard and Bitsight were named in the same answer eighty-two times, of the 197 answers naming UpGuard and the 179 naming Bitsight. In those answers Bitsight took the first choice three times and UpGuard twenty-two.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where UpGuard and Bitsight 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 Bitsight first choice named as an alternative argued againstblank: not namedEach cell is one answer, UpGuard on the left and Bitsight on the right.The direct prompt
The plain question, one answer per model, grouped by where UpGuard and Bitsight stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Mistral SmallBitsight, UpGuard alternatives: Drata, Panorays, Vanta TPRM
UpGuard first, Bitsight an alternative
8 of 14 modelsBitsight was named in the answer but not as the choice, or not at all.GPT-5.4 miniUpGuard alternatives: Bitsight, OneTrust Third-Party Risk Management, ProcessUnity, Secureframe, Vanta TPRM
Gemini 3.5 FlashUpGuard alternatives: Drata, Panorays, Prevalent, Vanta TPRM, Whistic
Perplexity SonarUpGuard alternatives: Bitsight, LogicGate, Prevalent, ProcessUnity, SecurityScorecard, Vanta TPRM
Grok 4.20UpGuard alternatives: Aravo, Diligent One, ProcessUnity
DeepSeek V4 FlashUpGuard, Venminder alternatives: OneTrust Third-Party Risk Management, Panorays, Prevalent
Qwen 3.7 FlashUpGuard alternatives: LogicGate RealRisk, SecurityScorecard, SureCloud
Kimi K2UpGuard alternatives: Panorays, Vanta TPRM, Venminder
GLM 4.7 FlashXProcessUnity Vendor Risk Management, UpGuard alternatives: LogicGate Risk Cloud, OneTrust Third-Party Risk Management, Risk Ledger
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5StandardFusion alternatives: LogicGate, Onspring, Panorays, UpGuard
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 Maverickno first choice
MiniMax M2.5no first choice
GPT-6 LunaWhistic alternatives: Vanta TPRM
Muse Glimmer 30BPrevalent alternatives: Hyperproof, LogicGate, OneTrust Third-Party Risk Management, Scytale, SureCloud
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 leads by thirty-eight points.
UpGuard38%#1 of 14Bitsight0%#10 of 14Mid-marketThe figures above
UpGuard leads by forty-two points.
UpGuard44%#1 of 15Bitsight2%#6 of 15Enterprise
The order flips: Bitsight leads at enterprise.
Bitsight4%#5 of 15UpGuard2%#6 of 15What the models said about UpGuard
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Generally considered expensive, especially for smaller organizations <br>• Limited functionality and reporting depth <br>• False positives in risk scores” GLM 4.7 FlashX · negative prompt · hard negative
“Avoid relying solely on security ratings platforms (like Bitsight, SecurityScorecard, UpGuard) for TPRM” Mistral Small · negative prompt · hard negative
“remediation recommendations lack clarity, smaller organizations find it expensive, and false positives need manual cleanup” Claude Haiku 4.5 · negative prompt · soft negative
“UpGuard is the most frequently recommended starter platform because of its published pricing, daily monitoring, and the claim it is built for mid-market deployment speed.” Muse Glimmer 30B · paraphrase prompt · first choice
“I'd recommend starting with UpGuard if you prioritize cyber risk visibility, or ProcessUnity if you need comprehensive lifecycle management” GLM 4.7 FlashX · direct prompt · first choice
“UpGuard stands out as the best third-party risk management (TPRM) platform for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
What the models said about Bitsight
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“BitSight / SecurityScorecard – Enterprise-grade, but minimum spends typically start around $20k–$30k/year.” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid relying solely on security ratings platforms (like Bitsight, SecurityScorecard, UpGuard) for TPRM” Mistral Small · negative prompt · hard negative
“avoid enterprise-heavy platforms like ProcessUnity, OneTrust, or BitSight” MiniMax M2.5 · budget prompt · hard negative
“Bitsight and UpGuard are the top choices due to their scalability, strong security ratings” Mistral Small · direct prompt · first choice
“Combine tools if needed (e.g., a core TPRM platform with specialized cyber ratings like Bitsight or SecurityScorecard)” Grok 4.20 · negative prompt · alternative
“Choose SecurityScorecard or Bitsight for broad external cyber-risk screening and executive-friendly ratings.” Perplexity Sonar · comparative prompt · alternative
Also compared
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.