Third-party risk management · November 2026 Edition
Whistic vs Bitsight
One of fourteen models named Whistic first on the direct prompt; one named Bitsight. Whistic was named by six of the fourteen models and Bitsight by fourteen and Whistic carries 12 labels and Bitsight 35, so the shares are not directly comparable.
Named in one category this edition.
Named in eight categories this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%31%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 15; printed, not drawn.
Labels1235A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Whistic reading right to left. Rank and label count are printed, not drawn.UpGuard was named alongside these two in ten of the fourteen direct answers. UpGuard vs Whistic · UpGuard vs Bitsight · Prevalent 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.
WhisticFirst choices, of fourteen modelsBitsight
Direct11
Paraphrase001 against Bitsight
Comparative001 against Bitsight
Budget-constrained002 against Bitsight
Scale-constrained00
Negative107 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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Whistic 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 |
Whistic Bitsight first choice named as an alternative argued againstblank: not namedEach cell is one answer, Whistic on the left and Bitsight on the right.The direct prompt
The plain question, one answer per model, grouped by where Whistic and Bitsight stood in it.
Whistic first, Bitsight not the choice
1 of 14 modelsBitsight was named in the answer but not as the choice, or not at all.GPT-6 LunaWhistic alternatives: Vanta TPRM
Bitsight first, Whistic not the choice
1 of 14 modelsWhistic was named in the answer but not as the choice, or not at all.Mistral SmallBitsight, UpGuard alternatives: Drata, Panorays, Vanta TPRM
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.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
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5StandardFusion alternatives: LogicGate, Onspring, Panorays, UpGuard
Grok 4.20UpGuard alternatives: Aravo, Diligent One, ProcessUnity
DeepSeek V4 FlashUpGuard, Venminder alternatives: OneTrust Third-Party Risk Management, Panorays, Prevalent
Llama 4 Maverickno first choice
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
MiniMax M2.5no first choice
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
Mid-marketThe figures above
Level: the same share of first choices.
Whistic2%#4 of 15Bitsight2%#6 of 15Enterprise
The order flips: Bitsight leads at enterprise.
Bitsight4%#5 of 15Whistic0%#– of 15What the models said about Whistic
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“If you are Mid-Market / Lean Security Team: Look for modern, automation-focused TPRM platforms (e.g., Whistic, Panorays, ProcessUnity, UpGuard)” Gemini 3.5 Flash · negative prompt · first choice
“My default pick is Whistic” GPT-6 Luna · direct prompt · first choice
“While perhaps slightly pricier than the "absolute" bottom shelf, Whistic is consistently ranked as one of the most user-friendly platforms.” Qwen 3.7 Flash · budget prompt · alternative
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.