Data loss prevention · October 2026 Edition
Forcepoint DLP vs Nightfall AI
Zero of fourteen models named Forcepoint DLP first on the direct prompt; one named Nightfall AI. Forcepoint DLP was named by thirteen of the fourteen models and Nightfall AI by eleven and Forcepoint DLP carries 43 labels and Nightfall AI 24, so the shares are not directly comparable.
Named in three categories this edition.
Named in four categories this edition.
First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate26%4%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 15; printed, not drawn.
Labels4324A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Forcepoint DLP reading right to left. Rank and label count are printed, not drawn.Microsoft Purview DLP was named alongside these two in nine of the fourteen direct answers. Microsoft Purview DLP vs Forcepoint DLP · Microsoft Purview DLP vs Nightfall AI · Safetica vs Forcepoint DLP
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 data loss prevention page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Forcepoint DLPFirst choices, of fourteen modelsNightfall AI
Direct011 against Forcepoint DLP
Paraphrase302 against Forcepoint DLP
Comparative20
Budget-constrained103 against Forcepoint DLP
Scale-constrained00
Negative005 against Forcepoint DLP · 1 against Nightfall AI
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 October 2026 Edition, Forcepoint DLP and Nightfall AI were named in the same answer thirty-seven times, of the 170 answers naming Forcepoint DLP and the 112 naming Nightfall AI. In those answers Nightfall AI took the first choice four times and Forcepoint DLP three.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Forcepoint DLP and Nightfall AI 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 4.1 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 | | |||||
| Muse Glimmer 30B | | | | |
Forcepoint DLP Nightfall AI first choice named as an alternative argued againstblank: not namedEach cell is one answer, Forcepoint DLP on the left and Nightfall AI on the right.The direct prompt
The plain question, one answer per model, grouped by where Forcepoint DLP and Nightfall AI stood in it.
Nightfall AI first, Forcepoint DLP not the choice
1 of 14 modelsForcepoint DLP was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashNightfall AI alternatives: Cyberhaven, Microsoft Purview DLP, Safetica
Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniMicrosoft Purview DLP alternatives: Forcepoint DLP, Netskope DLP
Perplexity SonarMicrosoft Purview DLP, Strac alternatives: Forcepoint DLP, Nightfall AI, Varonis Data Security Platform
Grok 4.1 FastMicrosoft Purview DLP alternatives: CurrentWare, Forcepoint DLP, Netwrix Endpoint Protector
Mistral SmallNetskope DLP alternatives: CurrentWare, Microsoft Purview DLP, Nightfall AI, Safetica, Zscaler Internet Access
DeepSeek V4 FlashNetskope DLP alternatives: Fortra DLP, Next DLP, Nightfall AI
Qwen 3.7 FlashNetwrix 1Secure alternatives: Forcepoint DLP, Varonis Data Security Platform
Kimi K2Microsoft Purview DLP alternatives: CurrentWare, Forcepoint DLP, Netwrix Endpoint Protector, Proofpoint Enterprise DLP, miniOrange DLP
GLM 4.7 FlashXMicrosoft Purview DLP alternatives: CrowdStrike Falcon Data Protection, Forcepoint DLP, Netwrix Endpoint Protector, Nightfall AI, Proofpoint Enterprise DLP
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Microsoft Purview DLP, Safetica
Llama 4 Maverickno first choice
MiniMax M2.5Next DLP
GPT-6 LunaMicrosoft Purview DLP alternatives: Google's native protections for Workspace and Google Cloud, Netskope One
Muse Glimmer 30BSafetica, Safetica ONE alternatives: CurrentWare, Zscaler Internet Access, miniOrange DLP
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
Nightfall AI leads by nine points.
Nightfall AI9%#4 of 11Forcepoint DLP0%#10 of 11Mid-marketThe figures above
The order flips: Forcepoint DLP leads at mid-market.
Forcepoint DLP7%#3 of 15Nightfall AI2%#5 of 15Enterprise
Forcepoint DLP leads by fifteen points.
Forcepoint DLP15%#2 of 11Nightfall AI0%#9 of 11What the models said about Forcepoint DLP
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“rarely the heavy, legacy enterprise suite (like Broadcom/Symantec or traditional Forcepoint). Those legacy tools are notorious for requiring multi-month deployments” Gemini 3.5 Flash · direct prompt · hard negative
“When to avoid: Large-scale hybrid environments or if you need low-maintenance AI-driven detection.” Grok 4.1 Fast · negative prompt · hard negative
“What to Avoid for Tight Budgets - Enterprise suites (Forcepoint, Symantec, Proofpoint)” DeepSeek V4 Flash · budget prompt · hard negative
“or Forcepoint DLP if you need a unified policy engine that works across cloud, email, endpoints and on-premises systems” GLM 4.7 FlashX · paraphrase prompt · first choice
“Proofpoint and Forcepoint are top-tier choices due to their comprehensive features and scalability” Mistral Small · paraphrase prompt · first choice
“Forcepoint if you need stronger classic DLP controls across endpoints and web traffic” Perplexity Sonar · paraphrase prompt · first choice
What the models said about Nightfall AI
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Nightfall AI in the cited review, which is noted as having "no network DLP,"” Perplexity Sonar · negative prompt · soft negative
“Best for SaaS, Cloud Collaboration & GenAI Security: Nightfall AI ... Nightfall is an industry leader.” Gemini 3.5 Flash · direct prompt · first choice
“primarily focuses on providing cloud data loss prevention for generative AI tools, custom applications and Software as a Service applications” Muse Glimmer 30B · comparative prompt · alternative
“Nightfall AI is a cloud-native DLP platform that uses machine learning to protect sensitive data across SaaS applications” Claude Haiku 4.5 · comparative prompt · alternative
Also compared
Microsoft Purview DLP vs Forcepoint DLPMicrosoft Purview DLP vs Nightfall AISafetica vs Forcepoint DLPSafetica vs Nightfall AIForcepoint DLP vs Netskope DLPForcepoint DLP vs CurrentWareForcepoint DLP vs Netwrix Endpoint ProtectorForcepoint DLP vs Proofpoint Enterprise DLPNetskope DLP vs Nightfall AINightfall AI vs CurrentWareNightfall AI vs Netwrix Endpoint ProtectorNightfall AI vs Proofpoint Enterprise DLPAll twenty-eight head-to-head pages and the full DLP 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.