WitnessAI vs Prompt Security: Workforce AI Governance or GenAI Firewall?
Choose WitnessAI when network-level employee AI visibility, policy, and routing are the product. Choose Prompt Security when you need the GenAI firewall role inside SentinelOne Singularity.
Security RFPs still put WitnessAI and Prompt Security on one line labeled AI security. Both talk about shadow AI, ChatGPT pastes, and prompt injection. That is the wrong assumption. Seeing which employees and agents hit which copilots is not the same weekly job as putting a GenAI firewall in front of the apps and agents you ship.
Between these two, WitnessAI Agentic Security centers network-level Observe and Control for the human and agentic workforce: catalog AI apps, classify intent, apply allow/warn/block/route, and attribute activity without requiring a browser extension. Prompt Security is the product still branded Prompt Security inside SentinelOne Singularity: realtime prompt and response enforcement across employee tools, developer assistants, homegrown apps, and agents. That firewall-shaped job is what SecureCoding already covers on the LLM firewall tools shortlist. Broader compares live under Compare.
| Job | Workforce AI governance: Observe/Control for employee and agent AI usage, catalog, policy, routing | GenAI firewall role inside SentinelOne Singularity across employees, apps, and agents |
|---|---|---|
| How a bad day closes | Unsanctioned Copilot/ChatGPT use or risky agent MCP call becomes catalog hit, policy action, and attributed audit | Adversarial prompt or sensitive paste at a touchpoint is blocked or redacted in realtime under Singularity policy |
| Deploy | Network-layer SaaS platform (Observe, Control, Protect); single-tenant options documented | SaaS Prompt Security on SentinelOne Singularity (same console family as endpoint/cloud) |
| Operator morning unit | AI app catalog, intent policies, prompt routing, employee/agent audit trails | Violations prevented, shadow AI app list, firewall policy across Employees / Developers / Homegrown apps |
| License/pricing | Enterprise quote; no public dollar ladder on witness.ai (checked 9 Sep 2026) | Enterprise quote via SentinelOne; no public Prompt Security ladder on the product page (checked 9 Sep 2026) |
| Who operates it | AI governance / InfoSec owning workforce AI acceptable use | SecOps already on Singularity plus AppSec owning app and agent firewalls |
First-party branding stays distinct even after platform moves. WitnessAI ships Observe, Control, and Protect under the WitnessAI name. Prompt Security remains the product name on SentinelOne pages after the August 2025 SentinelOne acquisition; prompt.security still redirects readers into that Singularity story.
We reviewed first-party docs, public product pages, and live community threads. We did not sit in paid production tenants, so this is not a hands-on benchmark.
WitnessAI

Prompt Security

Editions and pricing
WitnessAI packages Observe, Control, and Protect as an enterprise platform. Public pages push demo and sales motions. There is no self-serve dollar ladder on witness.ai (checked 9 Sep 2026).
Prompt Security sells as Prompt Security on the SentinelOne platform. The product page documents coverage across employees, developers, homegrown apps, and agents, with demo CTAs rather than published monthly rates (checked 9 Sep 2026).
| Public list lines | Quote-only enterprise packaging around Observe, Control, Protect | Quote-only via SentinelOne; Prompt Security branded inside Singularity |
|---|---|---|
| What the quote usually meters | Workforce coverage, modules, deployment/region, agentic controls | Singularity attach, AI touchpoints governed, enterprise support |
| Self-serve start | Demo / sales-led; no public free tier on the homepage | Demo / Get Started on SentinelOne; no public Prompt Security price card |
If procurement needs a published monthly rate before a call, neither product fills the spreadsheet from first-party list prices today. Budget for a sales conversation either way.
Workforce AI visibility and control
| Discovery spine | Network-layer catalog of AI apps, agents, and MCP servers; Copilot and Office coverage without a required browser extension | Shadow AI discovery across 15,000+ AI tools and services inside the Singularity AI security story |
|---|---|---|
| Policy shape | Intent-based allow / warn / block / route; department and role policies; prompt routing to internal vs cheaper models | Realtime usage policy and selective redaction at the interaction point for employee and developer tools |
| Audit unit | Attributed human and agent activity in one policy fabric, including MCP tool calls | Prompt and violation telemetry across Employees, Developers, and Homegrown apps dashboards |
| Buy the loop | See and govern how the workforce uses AI every week | Employee AI control is one touchpoint inside a broader firewall platform, not the only job between these two |
That auditor gap is the workforce governance pain WitnessAI productizes at the network layer: catalog the tools, classify intent, enforce policy, and keep an attributable trail. Prompt Security can govern employee tools too; between these two, the Observe/Control workforce loop still sits with WitnessAI.
Runtime GenAI firewall and app protection
| Firewall / Protect job | Protect module adds bidirectional runtime defense and red-teaming; center of gravity remains workforce Observe/Control between these two | Realtime AI firewall: block adversarial prompts, scrub sensitive outputs, turn red-team findings into production guardrails |
|---|---|---|
| App and agent path | Agentic Security extends protection to agents and MCP; still sold as one WitnessAI confidence layer | Dedicated AI Application Security and Agentic AI Security tracks on the Prompt Security product page |
| Platform attach | Standalone WitnessAI platform | Built into SentinelOne Singularity with shared console visibility |
| Buy the loop | Protect is available; do not buy WitnessAI here only as a Lakera-style managed Guard call | Managed GenAI firewall across touchpoints when Singularity is already (or will be) the security desk |
That production injection pain is why teams shop a GenAI firewall SKU. Prompt Security is the product that SecureCoding places on the LLM firewall shortlist for managed enforcement. WitnessAI Protect can inspect prompts and responses; between these two, the firewall-shaped app and agent loop still belongs to Prompt Security on Singularity.
Where they overlap
Both sell into AI security programs. Both discover shadow AI, talk about sensitive data in prompts, and market runtime controls against prompt injection. Both now speak about agents and MCP. An RFP that only says “secure GenAI” will shortlist both. Workforce catalog and intent routing do not replace a shared policy fabric in front of every app prompt, and a GenAI firewall does not by itself make network-level Copilot discovery your morning unit, so overlap is real and still incomplete.
When to use both
Use both only if you deliberately want a network-level workforce AI governance product and a separate GenAI firewall SKU on (or next to) SentinelOne. That is two tools and two operating models.
Skip Prompt Security here if primary pain is employee AI catalog, Copilot/Office blind spots, intent policy, and prompt routing without a Singularity attach. Skip WitnessAI here if primary pain is managed prompt/response firewalling for apps and agents inside an existing SentinelOne desk.
Decide which operational pain owns the budget. Network-level workforce AI governance with Observe and Control: WitnessAI. GenAI firewall role inside SentinelOne Singularity: Prompt Security. Only then open the quotes.
FAQs
Are WitnessAI and Prompt Security the same AI security product?
No. Both sit under AI security. WitnessAI leads on network-level workforce AI visibility and control. Prompt Security leads on the GenAI firewall role inside SentinelOne Singularity.
Is Prompt Security still its own brand?
Yes. First-party SentinelOne pages still brand the product as Prompt Security. The prompt.security site presents it as Prompt Security from SentinelOne.
Do I need both?
Only if you deliberately want workforce AI governance and a separate GenAI firewall SKU. Most teams pick the weekly loop that hurts more.
Is there a public list price?
Neither WitnessAI nor Prompt Security publishes a self-serve dollar ladder on the product pages checked 9 Sep 2026. Both are enterprise quote motions.
Is this a scored bake-off?
No. Order is editorial.