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CitrusGlaze vs Netskope: AI Security Without the Enterprise Tax

· Pierre
netskope alternative ai security comparison citrusglaze vs netskope ai dlp pricing shadow ai security enterprise ai security cost local ai proxy prompt security

CitrusGlaze vs Netskope: AI Security Without the Enterprise Tax

Netskope launched their "Netskope One AI Security" suite on March 11, 2026. It bundles an Agentic Broker, AI Guardrails, AI Gateway, and AI Red Teaming into their existing SASE platform.

It's a serious product. It's also $200-536/user/year, requires routing all your AI traffic through Netskope's cloud, and takes months to deploy.

I built CitrusGlaze because I needed the same visibility at a fraction of the cost — without sending my team's prompts through someone else's infrastructure. Here's how the two actually compare.


The 60-Second Version

CitrusGlaze Netskope One AI Security
Price $69/year $200-536/user/year
Deploy time 5 minutes 90-208 days (Netskope SASE deployment benchmarks)
Your data leaves your network No Yes — inspected in Netskope cloud
See prompt/response content Yes Yes
Secret detection in prompts Yes — 210+ patterns, Rust engine Yes — via DLP policies
Token/cost tracking Yes — per user, app, provider Limited
Shadow AI discovery Yes — sees all AI tools (CLI, API, browser) Yes — AI Index catalog
Agent/tool call inspection Yes Yes — Agentic Broker
Works with CLI tools Yes — network-level proxy Partial — depends on agent deployment
Open source Yes No
Requires infrastructure changes No Yes — full SASE integration
Min viable purchase 1 seat Enterprise contract

Where Netskope Wins

I'm not going to pretend Netskope doesn't have real advantages. If you're a 10,000-person enterprise with an existing Netskope SASE deployment, their AI security add-on makes sense. Specifically:

Scale and compliance. Netskope processes AI security for Fortune 500 companies. They have SOC 2 Type II, FedRAMP, ISO 27001, and every compliance cert you can name. If your procurement team requires three of those before a vendor conversation, Netskope checks the boxes.

Breadth of platform. Netskope One isn't just AI security — it's a full SASE platform covering web, SaaS, and cloud traffic. If you already pay for Netskope for everything else, adding the AI module is incremental.

AI Red Teaming. Their red teaming capability probes AI applications for vulnerabilities before deployment. CitrusGlaze doesn't do this — we focus on runtime traffic, not pre-deployment testing.

Agentic Broker. Netskope's new Agentic Broker specifically targets MCP and agent-to-agent communication. It's purpose-built for the agentic AI wave. We inspect tool calls at the network layer, but their approach is more deeply integrated with agent protocols.


Where CitrusGlaze Wins

1. Your Data Never Leaves Your Machine

This is the big one.

Netskope's architecture routes your AI traffic through their cloud for inspection. That means every prompt your developers send to Claude, ChatGPT, or Copilot — including the source code, database schemas, and credentials in those prompts — passes through Netskope's infrastructure.

Think about that for a second. The pitch is "your employees are leaking sensitive data to AI tools." The solution is "route all that sensitive data through our cloud too."

CitrusGlaze runs as a local proxy on the developer's machine. Your prompts are inspected locally. Secrets are detected locally. Nothing leaves your network that you didn't intend to send to the AI provider.

For teams in regulated industries — healthcare, finance, legal, government — this isn't a nice-to-have. It's a requirement.

2. $69/year vs. $200-536/user/year

Netskope's pricing depends on which modules you buy. Their full SASE platform runs $200-536/user/year according to public benchmarks. Even their DLP add-on alone is $28-67/user/year (industry analyst estimates).

CitrusGlaze is $69/year. One price. All features.

For a 50-person engineering team:

  • Netskope: $10,000-26,800/year (just AI security modules)
  • CitrusGlaze: $3,450/year

That's 3-8x cheaper. And you're not locked into a multi-year enterprise contract with a 6-month deployment timeline.

3. Five Minutes to Deploy, Not Six Months

Netskope requires SASE integration — configuring traffic steering, deploying agents, setting up policies, integrating with your IdP, training your security team. Real-world deployment timelines for SASE platforms run 90-208 days (Gartner SASE deployment benchmarks, 2025).

CitrusGlaze:

bash install.sh

That's it. The proxy starts. Your AI traffic shows up in the dashboard. Secret detection is running. You have visibility in five minutes, not five months.

4. CLI Tools and Terminal AI — the Blind Spot

Here's something most enterprise AI security misses: developer AI tools that don't run in a browser.

Claude Code runs in the terminal. Cursor embeds AI in a desktop IDE. GitHub Copilot talks to APIs from VS Code. Python scripts call OpenAI directly. CI/CD pipelines hit AI endpoints autonomously.

Netskope's strength is inline web traffic inspection. They see browser-based AI usage well. But terminal-based tools, CLI utilities, and direct API calls? Those depend on whether the Netskope agent is configured to intercept that traffic — and in practice, many engineering teams carve out exceptions for development tools.

CitrusGlaze works at the network layer. If it makes an HTTPS request to an AI provider, we see it. Browser, terminal, script, CI pipeline — doesn't matter.

In our telemetry from 26,565 intercepted requests, 51.4% of AI traffic came from programmatic sources — Node.js, scripts, CLI tools. Not browsers. A browser-centric approach misses more than half the traffic (CitrusGlaze State of AI Traffic Report, 2026).

5. Real Cost Tracking

Netskope tells you which AI tools your employees use and what data they're sending. It doesn't tell you what it costs.

CitrusGlaze counts tokens per request, calculates cost per provider, and attributes spend to individual users and applications. You can see that your team spent $847 on Claude API calls last month, $12 on OpenAI, and $0.95 on Google — and that 65% of the Claude spend came from automated scripts, not interactive use.

The average organization spends $85,500/month on AI-native applications (Kong State of AI in the Enterprise, 2025). Without per-request cost attribution, you're flying blind on the fastest-growing line item in your engineering budget.

6. Open Source

CitrusGlaze's core is open source. You can read the code. You can audit the secret detection patterns. You can verify that we're not exfiltrating your data (because the code proves we're not).

Netskope is proprietary. You trust their architecture diagram. With CitrusGlaze, you read the source.

For security tools specifically, this matters. The tool that's supposed to protect your secrets shouldn't itself be a black box.


Feature Deep Dive

Secret Detection

Netskope applies DLP policies to AI traffic. Their DLP engine is mature — built over years for email, SaaS, and cloud security. It catches PII, PHI, PCI data, and credentials using pre-built and custom policies.

CitrusGlaze runs a purpose-built Rust engine with 210+ secret patterns optimized for developer workflows. We detect AWS access keys (AKIA*), GitHub PATs (ghp_*), Stripe keys (sk_live_*), private keys, database connection strings, and high-entropy secrets. Detection happens at wire speed with zero-copy pattern matching.

Both approaches work. Netskope's DLP is broader (covers non-AI traffic too). CitrusGlaze's detection is deeper for the specific problem of secrets in AI prompts — because that's all we do.

Shadow AI Discovery

Netskope maintains an AI Index — a catalog of AI applications they've identified across their customer base. They can tell you which AI tools your employees access based on traffic patterns.

CitrusGlaze discovers AI tools by inspecting actual API traffic. We identify the source application (Claude Code, Cursor, Copilot, custom scripts), the destination provider, and the model being used. In our telemetry, we found 19 distinct source applications hitting 9 AI providers — including tools that wouldn't appear in Netskope's catalog because they're custom internal tools.

Agent Security

Netskope launched their Agentic Broker specifically for this. It interprets agent-to-agent communication, provides guardrails for MCP traffic, and sits between AI agents and the tools they call.

CitrusGlaze inspects tool calls at the network layer. When an AI agent makes an API call that includes function calls or tool use, we parse the request body and can flag destructive operations, unauthorized destinations, or credential exposure in tool call arguments.

Both approaches are evolving fast — agentic AI security is a 2026 problem that nobody has fully solved yet. Netskope has more resources to throw at it. We have the advantage of seeing the raw traffic without intermediary abstractions.


Who Should Use What

Use Netskope if:

  • You already have a Netskope SASE deployment
  • You need a single platform for all security (not just AI)
  • Your procurement process requires FedRAMP/SOC2/ISO certs
  • You have 1,000+ employees and a dedicated security team
  • Budget isn't a constraint (or it's already allocated)

Use CitrusGlaze if:

  • You're a team of 5-200 developers who need AI visibility now
  • You can't route AI traffic through a third-party cloud
  • You need cost tracking alongside security
  • Your developers use CLI tools (Claude Code, terminal AI, scripts)
  • You want to deploy today, not in 6 months
  • Budget matters — you'd rather spend $3,450 than $26,800 for 50 seats

Use both if:

  • You have a Netskope deployment for general security but want deeper AI-specific visibility on developer machines. CitrusGlaze can run alongside Netskope, providing the local prompt inspection and cost tracking that Netskope's cloud-based approach doesn't cover.

The Honest Take

Netskope is building a good product. Their AI security suite addresses real problems. If I were a CISO at a Fortune 500 company with an existing Netskope deployment and an unlimited budget, I'd turn on their AI modules.

But most teams aren't Fortune 500. Most teams are 10-200 developers who just found out their AI tools are sending source code to API endpoints and they have zero visibility into what's going out. They need something that works today, costs less than a team dinner, and doesn't require a 6-month infrastructure project.

That's what CitrusGlaze is.


Try It

# Install CitrusGlaze (< 5 minutes)
bash install.sh

# See your AI traffic immediately
citrusglaze start

Your prompts stay on your machine. Your secrets get caught before they leave. You see exactly what every AI tool sends and what it costs.

$69/year. Start free.