Rogue vs Push Security
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Rogue | Push Security |
|---|---|---|
| Pricing | Freemium | Freemium |
| Primary Focus | LLM reliability (guardrails, red teaming, evaluations) | Browser security (phishing, session hijacking, AI tool control) |
| Key Feature | Real-time guardrails, SLM judges, automated red teaming | AiTM phishing detection, session hijacking blocking, AI tool DLP |
| Deployment | SaaS, on-premise, BYOC | Cloud-based (browser extension) |
| Target User | Developers, AI reliability engineers, compliance teams | Security teams, identity teams |
| Integrations | LiteLLM, Portkey, AWS Marketplace | Okta, Azure AD, Google Workspace, Slack, Splunk, Snowflake |
These tools solve fundamentally different problems. Push Security is for defending against browser-based attacks and controlling AI tool usage across any browser. Rogue is for ensuring LLM outputs are safe, accurate, and policy-compliant. Choose Push if your primary concern is security attacks like AiTM, session hijacking, or data leakage to AI tools. Choose Rogue if you're deploying LLMs in production and need guardrails against hallucination, prompt injection, and PII leakage.

Rogue by Qualifire red teams AI agents and enforces real-time LLM guardrails with purpose-built SLM judges.
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Push Security is browser security for the AI era — it stops AiTM phishing, ClickFix attacks, session hijacking and shadow AI inside the
Visit WebsiteWhat real users say: Rogue vs Push Security
Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.
Rogue
61 mentions across 4 sources · 9% positive — critical (averaged across 4 sources)
Hacker News, Stack Overflow, Lemmy, Tech Press
What users praise
- • Real-time contextual guardrails with sub-20ms latency
- • SLM judges specialized for hallucination detection and prompt injection
- • Built-in red teaming with Rogue agent evaluator
- • Generous free tier of 3M tokens per month
What frustrates them
- • No independent validation of claimed speed and cost savings
- • Text-only evaluation; no image or audio guardrails
- • Pricing tiers vague and hidden costs undocumented
- • Name collision with rogue AI incidents creates confusion
Researched Aug 19, 2026
Push Security
30 mentions across 3 sources · 51% positive — mixed (weighted across 3 sources)
Hacker News, YouTube, Lemmy
What users praise
- • Browser-extension delivery means no endpoint agent and no forced enterprise-browser migration
- • Cross-browser coverage including Chromebooks and AI/enterprise browsers
- • Published $5/user/month Standard pricing with self-serve trial lowers evaluation friction
- • Detections target modern browser-layer threats: AiTM, ClickFix, BitB, device-code phishing
What frustrates them
- • Essentially no independent user reviews anywhere in the scraped community data
- • Extension-based security is itself a supply-chain risk that HN commenters flag
- • Clipboard, prompt and file-upload monitoring raises privacy and data-residency objections
- • Autonomous agent deployment of blocks may conflict with change-control processes
Researched Oct 14, 2026
Who should pick which
- Security engineer at a mid-size companyPick: Push Security
Push Security detects and blocks AiTM phishing, session hijacking, and malicious OAuth integrations, addressing the most common browser-based attacks that traditional EDR misses.
- AI reliability engineer building a customer-facing chatbotPick: Rogue
Rogue provides real-time guardrails against hallucination, prompt injection, and PII leakage, along with automated red teaming to validate agent behavior before production.
- Compliance officer ensuring AI regulatory compliancePick: Rogue
Rogue's custom policy enforcement and evaluation capabilities help meet US, EU, and UK AI regulations by monitoring LLM outputs for policy violations.
- Identity team enforcing MFA and SSO adoptionPick: Push Security
Push Security's in-browser guardrails for MFA registration and password changes, plus shadow SaaS discovery, directly support identity hardening goals.
- Developer preventing data leakage to LLMsPick: Push Security
Push's in-browser DLP for AI tools (clipboard, file uploads) gives real-time control over what data employees can paste into ChatGPT or other LLMs.
Frequently Asked Questions
Rogue vs Push Security: which should you choose?
These tools solve fundamentally different problems. Push Security is for defending against browser-based attacks and controlling AI tool usage across any browser. Rogue is for ensuring LLM outputs are safe, accurate, and policy-compliant. Choose Push if your primary concern is security attacks like AiTM, session hijacking, or data leakage to AI tools. Choose Rogue if you're deploying LLMs in production and need guardrails against hallucination, prompt injection, and PII leakage.
Can Push Security detect attacks on mobile browsers?
Yes, Push Security detects mobile phishing via SMS/QR codes, as listed in its features.
Does Rogue support on-premise deployment?
Yes, Rogue offers on-premise and BYOC deployment options.
Does Push Security replace my EDR?
No, it complements EDR by providing browser-specific visibility into attacks that EDRs may miss, as highlighted in their latest news.
What is the 'Rogue' component in Rogue?
Rogue is an automated red teaming and evaluation tool for AI agents, designed to test for vulnerabilities before production.
Can I use Push Security with any browser?
Yes, Push works across Chrome, Edge, Firefox, Brave, and others via a browser extension.
Does Rogue offer a free trial?
Rogue is freemium, so there is a free tier available, though token-limited per the 'not for' section.
What integrations does Push Security support?
Push integrates with Okta, Azure AD, Google Workspace, Slack, Splunk, and Snowflake.
Can Rogue guard against data leakage in RAG systems?
Yes, Rogue's guardrails include PII detection and masking, and it is specifically targeted at RAG application builders.
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Last reviewed: July 6, 2026