Rogue vs Push Security

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-10-18
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At a glance

DimensionRoguePush Security
PricingFreemiumFreemium
Primary FocusLLM reliability (guardrails, red teaming, evaluations)Browser security (phishing, session hijacking, AI tool control)
Key FeatureReal-time guardrails, SLM judges, automated red teamingAiTM phishing detection, session hijacking blocking, AI tool DLP
DeploymentSaaS, on-premise, BYOCCloud-based (browser extension)
Target UserDevelopers, AI reliability engineers, compliance teamsSecurity teams, identity teams
IntegrationsLiteLLM, Portkey, AWS MarketplaceOkta, 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
Rogue

Rogue by Qualifire red teams AI agents and enforces real-time LLM guardrails with purpose-built SLM judges.

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Push Security
Push Security

Push Security is browser security for the AI era — it stops AiTM phishing, ClickFix attacks, session hijacking and shadow AI inside the

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Pricing
Freemium
Freemium
Plans
$0/mo
$0/mo
$550/mo
Custom
$5/user/month
Custom
Popularity
4 views
7.5k views
Skill Level
Intermediate
Advanced
API Available
Platforms
WebAPI
Web
Categories
🛡️ AI Governance & Guardrails📡 LLM Observability & Evals
🚨 Threat Detection & SOC🔒 Security & Privacy
Features
Real-time contextual guardrails on live LLM traffic
Purpose-built SLM judges, one per failure mode
Prompt injection detection and prevention
Hallucination and grounding checks
PII detection and PII masking (Pro tier)
Content moderation: hate speech, harassment, explicit content
Syntax verification on model output
Content analysis and instruction check policies
Rogue: AI agent evaluator and red team platform
Rogue Agent Evaluation Framework for agent behavior testing
Rogue reports surfaced inside Qualifire
Continuous evaluation against custom policies
Observability dashboards for every agent action
Prompt Studio for experiments and prompt management
Deploy as hosted SaaS, BYOC, or on-premise
Real-time AiTM reverse-proxy phishing detection and blocking in the browser
Cloned login page, Browser-in-the-Browser and Browser-in-the-Middle detection
ClickFix clipboard injection blocking at the point of interaction
Device code phishing detection that catches token theft bypassing MFA and passkeys
OAuth consent monitoring, consent blocking and app removal
Session hijacking and credential attack detection
Malicious browser extension detection, risk scoring and default-deny allowlisting
Extension supply chain change monitoring for ownership transfers and permission escalations
Shadow AI app discovery and agentic browser detection for Comet, Atlas and Dia
AI prompt and data-input monitoring with AI clipboard monitoring and blocking
AI file upload monitoring plus AI OAuth and agent permission monitoring
AI usage policy enforcement that blocks unsanctioned tools
Autonomous threat hunting agents that write detection rules and deploy blocks
Configurable response modes per control: monitor, warn or block
Browser DLP with file download, upload and clipboard telemetry and blocking
Integrations
LiteLLM
Portkey
AWS Marketplace
Hugging Face
Proofpoint
Okta
Google Workspace
Microsoft 365
Microsoft Teams
Microsoft Sentinel
Datadog
Splunk
SentinelOne
Slack

What 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 company
    Pick: 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 chatbot
    Pick: 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 compliance
    Pick: 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 adoption
    Pick: 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 LLMs
    Pick: 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