Rogue vs Push Security

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

Analysis reviewed Live tool data as of 2026-09-02
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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

AI guardrails, evaluations, and rogue agent red teaming platform

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Push Security
Push Security

Browser-native security that stops AI-driven attacks and secures employee AI usage

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Pricing
Freemium
Freemium
Plans
$0/mo
$0/mo
$550/mo
Custom
$5/user/month
Custom
Popularity
2 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
SLM judges for hallucination detection
Prompt injection detection and prevention
PII detection and masking
Content moderation (hate speech, harassment, explicit)
Syntax verification
Rogue: AI agent evaluator and red team platform
Observability dashboards
Prompt Studio for experiments
Custom policy creation
Data curation tools
Multi-environment support
On-premise and BYOC deployment
SaaS deployment
Integration with LiteLLM and Portkey gateways
Behavioral phishing detection
Adversary-in-the-Middle (AiTM) phishing detection and blocking
ClickFix / clipboard injection blocking
Device code phishing detection and blocking
Malicious OAuth consent blocking
Session hijacking detection
Credential stuffing detection
Ghost login detection and SSO guardrails
MFA enforcement via in-browser guardrails
Shadow AI app discovery and inventory
AI prompt and data input monitoring
AI file upload monitoring and blocking
Agentic browser detection (Comet, Atlas, Dia)
Autonomous threat hunting agents
Browser extension inventory, risk scoring, and blocking
Integrations
LiteLLM
Portkey
AWS Marketplace
Okta
Google Workspace
Microsoft 365
Microsoft Teams
Microsoft Sentinel
Datadog
Splunk Cloud
SentinelOne
Slack
Webhooks
REST API

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

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 · 43% positive — mixed

Hacker News, YouTube, Lemmy

What users praise

  • Works as a lightweight extension across all major browsers without forcing a single proprietary browser.
  • Detects advanced threats like AiTM phishing, ClickFix, session hijacking, and malicious OAuth flows.
  • Autonomous hunting agents analyze browser telemetry to write and deploy detection rules at machine speed.
  • Provides comprehensive AI usage governance: inventory, prompt monitoring, file upload blocking, and unsanctioned app control.

What frustrates them

  • No independent community feedback or real-user reviews available to verify claims.
  • Requires advanced security expertise to configure and interpret telemetry effectively.
  • High-fidelity telemetry collection may trigger privacy and compliance red flags.
  • Potential for false positives in blocking legitimate OAuth and extension actions.

Researched Aug 26, 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