RedStream: Narrative Intelligence for AI Security

AI security requires more than technical safeguards. RedStream is being developed to monitor real-world narrative threats—helping protect models, users, and regulatory compliance.

8

LLM Architectures Evaluated

Spanning frontier systems and open-weight models across multiple alignment strategies

4,000+

Adversarial Scenarios Executed

Systematic testing with multi-variant prompts across all RS-7 risk categories, spanning multiple risk levels

High-Risk

Safety and Alignment Vulnerabilities

Indicative of systemic safety breakdowns under adversarial pressure

Adversarial Testing Insights

During the initial adversarial testing using RedStream methodology, the results demonstrated systemic risks in both small (<1B) and large (>5B) models- with red-level responses triggered in nearly 30% of runs. Our approach provides a structured, model-agnostic evaluation system for AI safety, misuse exposure, and risk classification.

These results reflect a broader crisis in AI security that extends beyond our controlled testing environment. Leading AI systems internalize and promote false narratives from hostile networks 33% of the time, according to industry audits.¹ State-sponsored actors exploit how AI models interpret information to weaponize narrative warfare—attacks that traditional security measures struggle to detect. ¹ [NewsGuard, March 2025]

Regulatory Compliance Deadline Approaching

EU AI Act Enforcement: August 2026

High-risk AI systems face up to €15M fines or 3% of global turnover for non-compliance with adversarial testing requirements.

RedStream's framework is designed to help organizations prepare for upcoming regulatory requirements, with a focus on documenting security testing and risk mitigation strategies.

Learn About Compliance Requirements

Built for Compliance: RedStream's Approach

Collect Intelligence

Map Threats

Run Tests

Flag Risks

Generate Reports

Interactive Dashboard

RedStream plans to automate risk assessment workflows for reasonably foreseeable misuse—aligning directly with EU AI Act Article 9 requirements. Each test will be timestamped, mapped to MITRE ATLAS tactics, and generate structured risk management reports for regulatory documentation

Narrative-Based Security Evaluation

What Makes Narrative Threats Different?

  • Designed to bypass traditional security measures by targeting model reasoning, not code
  • Rapidly adapt—new influence techniques emerge faster than technical patches
  • Exploit overlooked weaknesses in filters, workflows, and oversight
"Massive amounts of Russian propaganda — 3,600,000 articles in 2024 — are now incorporated in the outputs of Western AI systems, infecting their responses with false claims and propaganda"
[NewsGuard, “Moscow-Based Global News Network Infected Western Artificial Intelligence With Russian Propaganda,” March 2025]

Adversarial AI Testing for Narrative Threats

Proactive simulation of real-world threats enterprise LLMs face

Integrated Red Teaming
& Threat Intel

Combines intelligence (OSINT) with automated adversarial testing

Proactive Vulnerability Identification

Maps test failures to adversarial attack frameworks, aligned with MITRE ATLAS™ (no affiliation)

Compliance-First Design

Purpose-built for EU AI Act, our platform will provide audit-ready reports and clear insights through an interactive UI

What We're Building

RedStream is developing a platform to address critical security gaps in AI systems—focusing on narrative-based threats that traditional technical solutions often overlook.

Threat Intelligence

RedStream will trace emerging narrative threats across multiple sources, providing early warning of potential risks before they impact client AI systems.

Structured Risk Framework

RedStream will align with industry-standard security taxonomies, enabling standardized assessment and documentation of AI vulnerabilities and narrative-driven threats.

Advanced Pattern Recognition

Our platform is being designed to identify patterns and relationships between seemingly disparate narrative threads, enabling comprehensive threat assessment.

Regulatory Compliance Support

RedStream is developing structured reporting and assessment tools to help organizations meet emerging regulatory requirements for adversarial AI testing.

Learn More About RedStream

As we build our platform we welcome conversations about AI security challenges and our approach to addressing them.

We welcome partnership inquiries and feedback to help shape early deployments and testing as we develop RedStream.

For collaboration inquiries: info@redstream.ai