Evaluation & Consultancy

Research & Benchmarks

We evaluate and stress-test AI models — LLMs, VLMs, and VLAs — across safety, cultural bias, and regulatory compliance. From multi-modal threats to agentic exploits and physical AI risks, our research is published at ICLR, ICML, and ACL.

View Research Publications

Research Workflow

A continuous cycle — from threat discovery to enterprise hardening.

Discover

Identify next-gen threats through top-tier conference research — multi-modal, agentic, and physical AI attack vectors

→

Evaluate

Benchmark & stress-test across LLMs, VLMs, VLAs, and autonomous agents. Multilingual, multicultural, compliance-ready

→

Report

Standardized vulnerability reports with risk scoring, attack surface mapping, and actionable remediation priorities

→

Harden

Security by Design consultancy — from model architecture to production deployment hardening

↻ Continuous Cycle — Findings feed back into discovery

Top-Tier Publications

50+

Enterprise Assessments

70+

Languages & Cultures

Omni

Modalities

Setting the Standard.

We build the benchmarks that the industry relies on — measuring not just toxicity and bias, but cultural nuance, regulatory compliance, and real-world adversarial resilience across every modality and agent type.

Read our published papers

01 / Safety Benchmarks

Comprehensive safety evaluation for LLMs, VLMs, and VLAs — including multi-modal threat vectors, agentic behavior analysis, and physical AI risk assessment.

Independent third-party vulnerability audits
Agent & tool-calling behavior evaluation
Judgement Day — frontier AI safety benchmark for multi-modal, high-risk scenarios

02 / Enterprise Consultancy

Security by Design for enterprise AI adoption — from architecture review and agent workflow analysis to deployment hardening.

COMPASS — real-world industry safety standards (ACL)
Autonomous agent pipeline review
Architecture to production hardening

03 / Beyond General Safety

Multicultural, multilingual, and compliance-ready evaluations that go far beyond English-centric toxicity checks.

XLSafetyBench — multilingual, multicultural safety evaluation
EU AI Act, HIPAA, industry-specific regulations
Localized bias & harm taxonomies

Frequently Asked Questions

What is the procedure for security consulting?

We first diagnose your enterprise's AI adoption goals and architecture. This is followed by an in-depth security assessment covering model vulnerabilities, agent workflows, and regulatory requirements — concluding with a prioritized remediation roadmap.

How are benchmark evaluation metrics updated?

We continuously reflect the latest research from top-tier AI conferences (ICLR, ICML, ACL) and emerging real-world attack patterns — including new multi-modal, agentic, and physical AI threat vectors.

Do you support regulations for specific industries (e.g., finance, public sector)?

Yes. We thoroughly analyze and support global regulations like HIPAA (Healthcare), EU AI Act, and industry-specific frameworks for finance, defense, and telecommunications — with evaluations tailored to each regulatory context.