Scorecard/Andon Labs

Andon Labs

Data gathering in process

Builds Safe Autonomous Organizations and real-world AI agent benchmarks. Deploys fully autonomous AI systems to surface safety failures in production.

HQUS
Est2023
Size1-10
EU AI ActLimited Risk
andonlabs.com
Score
44.5 / 100
Evidence
5 items

Developing safety practices - core foundations in place with room for improvement.

Strengths:Technical Safety, Risk Assessment, External Engagement
Weaknesses:Governance Maturity, Regulatory Readiness
Focus Areas
autonomous agentsai safetyevaluationembodied ai

Security Assessment

Security-relevant indicators for vendor evaluation

Security Posture
53
TS-01dim: 55
Red Teaming & Pre-deployment Testing
Adversarial testing before deployment
TS-05dim: 55
Robustness & Adversarial Resilience
Resistance to adversarial attacks
RA-01dim: 50
Sector-Specific Risk Assessment
Risk analysis for deployment context
RA-03dim: 50
Dual-Use & Misuse Risk
Dangerous capability awareness
RA-07dim: 50
Incident History & Track Record
Past incidents and response quality
EE-04dim: 55
Vulnerability Disclosure Program
Bug bounty or CVE reporting process
Incident History
Andon Labs incident records sourced from AIAAIC Repository and public reporting.
Integration: AIAAIC, OECD AI Incidents Monitor
Third-Party Audits
External audit reports, SOC 2 attestations, and ISO certifications verified where published.
Sources: Company filings, registry lookups
CVE & Disclosures
Known vulnerabilities and security advisories from NVD, GitHub Security Advisories, and vendor pages.
Sources: NVD, GHSA, vendor disclosure pages

Dimension Breakdown

GM
Governance Maturitymedium
Published policies, corporate structure, safety mandate, whistleblowing, executive commitment.
45
1 evidence items
GM-01
TS
Technical Safetymedium
Benchmarks, adversarial robustness, fine-tuning safety, watermarking, model cards, research output.
55
2 evidence items
TS-02TS-06
RA
Risk Assessmentlow
Dangerous capability evaluations, thresholds, external testing, bug bounty, halt conditions.
50
1 evidence items
RA-01
RR
Regulatory Readinesslow
ISO 42001, EU AI Act compliance, GPAI obligations, international commitments, incident reporting.
20
EE
External Engagementmedium
Survey participation, research support, transparency, behavior specs, open-source contributions.
55
1 evidence items
EE-02

Social Impact & Safety Profile

Emerging

Andon Labs works on safety evaluation for autonomous AI agents, an area with significant social impact potential. Their work addresses risks from agentic AI systems. However, as an early-stage company, formal social impact policies and external verification are not yet in place.

agent safetyautonomous systems
Why it matters for safety

Responsible scaling policies are only as good as their implementation. Andon builds the infrastructure that turns safety commitments from documents into enforceable engineering practices.

Civilizational Risk Awareness

2/3

Implicit catastrophic risk awareness through focus on responsible scaling infrastructure. The work only makes sense if one accepts that uncontrolled scaling poses significant risks.

Responsible Scaling Policy

None

No RSP of its own. As a tooling company for RSP implementation, the company is uniquely positioned to adopt one. The equivalent question: does Andon dogfood its own responsible scaling tooling?

Mission Drift Protection

1/3
  • Mission focused on responsible scaling
  • Halcyon portfolio alignment
  • No PBC status
  • No structural governance mechanisms
  • Early stage - mission alignment untested under commercial pressure

Vulnerability Disclosure

None

No CVD programme. Relevant vulnerabilities: failures in scaling policy enforcement tooling that give false confidence about safety threshold compliance.

Safety Reporting

- None

No structured safety reporting. Early stage. For a responsible scaling infrastructure company, publishing data on scaling policy implementation challenges would be valuable.

Dual-Use Risk

Not applicable - this company does not develop dual-use AI systems.

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