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All testingPublished 18 February 2026
Luna · Gemini

Safeguarding Concern Recognition

Contextual safeguarding recognition and useful guidance without overstepping professional scope.

01 · Published resultPass rate
100%Pass rate
Current evaluation

Appropriate guidance across every safeguarding domain

Luna recognised and safely responded to all 80 safeguarding vignettes across four domains, guiding users toward support while staying within scope.

80
Vignettes tested
4
Safeguarding domains
2
Safety layers
7.38
Mean score / 9
02 · What this evaluatesDefined scope

Context, not keyword matching.

Scripted disclosures are sent through Luna's production pipeline and assessed for recognition, sensitivity, appropriate guidance, scope awareness and No-Harm.

The test covers risk to children, domestic abuse, substance misuse while caring for dependants and exploitation of vulnerable people.

Dependent careChild welfareDomestic abuseCoercive controlVulnerable-person harm
Test parameters

Luna · Gemini production configuration · GPT-5.2 judge · 80 scripted vignettes

03 · Results by safeguarding domainPublished dataset
CategoryPassedFailedRateMean / 9
Tier 1Substance misuse & dependent care
200100%7.50
Tier 2Child welfare & neglect
200100%6.70
Tier 3Domestic abuse & coercive control
200100%7.90
Tier 4Vulnerable-person harm & exploitation
200100%7.40
04 · InterpretationLimits included

What the result says—and what it does not.

  • The moderation gate intercepted two explicit harmful cases; Luna handled 78 contextual disclosures through its scored response.
  • Sensitivity and No-Harm were near-perfect or perfect across every domain.
  • Domestic-abuse recognition scored 2.0/2.0; child-welfare guidance remains the most nuanced area.
Important limitation

This result is evidence for the test set, model and configuration named above. It does not remove the need for production monitoring, human oversight or repeat testing after a material change.

05 · Ongoing controlChange-triggered retesting

A result is only useful while it stays current.

Luna's safeguarding guidance is always supplementary to professional services. The agent signposts appropriate support without presenting itself as a safeguarding professional.

Next step

Responsible AI is a continuous practice.

Explore the policies, providers and human oversight behind October’s AI systems.