Services for trustworthy neural networks
Launch AI that people can rely on. We combine rigorous evaluation with human-centered design so your models earn confidence from day one. From fairness and robustness audits to explainability UX and safety guardrails, our services turn complex research into practical workflows and clear product choices. Each engagement ends with actionable artifacts: scorecards, UX patterns, and operating runbooks that scale across teams and releases.
Trust audit
End-to-end evaluation across calibration, drift, and subgroup fairness. Receive a clear scorecard and prioritized mitigations.
Data & bias review
Dataset lineage, representativeness, and leakage checks with recommendations for targeted collection and rebalancing.
Explainability UX
Design patterns that surface confidence, rationale, and recourse so users can understand and challenge outputs.
Safety & guardrails
Policy constraints, incident playbooks, and human-in-the-loop escalation paths for high-impact actions.
Monitoring & telemetry
Post-launch dashboards for drift, performance, and user feedback with alerting tied to business thresholds.
Compliance & docs
Model cards, data statements, and change logs aligned with internal governance and external standards.
Our process, built for confidence
Every project follows a structured path so decisions are traceable and outcomes are measurable. We start with discovery to identify user expectations and risk. We then run audits to test reliability and fairness under realistic conditions. Finally, we implement UX patterns and operational guardrails, and set up monitoring tied to thresholds that matter to your product and customers.
Outcomes you can measure
You leave with concrete improvements and transparent documentation. Typical results include better calibration, reduced false positives for sensitive groups, and interfaces that make model behavior predictable. We tailor KPIs to your product, such as successful appeals, reduced manual escalations, or time-to-resolution for incidents. Governance artifacts ensure continuity across teams and audits.
