FAIRA I — GOVERNANCE & COMPLIANCE

Trust the decisions your AI makes.

Bias, explainability, audit trails—built in.

Continuous risk scoring and model explainability for regulated markets—finance, healthcare, and public sector.

Continuous Risk Scoring

Automate model risk scoring across datasets, prompts, and segments. Track fairness, toxicity, and compliance KPIs with thresholds and alerts.

AI Agents

Risk ScorersSegment AnalyzersAlert Agents

Tech Stack

Pythondbt/SQLOpenTelemetryGrafanaAirflow

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Explainability Reports

Generate human-readable explanations (SHAP/LIME) for predictions and summarizations. Package evidence, excerpts, and feature weights for audit review.

AI Agents

SHAP ExplainersCitation AgentsSummary Writers

Tech Stack

SHAPPandasElasticsearchS3

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Audit Trails & Lineage

Immutable logs for prompts, policies, data slices, and model versions. Full lineage from data to deployment with replay for internal/external audits.

AI Agents

Audit LoggersLineage Trackers

Tech Stack

Object LockKafkaLakehouseOpenTelemetry

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Policy Guardrails & PII

Enforce organization and regulator policies at runtime: redaction, PII masking, jailbreak defense, and role-based access for sensitive workflows.

AI Agents

Guardrail AgentsPolicy CheckersPII Redactors

Tech Stack

Nemo GuardrailsKMS/SecretsLangChainRedis

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Monitoring & Drift Detection

Detect quality drift, data skew, and prompt regressions. Compare baselines across releases and auto-roll back when risk exceeds tolerance.

AI Agents

Drift DetectorsCanary Evaluators

Tech Stack

ElasticsearchPrometheusGrafanaFeature Store

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Red Teaming & Safety Eval

Scenario libraries for abuse, bias, and jailbreaks. Scheduled red-team runs produce dashboards and tickets with reproducible cases.

AI Agents

Attack GeneratorsSafety ScorersTicket Bots

Tech Stack

LangGraphTest HarnessCI/CD

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Get In Touch

Feel free to contact us. Submit your queries here and we will get back to you as soon as possible.

(+44) 0800 0487 296
contact@microcorem.io
Spaces Liverpool Street Station,
35 New Broad Street,
London EC2M 1NH, United Kingdom

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