Explainable AI
Transparent AI you can audit, govern, and defend — for regulated and high-stakes environments.
GBCORP Explainable AI — engagements for organisations where opaque model output is unacceptable. Model interpretability, decision audit trails, bias monitoring, and regulator-ready documentation built into the deployment.
- Per-decision audit trail
- Interpretable by design, not bolted on
- Bias monitoring + drift detection
- Regulator-ready documentation
Key advantages
Interpretability by design
Model architecture chosen for the explainability requirement, not just accuracy. Glass-box models where possible; SHAP/LIME/attention-based explanations where black-box is required.
Per-decision audit trail
Every model decision logged with inputs, version, confidence, and explanation. Searchable, queryable, retainable for the duration your regulator requires.
Bias monitoring & fairness
Continuous fairness metrics across protected attributes. Drift detection on both performance and bias. Alerts when models behave differently across population segments.
Governance documentation
Model cards, data cards, risk assessments. The artefacts your compliance team and external auditors actually need — not engineering-only documentation.
Override & human-in-the-loop
Designed-in human review and override paths for high-stakes decisions. Workflow integration so reviewers see the same explanation the system used.
Engagement details
| Engagement type | Architecture / Build / Audit / Operations |
|---|---|
| Team | ML engineers, governance specialists, compliance liaisons |
| Interpretability | Glass-box first; SHAP/LIME/attention as needed |
| Documentation | Model cards, data cards, decision logs |
| Compliance | EU AI Act, NIST AI RMF, sectoral regs (HIPAA, FCRA, etc.) |
| Audit retention | Configurable to regulator requirements |
| Drift monitoring | Performance + fairness metrics, alerts |
| Typical duration | 10–18 weeks for first deployment |
| Pricing | From $16,000 |
Applications
- Credit decisioning and lending
- Healthcare diagnostics support
- Insurance underwriting and claims
- Hiring and HR decisions
- Public-sector benefit determinations
- Regulated content moderation
Why GBCORP
- Built for regulators, not just engineers
- Honest about interpretability trade-offs
- Compliance + ML in one engagement
- Defensible audit trails from day one
- Aligned with EU AI Act, NIST AI RMF, sectoral regs
Ideal for
- Heads of AI in regulated industries
- Compliance and legal teams scoping AI risk
- CFOs / CROs accountable for model decisions
- Public-sector technology leaders
Request a custom quote
Every project is custom-engineered. Tell us about your application and a GBCORP Performance Consultant will respond with a tailored proposal — typically within one business day.
Read before you buy
From the GBCORP Blog, written for buyers comparing their options.
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Beyond Explainable AI — our IT Services team works across discovery, architecture, build, deployment, and ongoing engineering.
Contact GBCORPOr write to us at [email protected]
