Solutions
From proof of readiness to enterprise control
Four connected capabilities. Start where the risk is greatest, or run them in sequence as AI moves from pilot to production to scale.
Enterprise AI Production Readiness
Prove the AI is ready before production approval.
Most AI pilots never reach enterprise value. We replace opinion with evidence.
What we do
- Instrument and inventory every AI system
- Evaluate models, agents, prompts and workflows
- Convert policy and risk appetite into measurable production gates
Outcomes
- Clear AI inventory and ownership
- Real-world evaluation against business scenarios
- Readiness score and remediation plan
- Board-ready approval evidence
Enterprise AI Assurance
Operate approved AI with continuous confidence.
Live AI must remain inside approved risk, conduct and security boundaries.
What we do
- Continuous monitoring of behaviour, drift, bias and failures
- Guardrails and policy enforcement
- Human oversight at critical decisions
- Audit-ready evidence and reporting
Outcomes
- Early detection of risk changes
- Consistent control performance
- Traceable human accountability
- Always-current assurance evidence
Regulatory Reporting Integrity
Make regulatory reporting accurate, reconciled and defensible.
We turn reporting into a controlled, evidence-backed process.
What we do
- Strengthen financial and regulatory reporting data foundations
- Reconcile GL, source systems and reporting outputs
- Detect anomalies, exceptions and data quality issues
- Ensure commentary, analysis and AI-generated insights are consistent and traceable
- Provide monitoring, lineage and evidence for Audit, Risk and regulators
Outcomes
- Reconciled, traceable reporting data
- Reliable commentary and analysis
- Visible exceptions and remediation
- Regulator-ready evidence of reporting controls
- Confidence for senior committees and accountable executives
Enterprise AI Control Platform
One enterprise view of AI risk, compliance, performance and cost.
Scale AI only after readiness and assurance are proven.
What we do
- Centralised governance and ownership
- Enterprise-wide observability
- Executive dashboards
- Cost and performance optimisation
Outcomes
- One source of truth for every AI capability
- Comparable control performance across models and agents
- Evidence-based investment decisions
- Reduced duplication, waste and underperforming AI
Data & regulatory
The capabilities trusted AI is built on
Governed, high-quality data comes before trusted AI. These disciplines stand on their own, or form the base for the four capabilities above.
Data management
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Data Strategy
An executable roadmap that ties your data to business objectives, with the controls to keep delivery on track.
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Data Governance
Clear decision rights, policies and standards for how data is accessed, managed and protected, with as little operational friction as possible.
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Data Quality
Correct, complete and consistent data, measured continuously rather than checked once.
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Data Architecture & Design
The structure, catalogues and platforms that let data move, be found and be trusted across the business.
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Data Migration
Complex migrations delivered with validation automated on both sides of the load, so nothing arrives unproven.
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Reporting & Analytics
Combining data from across the business into reporting and analysis that decision-makers can act on.
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Risk & regulatory
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BCBS 239
Risk data aggregation and risk reporting that meets the Basel Committee's principles, with the lineage to prove it.
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APRA CPG 235 Data Risk
A systematic, formalised approach to managing data risk, in line with APRA's prudential practice guide.
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Data Protection & Privacy
Getting and staying compliant with privacy regulation across the jurisdictions you operate in.
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Regulatory Compliance Assessment
A gap analysis that shows where you stand, what it will take to close the gap, and in what order.
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Financial services data
Technology partners
Built on proven platforms
We are a certified ClickHouse Service Partner. AI governance is delivered on real-time observability and analytics technology, so the evidence regulators ask for is captured as it happens.
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The real-time analytics database for AI: millisecond queries over very large volumes of production data, with long-term retention that stays affordable.
About the partnership -
LLM observability, evaluations and prompt management, now part of ClickHouse. Every AI interaction is captured as a structured trace that risk teams can review.
About the partnership
Ready to move AI into production with proof?
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