Use Case Library

Discover how wealth managers, family offices, and platforms use Sentinel to automate operations, deepen client relationships, and ensure compliance.

Use Cases

#	Use Case	Primary Users	Key Capability
1	Portfolio Review Automation	RMs, Family Offices	Portfolio Intelligence
2	Client Onboarding at Scale	Ops, Compliance	Document Intelligence
3	Family Office Consolidation	CIOs, RMs	Asset Class Understanding
4	Compliance Monitoring	Compliance, Risk	Portfolio Intelligence
5	Advisor Copilot	RMs	Digital Advisor
6	Support Ops Triage	Support, Ops	Service Manager
7	B2B2C Platform Embedding	Partners, Engineers	Service Manager
8	Market Research Synthesis	Research, RMs	Wealth Understanding

Use case categorisation by persona

Sentinel’s value proposition varies by role, but the common thread is the liberation of skilled professionals from low-value, repetitive tasks so they can focus on judgment, relationships, and strategy.

Relationship Manager

Relationship Managers are the frontline of client trust. Their time is the firm’s scarcest resource. Sentinel amplifies their capacity and sharpens their preparation.

Portfolio Review Automation: Generate comprehensive, personalised portfolio review documents in minutes rather than hours. Include performance attribution, risk analysis, and forward-looking commentary tailored to each client’s stated objectives and risk appetite.
Advisor Copilot: Access real-time answers to client questions during meetings, draft follow-up emails with accurate portfolio context, and receive proactive alerts on client-specific events such as concentration risks or maturity dates.
Market Research Synthesis: Distill lengthy research reports, macro outlooks, and analyst notes into concise, client-ready briefings. Maintain source attribution and confidence scoring for every insight shared.

Operations

Operations teams bear the burden of scale. As client volumes grow, manual processes become bottlenecks and error sources. Sentinel introduces automation without sacrificing control.

Client Onboarding at Scale: Extract, validate, and route KYC documents, bank statements, and risk profiles automatically. Reduce onboarding turnaround from days to hours while improving data accuracy and compliance completeness.
Support Ops Triage: Classify, prioritise, and route incoming client service requests using natural language understanding. Surface relevant account context to support agents before they engage, reducing average handle time and improving first-contact resolution rates.

Family Office / CIO

Family offices and chief investment officers manage complexity that defies traditional tooling. Multi-asset, multi-jurisdiction, multi-generational portfolios require a new class of intelligence.

Family Office Consolidation: Unify visibility across equities, fixed income, real estate, private equity, offshore structures, and alternative investments. Generate consolidated reports that were previously impossible to produce without weeks of manual compilation.
Portfolio Review Automation: Produce institutional-grade review materials for investment committees and family principals, including benchmark-relative performance, liquidity analysis, and intergenerational risk alignment.

Compliance / Risk

Compliance is not merely a cost of doing business — it is a competitive differentiator when executed with precision and speed. Sentinel transforms compliance from reactive box-checking to proactive risk management.

Compliance Monitoring: Continuously scan portfolios for regulatory breaches, concentration limits, suitability violations, and mandate drift. Generate audit-ready exception reports with recommended remediation actions.
Client Onboarding at Scale: Ensure every onboarding file meets regulatory completeness standards before submission. Flag missing documents, inconsistent data, and expired certifications automatically.

Platform Partner

Platform partners embed Sentinel capabilities into their own products, creating differentiated offerings for their end clients without building AI infrastructure from scratch.

B2B2C Platform Embedding: Integrate document intelligence, portfolio analytics, and conversational AI into your platform via APIs and SDKs. Maintain full control over user experience while leveraging Sentinel’s domain-trained models.
Support Ops Triage: White-label Sentinel’s service management capabilities to offer intelligent support automation to your downstream clients, reducing their operational burden and improving their end-user satisfaction.

ROI framework

Quantifying the return on investment from AI deployment requires a structured framework that captures both tangible efficiencies and strategic value creation. Our ROI model is organised around four value levers.

Value Lever	Metric Category	Typical Impact	Measurement Approach
Labour Efficiency	Hours saved per RM per month	40–70 hours	Time-motion studies, pre/post task duration
Error Reduction	Accuracy improvement, rework reduction	30–50% fewer errors	Exception rates, client complaint analysis
Revenue Uplift	Client retention, wallet share, review frequency	10–20% retention improvement	Cohort analysis, AUM growth attribution
Risk Mitigation	Compliance breach reduction, audit findings	60–80% faster issue detection	Exception report volumes, regulatory findings

Labour Efficiency is typically the fastest ROI component to realise. Automating portfolio reviews, document processing, and research synthesis frees skilled professionals for higher-value activities. Most partners recover their implementation investment within the first two quarters through efficiency gains alone.

Error Reduction delivers compounding returns. In wealth management, a single data error in a client report can erode trust that took years to build. AI-driven accuracy improvements protect relationship equity and reduce the hidden costs of rework, apologies, and client remediation.

Revenue Uplift emerges over a longer horizon. Advisors with more time and better preparation deliver superior client experiences, which translate into higher retention, deeper wallet share, and more frequent engagement. Our case studies consistently show a positive correlation between AI adoption and client satisfaction scores.

Risk Mitigation is the most undervalued component until a compliance event occurs. Proactive monitoring, complete audit trails, and automated exception detection reduce the probability and severity of regulatory breaches, protecting both financial capital and reputational capital.

Implementation timeline template

While every deployment is unique, the following template provides a representative timeline for a mid-sized wealth management firm adopting three core use cases: Portfolio Review Automation, Client Onboarding at Scale, and Advisor Copilot.

Week	Activity	Owner	Deliverable
1	Kickoff, data discovery, stakeholder alignment	Sentinel + Firm leadership	Project charter, data inventory
2	Environment provisioning, SSO integration	Sentinel engineering	Live dev tenant, authenticated access
3	Document template configuration, data connector setup	Firm ops + Sentinel PM	Configured extraction templates
4	User acceptance testing, feedback iteration	Firm RMs + ops	UAT sign-off, feedback log
5	Training delivery, runbook finalisation	Sentinel CS + Firm L&D	Trained user cohort, v1.0 runbook
6	Phased go-live ( pilot cohort of 10 RMs )	Firm leadership + Sentinel support	Hypercare dashboard, daily standups
7–8	Expansion to full user base, optimisation	Firm ops + Sentinel PM	Full deployment, optimisation backlog
9–12	Steady-state operations, QBR preparation	Sentinel CSM	Quarterly business review, ROI assessment

Complex deployments — such as family office consolidation across multiple jurisdictions or B2B2C platform embedding — may extend this timeline by 4–8 weeks to accommodate custom integration work and regulatory approval cycles.

Success metrics

Measuring the impact of AI deployment requires a balanced scorecard that spans efficiency, quality, engagement, and compliance. We recommend tracking the following metrics from day one of implementation.

Efficiency Metrics

Documents processed per hour: Track the throughput of document intelligence workflows compared to manual baselines.
Portfolio review generation time: Measure end-to-end time from data availability to client-ready report.
Advisor preparation time: Survey RMs on time spent preparing for client meetings before and after Sentinel adoption.

Quality Metrics

Extraction accuracy rate: Percentage of fields correctly extracted without human correction.
Client report error rate: Frequency of corrections, re-issues, or client complaints related to report accuracy.
Compliance exception detection rate: Number of issues flagged proactively versus discovered during audits or client escalations.

Engagement Metrics

Client meeting frequency: Average number of structured touchpoints per client per quarter.
Client satisfaction score ( NPS / CSAT ): Track trend lines following AI deployment.
Advisor adoption rate: Daily or weekly active users as a percentage of licensed seats.

Compliance Metrics

Onboarding completion time: End-to-end duration from client expression of interest to account activation.
Regulatory finding reduction: Year-over-year trend in audit exceptions and regulatory observations.
Audit trail completeness: Percentage of AI-generated outputs with full attribution, versioning, and approval chains.

Partners who rigorously measure these metrics typically report a 3–5x return on their Sentinel investment within the first twelve months of deployment.

By Persona

Relationship Manager

Portfolio Review Automation
Advisor Copilot
Market Research Synthesis

Operations

Client Onboarding at Scale
Support Ops Triage

Family Office / CIO

Family Office Consolidation
Portfolio Review Automation

Compliance / Risk

Compliance Monitoring
Client Onboarding at Scale

Platform Partner

B2B2C Platform Embedding
Support Ops Triage

By Capability

Document Intelligence: Client Onboarding at Scale
Wealth Understanding: Market Research Synthesis
Asset Class Understanding: Family Office Consolidation
Portfolio Intelligence: Portfolio Review Automation, Compliance Monitoring
Digital Advisor: Advisor Copilot
Service Manager: Support Ops Triage, B2B2C Platform Embedding