Our services

Four complementary capabilities, designed to work together. Build once, sustain forever.

Data Foundations

The backbone of every reliable operation. We design warehouse and lakehouse architecture, engineer stable pipelines, define source-of-truth data models, and implement practical quality checks that actually catch problems.

Who it helps

Finance teams drowning in spreadsheet reconciliation. Operations teams struggling with data freshness and accuracy. Any team that needs to trust their numbers.

Deliverables

  • • Modeled warehouse or lakehouse
  • • Documented data definitions and lineage
  • • Automated quality rules and monitoring
  • • Practical runbooks your team can use
Let's talk about your data

How we engage

  1. 1. Discovery: Map your current data environment and decision flows
  2. 2. Design: Propose architecture that fits your stack and team
  3. 3. Build: Implement pipelines, models, and quality checks
  4. 4. Train: Ensure your team can own and maintain it

How we engage

  1. 1. Interview: Learn what decisions matter and how they're made today
  2. 2. Define: Write metric definitions with clear ownership
  3. 3. Build: Create dashboards, reports, and alerting
  4. 4. Adopt: Work with teams to make it part of their rhythm

Operational Analytics

Data is only useful when it changes decisions. We design reporting, metric definitions, and monitoring that actually gets used. Decision-ready, not report-heavy.

Who it helps

Executive teams frustrated by slow insight delivery. Operations managers who need real-time visibility. Teams stuck in manual reporting cycles.

Deliverables

  • • Metric definitions with clear ownership
  • • Executive dashboards and operational reports
  • • Anomaly detection and alerting
  • • Self-service data access for cross-functional teams

AI Workflow Automation

AI as a tool, not a replacement. We design human-in-the-loop automation that handles routine triage, classification, and drafting—while keeping your team in control and accountable.

Who it helps

Customer service teams handling repetitive tickets. Finance teams processing invoices. Operations teams managing exceptions. Any team doing work that feels routine but still requires judgment.

Deliverables

  • • Document classification and routing
  • • AI-assisted drafting with human review
  • • Triage and exception handling workflows
  • • Complete audit trail and fallback paths
Explore automation potential

How we engage

  1. 1. Scope: Identify high-impact, high-volume repetitive work
  2. 2. Design: Plan the workflow with human review built in
  3. 3. Build: Implement AI assistants, wiring, and monitoring
  4. 4. Refine: Test with real users and iterate based on feedback

How we engage

  1. 1. Assess: Review current automation and identify risks
  2. 2. Implement: Add monitoring, logging, and control mechanisms
  3. 3. Test: Validate behavior under edge cases and failures
  4. 4. Sustain: Provide ongoing monitoring and optimization

Automation Reliability

Automation is only valuable if it's trustworthy. We add monitoring, audit trails, access controls, and fallback mechanisms that keep your automations dependable and governable.

Who it helps

Teams concerned about AI reliability. Compliance-heavy industries needing audit trails. Organizations learning from automation failures.

Deliverables

  • • Real-time monitoring and alerting
  • • Complete audit trails and decision logs
  • • Access controls and approval workflows
  • • Manual fallback paths and runbooks

What we don't do

Mosaic Relay Labs does not sell unchecked automation or "magic AI." We build accountable systems with clear owners and measurable operating value.

If a vendor promises to automate away all your operational complexity with a single tool, that vendor is not being honest. We are.

Our commitment

  • ✓ Transparent about tradeoffs
  • ✓ Systems your team can own
  • ✓ Measurable outcomes tied to real work
  • ✓ Long-term sustainability over quick wins

Ready to talk?

Let's discuss which services align with your challenges and opportunities. No pitch decks, just honest conversation about what's possible.

Book a working session