Use Cases

Real systems. Real workflows. Tangible outcomes.

A representative sample of operational AI systems I design and ship across sectors. Each one targets a recurring bottleneck — not a side experiment.

Legal & Compliance

Contract triage copilot

Reviews incoming agreements, flags clauses that diverge from the firm's playbook and prepares a first-pass redline for a human reviewer. Citations preserved, audit trail intact.

Reduces repetitive first-pass review work
Procurement

BUY / WAIT / AVOID engine for vendors

Combines pricing, supplier risk and internal demand signals into a recurring recommendation per category, with rationale and a confidence indicator.

Supports faster, more consistent sourcing decisions
Operations

Inbox-to-CRM automation

Classifies inbound email, extracts structured data, updates the CRM and only routes to a person when human judgment is genuinely required.

Frees operations time for higher-value work
Foundations & NGOs

Knowledge and case-file assistant

A private copilot grounded in internal manuals and historical files. Answers with citations, helps draft responses, and keeps data inside your environment.

Helps small teams handle larger caseloads
Professional services

Proposal and pricing assistant

From discovery notes to a structured proposal with consistent pricing logic. Versioned, auditable, integrated with the CRM.

Shortens proposal turnaround meaningfully
Executive

Weekly decision brief

An automated intelligence loop: pulls signals from internal tools and external sources, synthesizes a one-page brief with clear BUY / WAIT / AVOID calls.

One concise brief, focused decisions, every week

Recognise your bottleneck on this list?

Each one follows the same delivery approach — see the three-step process for how engagements are scoped and shipped.