Case studies
Agents in production. Outcomes you can measure.
A selection of engagements across data analytics, fintech, legal services, real estate, healthcare, logistics and enterprise tech. Each one tied to a KPI, each one designed with privacy, human oversight and cost discipline from day one.
Data analytics & marketing
Marketing attribution & funnel-anomaly agents
Client: Performance marketing team, consumer SaaS
Problem
Attribution data was fragmented across five tools. Campaign QA was manual and reactive — anomalies surfaced days later.
· Anomaly detection window from days to under 15 minutes
· Campaign QA time down 70%
Fintech
KYC pre-check & compliance-aware LLM workflows
Client: Regulated financial services platform
Problem
Manual KYC document review bottlenecked onboarding. Compliance team could not keep up without sacrificing rigour.
· Average onboarding time reduced by 64%
· Compliance analyst caseload up 3x without headcount increase
Tech enterprise
Internal knowledge base agent
Client: Engineering organisation
Problem
Cross-department questions interrupted senior engineers constantly. Onboarding was slow because answers lived in Slack, Notion and Jira.
· 51% faster onboarding for new developers
· 3x faster internal support resolution time
Insurance
Contract risk scoring engine
Client: Insurance firm
Problem
Manual contract review was slow and inconsistent. Risk flags depended on which reviewer picked up the file.
· 88% reduction in manual review time
· Risk-detection consistency 3x human baseline
B2B services
Sales pipeline automation
Client: B2B services firm
Problem
Leads fell through cracks between qualification and follow-up. Reps worked warm leads inconsistently.
· 2.3x lead-to-deal conversion rate
· 80% of follow-ups fully automated
Venture capital
NDA lifecycle automation
Client: VC firm
Problem
NDAs lived across email and Drive. Renewal deadlines were missed. Manual follow-up cost partner time.
· 100% centralised NDA tracking
· 70% less manual follow-up
Real estate development
Document automation for real estate
Client: Real estate development firm
Problem
Deal due-diligence required reading hundreds of PDFs — legal clauses, deadlines, obligations — under time pressure.
· 90% reduction in manual document review
· 3x faster project proposal turnaround
Legal services
Case summaries & document generation
Client: Law firm
Problem
Associates spent days on case review and memo drafting before a matter could move forward.
· 60% time saved on document review
· 3.5x faster client response times
Healthcare
Predictive AI scheduling
Client: Healthcare clinic
Problem
No-shows cost a meaningful share of clinic revenue. Reminders were uniform, not targeted to risk.
· 34% reduction in no-show rates
· 25% increase in daily appointment efficiency
Logistics
Invoice processing automation
Client: Logistics firm
Problem
Accounts payable spent hours on manual invoice keying and purchase-order matching.
· 85% reduction in manual data entry
· 60% faster invoice processing
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