Case studies

Proof with numbers.

Every study carries the engagement period, the metrics we can stand behind, and the work that remained. Where a number was not independently measured, we say so.

Case study · 8 weeks, June to August 2026

Stalled to UAT-ready in eight weeks

Client: Gulf-region luxury property developer Delivered with Proplens Role: External engineering team brought in to stabilise an existing AI sales assistant and prepare it for UAT

A built-but-unreliable AI sales assistant. Errors, failed lookups, and broken conversations kept it from being trusted in day-to-day sales work.

8 weeks from stalled to UAT-ready

-4,100 net lines removed while adding capability

87 commits delivered, each independently reversible

Deterministic access rules enforced in code, not left to the model

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Case study · Production deployment

Cutting complex quotation time from a day to two hours

Client: Made-to-order industrial equipment manufacturer Role: AI-assisted quotation workflow and historical retrieval system

Sales quotations for customised equipment configurations required extensive engineering precedent search and repeated disruptions.

~2 hours quote turnaround, down from ~1 day

10+ years historical quotation archives indexed

4 reps sales reps equipped with grounded drafts

100% precedent-linked and fully checkable

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