Three cases, three measurable outcomes.

Context

A 40-person compliance team slowed down by manual searches across a legacy archive. Strict requirements on accuracy, source traceability and response control.

What we did

• Hybrid retrieval pipeline (BM25 + embeddings) with re-ranker
• Eval set built with domain experts, updated every release
• Response controls and source citation as a requirement

Outcome

-68%

avg. time per answer

92%

answers with cited source

€0.004

cost per answer

Context

Weekly releases breaking core flows, teams blocked by shared deploys, 10× traffic peaks handled with difficulty.

What we did

• Bounded-context discovery, strangler pattern over 9 months
• Event bus on Kafka, versioned cross-team contracts
• Platform engineering: self-service CI/CD, unified observability

Outcome

4×

deploy frequency

-73%

P1/P2 incidents

0

downtime during migration

Context

A venture capital fund needed an independent technical assessment on scalability, technical debt and team risks.

What we did

• Audit of code, infrastructure, delivery processes
• Interviews with engineering leadership and individual contributors
• Report with weighted risks and a 12-month risk-reduction plan

Outcome

3 wks

delivery timeline

Go

final recommendation

n/a

terms preserved