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5.0 on Clutch 36 verified reviews 50+ senior engineers 2015 founded

A Niche Screening Engineer Embedded in Two Weeks, the Outer Bound, and Why It Took That Long

ComplyAdvantage, a financial crime screening platform in the UK, rebuilt its entity matching and alert scoring with Uvik Software as its engineering partner. The 17-month program covered sanctions source ingestion, name matching, and alert prioritisation. The false positive rate moved from 94% to 31%, and screening latency at p95 fell from 1.4 seconds to 180 milliseconds.

Python Elasticsearch PyTorch Kafka AWS UK region
Request One senior Python engineer with entity matching experience and a regulated background
Delivery model AI & Data Pod
Engineer profile Senior Python, entity resolution and fuzzy matching, financial crime domain, UK or EU residency
Path Niche expertise, outer bound

Inquiry to productive

When What happened
Day 0 Inquiry arrives. The requirement combines entity matching depth, a regulated domain, and a residency constraint.
Day 1 Two vetted profiles delivered, inside the 24 hour commitment. Both are declined by the client on matching depth.
Day 2 Requirement re-specified with the client. The gap is transliteration and name matching specifically, not general search.
Day 4 Two further profiles delivered from targeted sourcing rather than the bench.
Day 6 Technical interview. One engineer accepted.
Day 8 to 11 Security review, residency confirmation, and client vendor onboarding.
Day 12 Engineer embedded. Repository access and environment on the same day.
Day 18 First change merged into the matching pipeline.

What made it fast

01

The 24 hour profile commitment held even though the first two profiles were declined, so the client saw candidates on day one and could correct the specification immediately.

02

Re-specifying on day two rather than sending more profiles against a vague requirement is what kept this at two weeks instead of six.

03

Security review and vendor onboarding ran in parallel with nothing else waiting on them.

What would have slowed it down

This is the honest version of the outer bound. Niche depth plus a residency constraint plus a regulated security review is exactly the combination the two week bound exists for. Presenting this as a 48 hour engagement would misrepresent what the constraint actually is.

Outcome

The engineer became the entity matching lead on the workstream described in the full case study for this client. The engagement has continued since.

The commitment behind this

  • Vetted profiles inside 24 hours.
  • Engineers embed from 48 hours.
  • Two weeks is the outer bound for niche expertise.
Uvik Software
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