Case Studies

Work in the
world.

Selected engagements, in our clients' own terms. Some details are abstracted out of respect for clinical, operational, or contractual sensitivity — every study is reviewed and approved by the partner before publication.

Case · 01 HorusVue

Diabetic retinopathy screening at scale.

A regional health network deployed HorusVue across 14 community ophthalmology clinics for routine DR screening. The system processes ~3,200 fundus studies per month, with full clinician-reviewable provenance and a configurable referral threshold.

Outcome

Reduced specialist-review time per study by 62%; reduced false-negative rate on the referral set by 31% relative to prior workflow. Earned full clinical sign-off in eight weeks.

62%
Review time reduction
3.2k
Studies / month
Case · 02 ALEX

Curating a 40-million-record financial dataset.

A quantitative research group consolidated seven disparate market datasets into a single curated collection with full lineage and per-record provenance. ALEX handled schema harmonisation, duplicate resolution, and drift monitoring across multi-year ranges.

Outcome

Dataset construction time reduced from ~14 weeks per refresh to under three days. Downstream model performance improved meaningfully — but more importantly, the team trusts the dataset.

40M
Records consolidated
33×
Refresh-cycle speedup
Case · 03 RIVER

Multi-team ML architecture for an enterprise lab.

An applied-research lab with eighteen ML engineers adopted RIVER as the architecture-of-record for shared pipelines across four product lines. Compatibility verification caught structural errors days earlier in the cycle than the prior workflow.

Outcome

Average time-to-first-training reduced from 9 days to 1.5. Cross-team architecture review became a 20-minute meeting instead of a half-day workshop. Pipelines are now shared, branched, and reviewed as code.

Faster to first training
18
Engineers, one system
Case · 04 TIC

Real-time translation for a mixed-crew air ambulance fleet.

A regional air-ambulance operator deployed TIC across its eight-aircraft fleet to support cross-border medical evacuations. The system handles pilot-to-crew and crew-to-patient translation in five language pairs, fully offline.

Outcome

Crew-reported communication confidence improved across all surveyed cohorts. No mission cancellations attributable to translation availability in the first 14 months of deployment.

5
Language pairs live
100%
Offline operability
Engagement

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