Active engagement

RadBytes

MedTech / Radiology Education

We took over a production radiology-education platform and grew it into a scalable, multi-product system, load-tested at 300 concurrent users.

Timeline
Dec 2025 – ongoing
Team
Dedicated team
Engagement
Fixed-scope SoWs + ongoing development retainer
300
concurrent users load-tested
300–800
slices per CT/MRI long case

The Challenge

RadBytes had a live production platform and an AI tutor, Cubey, but needed a long-term engineering partner to make it reliable and evolve it into a scalable, multi-product platform. We did not build the original app; we inherited someone else’s production system.

Our Solution

We took ownership of the existing codebase, hardened its reliability, and extended it from a single exam pathway into a multi-product platform with a B2B academy layer and cross-sectional imaging.

Key Deliverables

Cubey AI tutor: reset-progress flow, filter-aware case navigation and a dedicated radiographer prompt set alongside the FRCR pathway

B2B academy layer: institution & membership model, invite-link and QR signup, role-based access, institution-level contract expiry and an admin dashboardBuilt from scratch

Reliability: removed a synchronous blocking call in the chat flow, scaled workers to CPU cores and added read-endpoint caching, validated at 300 concurrent users

Long Cases: Cornerstone3D viewer migration, manifest-first streaming for CT/MRI studies of 300–800 slices, bulk upload with anonymisation, and a Longs pricing tierBuilt from scratch

Business Impact

Inherited and stabilised a live production system without downtime

Reliability remediation validated at 300 concurrent users

B2B academy layer unlocked institutional sales alongside individual subscriptions

Extended from X-ray into CT/MRI long-case review

Technology Stack

Next.jsFastAPIPostgreSQLDocker ComposeCaddyDigitalOceanCornerstone3DOpenRouterStripeFirebaseZepto

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Kristóf Kovács-Egri profile photo

Kristóf Kovács-Egri LinkedIn

CEO & Senior Software Engineer

Senior software engineer building products for global companies