CASE STUDIES

Custom software and AI systems in practice.

Explore how we have turned uncertain product ideas, manual workflows and difficult technical requirements into working products and operational systems. The projects cover custom software, AI automation, integrations, MVP development and production computer vision.

DELIVERY MODEL

Founder-led delivery

Direct access from scope through production.

PRODUCTION OWNERSHIP

Build and operate

Support and improvement beyond launch.

CLIENT FEEDBACK

5.0 on Upwork

Verified client reviews.

EXPLORE THE WORK

Find experience relevant to your problem.

Browse by business need, system type or technical capability.

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10 case studies

Eyezilla computer-vision operating view showing tracked restaurant activity and service states

EYEZILLA

Turning restaurant CCTV into live operational intelligence.

HospitalityCustom softwareComputer vision

Live across multiple UK restaurant brands and venues.

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ZapFolder feedback and AI-generated preview shown side by side

ZAPFOLDER

Building an AI-assisted review and approval platform.

Creative operationsCustom softwareAI workflows

Live B2B SaaS with sharing, versioning, approvals, billing and production AI operations.

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Pixel-only creator partnership workflow showing profile detection, OCR, human approval and verified messaging

CONFIDENTIAL PARTNERSHIP PLATFORM

Automating a mobile-only partnership workflow without an API.

Creator partnershipsAI workflow automationInternal tools

Three platform integrations with custom visual models and verified human-approved actions.

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Dagster run overview showing successful source acquisition, site partition processing and reconciliation

CONFIDENTIAL HOSPITALITY OPERATOR

Making multi-site data pipelines recoverable and easier to operate.

HospitalityIntegrationsData operations

APIs, databases, managed files and browser-only reports coordinated in one Dagster estate.

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Person completing a rehabilitation exercise with body pose landmarks overlaid

ALLIMB

Proving camera-guided rehabilitation on everyday devices.

HealthcareMVP developmentComputer vision

Working mobile PWA with live pose analysis, repetition counting and corrective feedback.

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5.0

Average rating on Upwork

Working with TW was an absolute pleasure. We hired them to build the MVP for an AI-powered Computer Vision platform and they exceeded all expectations.
Riccardo C.
GKM Tech
Verified Upwork review
GKM Tech analyst workspace reviewing goalkeeper tracking and pose evidence frame by frame

GKM TECH

Combining computer vision and expert review for goalkeeper analysis.

SportComputer visionCustom software

Customer platform, video-processing backend and specialist annotation workflow.

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Visitor interacting with a gesture-controlled kiosk while pose tracking marks the active user in the interaction zone

INTERACTIVE KIOSK

Tracking the right user for a touch-free interactive kiosk.

Retail and venuesComputer visionTechnical prototype

Three accepted milestones covering depth, pose and active-user tracking.

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Fixed-camera tennis court with calibrated geometry, player tracking and active-play retention state

TENNIS VIDEO INTELLIGENCE

Finding active play in fixed-camera tennis recordings.

SportComputer visionVideo processing

Court-aware player tracking and explainable active-play timelines.

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Gallery camera feed detecting a barrier crossing with pose joints and a protected boundary region

AURRENCY

Adapting computer vision for gallery security monitoring.

Galleries and venuesComputer visionPlatform extension

Client-specific anti-theft logic delivered through shared camera, job, scheduling and evidence infrastructure.

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Account intelligence operating system showing an n8n enrichment workflow, NocoDB company table and LinkedIn Campaign Helper console

TESTED WORKS INTERNAL SYSTEM

Building an evidence-led account intelligence workflow.

Business developmentAI workflow automationIntegrations

Sixteen coordinated workflows with a shared database and operator-controlled LinkedIn actions.

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