01
AI & agentic systems
Assistants, voice and autonomous agents, predictive analytics, machine vision, and retrieval over a company's own knowledge. Frontier and self-hosted open models.
AI-native engineering & venture group
UCS brings together specialist teams across software, AI, data, and industrial automation. We help enterprises and product companies build, modernize, and operate technology with AI in the work itself, and we co-build ventures with partners who bring capital and deal-flow.
Capabilities
From frontier-model AI down to robotics on a factory floor, the work is delivered by teams who build for production and stay to run it.
01
Assistants, voice and autonomous agents, predictive analytics, machine vision, and retrieval over a company's own knowledge. Frontier and self-hosted open models.
02
Robotics integration, machine vision for inspection and quality, IIoT and smart-factory systems, and embedded voice and sensing devices. Real-world AI, not just software.
03
Data engineering, warehousing, embedded analytics, and decision dashboards that turn fragmented operational data into something leadership can act on.
04
Full-stack web and mobile, cloud-native builds, MVP foundations made to scale, and modernization of legacy systems. We own outcomes, not just features.
05
Fractional CTO and engineering leadership for teams that need senior technical direction, architecture, and security without a full-time hire.
06
Proactive monitoring, help desk, cloud management, and SLA-driven support so the systems we build keep running.
Where we are most relevant
01
Robotics integration, machine vision on production lines, IIoT and smart-factory systems, and ERP for manufacturing. We work on the floor, not just in software.
02
Industrial automation, operational dashboards, and predictive analytics across petrochemicals, renewables, metals, and cement.
03
Clinical and patient-management platforms, healthcare workflow automation, and document-heavy compliance. Digital health and operations, precisely scoped.
Selected work
Client names are held back by design. We describe the type of organization and the work, and go deeper under NDA.
Automotive / industrial
FMCG manufacturer
A camera-fed vision model and a robotic arm that remove defective product in real time, cutting complaints and penalties.
Edge / hardware
Venue & physical-space operations
Computer vision that counts people in dense scenes, giving real-time occupancy and crowd analytics at the edge.
Health technology
Healthcare provider network
A clinical and patient-management platform with video consultation, e-prescription, and digital records, on national health standards.
Data & intelligence
Consumer-goods manufacturer
Unified dashboards across ERP, line sensors, and warehouse systems, with real-time alerts and measurable annual savings.
AI & agents
Global communications provider
An assistant over the company knowledge base and CRM that lowered wait times, ticket volume, and missed SLAs.
AI & retrieval
Education-technology firm
Speech-to-text and retrieval over live-class recordings, self-hosted with the firm's own inference endpoints.
This is a selection. We also build and operate our own products across health, fintech, document workflows, and access platforms, and co-build ventures with partners.
How we engage
We do not sell hours or headcount. We adapt the model to the engagement, and most relationships start with one well-scoped problem.
BUILD · 0 → 1
Often a fixed-scope, fixed-price pilot on one high-value workflow. You see a working system and real results before committing to more.
SCALE · 1 → 10
Architecture scaling, performance and observability, security hardening, and compliance readiness as usage and the team grow.
EVOLVE · 10 → N
Legacy modernization, multi-tenant architecture, and safe migrations with no "big bang" rewrites. Capability Centers for enterprises building long-term capacity.
Let's talk
A process that is too manual, data nobody can see into, a legacy system holding things back, hardware that needs intelligence, or a venture that needs a build-and-capital partner. Point us at it, and we will come back with something concrete.
hello@ucs360.com