APPLICATION / 01
Build the business software
Role-based web applications, customer and staff portals, workflow tools, administration, notifications, documents, and reporting.
UX · permissions · workflow · server-side servicesPrivate business systems · data and AI under your control
Own the system.
Keep the data.
We build complete business applications, data platforms, integrations, and private AI services that run on infrastructure you control. They connect to the software your organization already uses—and to cameras, sensors, or machines when the workflow needs them.
- Your softwareBuilt around your roles, processes, and existing systems
- Your dataStored, governed, analyzed, and exported under your rules
- Your operationDeployed with a clear administration, support, and recovery path
Existing systemsData & operationsDatabases · APIs · files · ERP / CRM
Controlled server platformBusiness software + AIWeb app · workflows · analytics · models
People & channelsTeams & customersPortals · dashboards · reports · automation
WEB / MOBILEDATABASESAPIs / EVENTSEDGE / DEVICES
APPLICATIONFULL SYSTEM
DATACLIENT OWNED
AIPRIVATE
OPERATIONSCONTROLLED
APPFull business software
Workflows, portals, administration, reporting, and automation.
DATAData sovereignty
Know where business data lives, how it is used, and how it leaves.
LINKExisting-system integration
Connect databases, APIs, files, identity, ERP, CRM, and equipment.
RUNControlled operation
Documented deployment, monitoring, updates, exports, and recovery.
From business process to working system
We build the application around the whole operation.
The model is only one component. We develop the user experience, server-side logic, data platform, integrations, permissions, reporting, deployment, and support needed for the business to rely on it.
DATA / 02
Connect data and existing systems
Transactional databases, analytics stores, APIs, files, events, ERP, CRM, identity, and—where needed—cameras or machines.
Integration · migration · quality · governed exportsINTELLIGENCE / 03
Add private AI and automation
Search, document processing, forecasting, vision, language workflows, rules, and custom models become controlled parts of the application.
Private inference · structured results · human authorityOPERATIONS / 04
Deploy and run the complete system
Private servers, containers, databases, queues, backups, health checks, signed releases, update windows, and rollback keep it supportable.
Infrastructure · observability · recovery · approved changeSystems in use
Business applications for teams, clients, properties, salons, and fleets.
These are not model demonstrations. Each solution joins software, operational data, integrations, private infrastructure, and—when useful—physical devices into an ongoing way to run the work.
Explore the full portfolioPrivate system in operation
Pyra
One local control layer for property systems, devices, services, and daily routines.
Pyra connects dashboards, touch terminals, automation services, sensors, and local AI on equipment operated at the property. Owners get one practical view of the site while configuration, history, and control remain local.
Operational fitProperty and household operators who need dependable, site-specific control across services and physical devices.
Live solar-hosted application
QRegent
Change live QR destinations, manage business identities, and keep useful scan data under control.
QRegent lets businesses change destinations without reprinting, share professional digital identities, coordinate teams, and choose between tracked and privacy-focused delivery. A ClickHouse-backed analytics engine turns selected scan data into practical reports and exports.
Operational fitBusinesses and teams managing changing links, professional identities, campaigns, scan analytics, and branded QR workflows.
Practitioner solution in use
TrichoEdge
A camera, touch terminal, local AI appliance, and private reports in one salon workflow.
Developed with professional trichologists and hair salons, TrichoEdge guides real salon and practitioner workflows from USB microscope capture to local processing and private report viewing. Sensitive images and case history stay close to the practice.
Operational fitProfessional trichologists and hair salons seeking a private, structured imaging and consultation-support workflow.
Field solution in use
Grassland
Record routes, coverage, observations, and work on the phone—even without a signal.
Grassland is used by private fleets, multi-property contractors, and property owners to coordinate field work, record activity, and review coverage. Records remain available on the phone, can be exported by the user, and do not depend on continuous connectivity.
Operational fitPrivate fleets, multi-property contractors, and property owners coordinating recurring outdoor work.
Deployment choices
Run the business system where ownership and operations require it.
The same engineering practice covers full server applications, integrations with existing enterprise software, private AI services, isolated workstations, and edge or field installations.
A complete application on controlled servers.
Staff and customer workflows, administration, databases, analytics, background jobs, and reports run as one supported business system.
A new capability inside the existing stack.
APIs, databases, files, events, identity, ERP, and CRM connect the application to the systems and controls the organization already uses.
Shared intelligence without a forced public endpoint.
Approved applications call models and automation on a client server or private platform while data access and model versions remain controlled.
Software that reaches equipment and remote work.
Local appliances, workstations, cameras, sensors, terminals, and energy-aware field nodes extend the wider business system into physical operations.
What we build
Business software, data, AI, infrastructure, and integrations together.
We take responsibility across the pieces that usually fall between suppliers: application engineering, data platforms, existing-system integration, private AI, server operations, edge connections, and lifecycle support.
See the complete build scopeBusiness applications & workflow systems
We design and build full business systems for teams, customers, administrators, and operations: web applications, portals, workflow tools, reporting, permissions, and the server-side services behind them. AI is integrated where useful rather than made the centre of every screen.
Data platforms, analytics & integrations
We connect databases, files, APIs, events, ERP and CRM systems, analytics stores, and reporting pipelines into one governed data path. The result supports daily work, management information, automation, and future model development without surrendering ownership.
Private AI, automation & custom models
We add private search, document processing, decision support, vision, forecasting, language workflows, and automation to the business system. When generic models are not enough, we prepare owned datasets and adapt compact models to the domain.
Private servers, on-premises & edge inference
We deploy business services and model inference to client servers, private networks, dedicated appliances, workstations, or field gateways. Internet access can be normal, outbound-only, intermittent, or absent according to the operating policy.
Business applications
Portals, workflow, administration, reporting, and server-side services.
Data & intelligence
Databases, analytics, integrations, rules, ML, and private models.
Infrastructure & edge
Private servers, local appliances, terminals, cameras, sensors, and machines.
Energy autonomy in practice
We run the independent infrastructure we recommend.
Our own solar-powered, battery-backed infrastructure supports DGX-class model training and fine-tuning, private hosting and inference, product services including this website, and low-power edge devices. The lessons come from operating it, not from a slide deck.
See resilient infrastructure workTrain owned modelsRun private servicesHost live productsPower remote devices
How we deliver
Start with one business process. Build the system around it.
We map users, information, decisions, existing software, ownership rules, and infrastructure; build one useful working slice; test it with the business; then deploy it through a controlled release path.
- 01Map the real workflow
We follow the work with the people who perform it: applications, screens, business rules, hand-offs, interruptions, decisions, data, documents, and any equipment involved.
- 02Set the ownership and data rules
Together we decide what data is needed, where it may travel, who can access it, what must be exported, and whether rules, classical methods, compact AI, or a combination fits best.
- 03Build one useful working slice
We connect existing software, representative data, and any required hardware; build the user and administration flows; establish a baseline; and add models only where they improve the result.
- 04Install and connect it
We prepare the target servers and runtime, connect existing services and any devices, package the release, and activate it in the selected hosted, on-premises, isolated, or field environment.
- 05Keep control after launch
We monitor technical health without collecting customer content, manage signed updates, review user feedback, and improve models or workflows through an explicit client-approved path.
CONTROL REGISTERBUSINESS SYSTEM
APPLICATIONClient-controlled platformOWNED
DATA LOCATIONApproved infrastructureEXPLICIT
RETENTIONClient policyOWNED
MODEL RUNTIMEPrivate server or appliancePRIVATE
INTEGRATIONSDocumented interfacesPORTABLE
OPERATIONSUpdates and recoveryCONTROLLED
Privacy, autonomy & data sovereignty
Your operational data should not become someone else’s dependency.
We make location, access, retention, model use, integrations, updates, and export explicit. Local processing keeps the primary data path under client control; documented interfaces and recovery paths preserve practical independence over time.
- Client-controlled storage
- Purpose-limited data paths
- Local model execution
- Optional connectivity
- Documented export and recovery
Field notes
How private AI gets built and kept running.
Our articles explain compact-model adaptation, accelerator deployment, dependable data contracts, private phone reports, and energy-aware field systems in practical terms.
Read all field notesFine-tuning compact multimodal Qwen models on DGX-class systems
How to adapt a compact vision-and-language model to a private workflow without losing reproducibility, evaluation quality, or deployment focus.
Read the insightFrom model checkpoint to AXERA edge accelerator deployment
What it takes to move a selected model from development hardware into a dependable, supportable application on an AXERA edge accelerator.
Read the insightStructured model-output contracts for dependable AI integration
How a clear, versioned output contract makes model behaviour easier to integrate, test, support, and explain to operators.
Read the insightDiscuss your workflow
Show us the business process you want to improve.
Bring the users, screens, data, integrations, rules, infrastructure, and any physical equipment involved. We will identify the smallest useful system, where it should run, and what must remain under your control.