SERVICES
From AI agents
to business systems and websites.
We design and build AI agents, business systems, websites, and data infrastructure around each company’s workflows and challenges.
Rather than starting with a fixed set of features or level of automation, we combine AI, interfaces, data integrations, notifications, access controls, and other components into a system built for real operations.
WHAT WE BUILD
The right capabilities,
combined around the work.
These are not fixed products or service packages.
We design the functions and system architecture around the workflow, objective, information, and operating environment of each project.
01 / AI Agent Development
AI agents built
around the work.
We build AI agents that work with internal documents, customer data, conversation histories, and other business information.
They can retrieve, classify, and summarize information, generate responses, analyze data, create documents, and carry out routine tasks. Depending on the requirements, an agent may provide recommendations for review or perform actions such as updating records, sending notifications, and interacting with external systems.
Examples
02 / Business System Development
The interfaces and systems
behind daily operations.
We build web applications and admin interfaces for bookings, customer management, information sharing, notifications, and status tracking—tailored to each company’s workflow.
We also design review and approval workflows, AI-assisted interfaces, permissions, activity histories, and data structures around how the work is actually carried out.
Examples
03 / Website Development
Websites designed
around purpose and audience.
We design and build corporate, international-facing, and service websites around their purpose, audience, content, and update requirements.
We also provide custom builds tailored to specific requirements, with performance, maintainability, ease of updates, and analytics in mind. Post-launch maintenance and operational support are also available.
Examples
04 / Data Integration & Analytics
Bring scattered data together
and make it usable.
We collect and organize data from internal systems, customer management platforms, email, SMS, messaging apps, websites, inquiry histories, and analytics tools so it can be used in operations and analysis.
Depending on the project, this can include data integrations, dashboards, reports, analytics agents, and measurement design using Google Tag Manager and GA4.
Examples
05 / Cloud Infrastructure
Cloud infrastructure
built around the system.
We design and build cloud architecture—primarily on AWS—for running AI agents, business systems, and websites in production.
We configure serverless compute, databases, APIs, and real-time communication around each project’s workload, use case, availability, maintainability, and operational requirements.
Technology
06 / Maintenance & Operational Support
Reliable operation
after launch.
We provide operational checks, updates, and issue resolution to help keep the AI agents, business systems, and websites we deliver reliable in day-to-day use.
As usage or operating conditions change, we can also support necessary configuration changes and operational adjustments.
Examples
EXAMPLE SYSTEMS
More than a feature—
a system ready for the work.
We combine AI agents, operational interfaces, data infrastructure, and external integrations into systems that fit within real workflows.
The following are examples of how those components can be structured.
AI Customer Support System
A single operational system can combine automated AI responses, AI-generated reply drafts, review and editing, manual messaging, customer information management, and conversation analytics.
Automated responses, review-based workflows, and direct staff handling can be combined according to the purpose and operating model.
Example Components
Internal Knowledge System
We build AI agents that search across internal documents and operational information, answer questions, surface relevant sources, summarize content, and assist with document creation.
Source references, access controls, and usage histories can be included based on the type of information and its users.
Example Components
Booking & Customer Management System
We build web systems for accepting bookings, managing customer information, tracking progress, and notifying relevant staff.
AI support for inquiries, information organization, and handoffs can be added where appropriate.
Example Components
Analytics & Reporting Platform
We collect and organize data from multiple systems and websites, then make it available through dashboards, reports, and analytics agents.
The resulting information can support operational decisions and planning.
Example Components
PROJECT SCOPE
From system design
to launch and support.
The required scope varies by project. Our work can cover workflow analysis, system design, development, implementation, maintenance, and operational support.
Workflow & Requirements Design
We clarify the existing workflow, objectives, information requirements, and processing flow, then define the functions the system requires.
AI & Backend Development
We build the AI logic, data storage, business logic, APIs, and other core components of the system.
Interfaces & Administrative Tools
We design and build interfaces for users and administrators around the real operating workflow.
Data & External Integrations
We connect internal data, CRM platforms, email, SMS, messaging apps, websites, external APIs, and other services as required.
Implementation
We configure the operating environment, connect the required data, verify the system, and prepare it for real use.
Maintenance & Operational Support
After launch, we provide maintenance and operational support to help keep the system running reliably.
The process and scope vary depending on the project.
IMPLEMENTATION OPTIONS
From a focused use case
to connected workflows.
AI for a Focused Task
Introduce an AI agent for a specific use case such as information retrieval, customer support, analysis, or document creation.
A Complete Business System
Combine an AI agent with interfaces, data management, permissions, notifications, and other components to build a complete operational system.
Automation Across Multiple Processes
Connect multiple systems and workflows so that information collection, processing, decisions, notifications, and updates operate as one coordinated flow.
TECHNOLOGY
Technology selected
around the system.
We select and combine AI, web, cloud, and integration technologies according to the system’s objectives and operating environment.
AI & Backend
Frontend
Cloud Infrastructure
Integrations
Analytics
SELECTED WORK
From development and implementation
to ongoing support and analytics.
For an automotive business, our work spans AI-assisted customer support, website development, maintenance and operations, conversation analytics, and website measurement.
Across these areas, we cover the stages required by the project, from requirements and system design through development, implementation, and ongoing support.
AI Customer Support, Website Development & Analytics
Start with the work
you want to improve.
Even when the solution has not yet been defined, we can begin with the current workflow and challenge, then determine the functions and system architecture required.
Contact Us →