SOFTWARE & ARTIFICIAL INTELLIGENCE
Built around your work. Ready for what’s next.
Custom applications, AI systems and connected workflows that turn complex business needs into useful digital tools.
SOFTWARE / INTELLIGENCE / INTEGRATION
EXPLORE THE POSSIBILITIESUnderstand the work. Engineer the right system.
01 / SOLUTIONS
Start with the problem.
Choose the technology with purpose.
A process outgrown by spreadsheets. Knowledge scattered across documents. Applications that don’t talk to each other. We design the software that brings those pieces together.
When off-the-shelf tools don’t fit, build around the actual workflow. We develop purpose-built applications with clear requirements, usable interfaces and a maintainable foundation.
For work like Internal operations tools, customer portals and purpose-built business applications.
Application design · Tested source code · Documentation · Ongoing development
Give AI a defined job, relevant context and clear boundaries. We build assistants and AI-powered workflows with evaluation criteria, human review and deliberate controls on what they can do.
For work like Internal knowledge assistants, support guidance and focused task automation.
Agent workflows · Model integrations · Evaluation cases · Permission boundaries
Turn a service, idea or business process into a clear web experience. We develop responsive websites and applications, from a focused company presence to data-driven tools and platforms.
For work like Business websites, interactive dashboards, community platforms and service portals.
Interface design · Responsive implementation · Accessible interactions · Content structure
Reduce repeated entry and make handoffs easier to follow. We connect steps across applications, including Microsoft 365 workflows, with approvals, exception handling and a clear path for human intervention.
For work like Document routing, structured intake, notifications and recurring reporting.
Workflow mapping · Application automations · Approval logic · Recovery guidance
Make information usable across the tools you already depend on. We design API integrations and data processes that validate inputs, reconcile differences and preserve the context behind the numbers.
For work like Application connections, historical data migration and consistent operational reporting.
API connections · Data models · Migration tooling · Validation checks
Help people find and use the information inside their documents. We combine search, structured extraction and retrieval-augmented generation (RAG) with source references and reviewable outputs.
For work like Policy search, document classification and knowledge tools built around approved content.
Document pipelines · Retrieval interfaces · Source traceability · Quality evaluation
02 / PRODUCTS & PLATFORMS
Operational products and development work.
Clearly separated. Open about the limits.
Production website
UFSL brings seasons, member statistics, historical results and editorial content into one web platform. The engineering work centers on preserving source history, validating data and controlling publication.
Historical data reconciliation, shared statistics logic and validation before publishing. The public case study contains a bounded source extract and fictional tests; the full production system remains private.
Working development baseline
A.T.L.A.S. explores a local documentation assistant using Open WebUI, Ollama and an Obsidian knowledge base. Recorded chat and retrieval checks inform the work; broader security and offline acceptance remain unfinished.
A documented integration and evaluation approach, plus a runnable synthetic evidence evaluator. The public example does not run the live assistant. Administrative automation is planned, and this is not a commercially released product.
Planned system · Development work
An AI-assisted support initiative exploring approved knowledge, ticket context and human review. The Microsoft edition is in development; a self-hosted edition is planned. Production integration and acceptance remain incomplete.
Work includes workflow design, isolated examples and testing/security documentation. Proposed ticketing and automation integrations are not presented as live. No public product or service-desk backend is offered here.
Early software prototype
A software initiative for making print-job information easier to organize. An isolated prototype summarizes fictional jobs; live printer connections, durable storage and operational reporting are planned.
The prototype is an in-memory software example, not a live printer-management platform. Physical printing and fabrication services belong to Ayotte Technologies.
A closer look at the code. Article Workflow Lab shares selected publishing utilities with focused tests and fictional examples.
View the lab (opens in a new tab)Existing web work. Practical applications of clear design and responsive development.
A distinctive web presence for an automotive business.
Opens in a new tab. LOCAL BUSINESS / WEB DESIGNA welcoming site that makes business information accessible.
Opens in a new tab.Also explore a responsive website demonstration (opens in a new tab). This is a demonstration, not a customer engagement.
03 / OUR APPROACH
Good software needs more than a working demo. We define what success means, make changes in isolation and keep acceptance separate from deployment.
Talk through your projectClarify the users, existing process, constraints and desired outcomes. Agree on requirements and how the result will be evaluated.
Map the experience, application architecture, data flows and integration boundaries. Choose technology that fits the problem and its maintenance needs.
Develop in a separate environment with reviewable changes. Keep active production systems protected while the implementation takes shape.
Exercise functionality, accessibility and failure paths. Review security and data handling, record limitations and obtain acceptance against the agreed scope.
Ayotte Industries supplies the accepted software and release guidance. Ayotte Technologies provisions the infrastructure and deploys the approved release.
APPLICATION ENGINEERING → INFRASTRUCTURE OPERATIONSMaintain application code, address defects and plan the next iteration. Keep software development and infrastructure operations coordinated, with clear ownership.
04 / ABOUT AYOTTE INDUSTRIES
Useful technology starts with understanding the problem.
Ayotte Industries is a software and artificial intelligence engineering business. We design, develop, integrate, test and maintain applications that connect people, information and the work they need to accomplish.
Our direction is practical: focused AI, well-structured software and automation that remains understandable to the people using it. New ideas are evaluated through working implementations, documented decisions and honest limits.
FOUNDER
Bringing a technical-support and systems perspective to software, AI and application development.
DISTINCT EXPERTISE. COORDINATED DELIVERY.
Ayotte Industries develops the software. Application design, code, integrations, testing and ongoing development.
Ayotte Technologies operates the infrastructure. Hardware, networks, hosting administration and deployment of accepted releases.
When a project needs both, the businesses coordinate the handoff. Start with your project; we’ll clarify the responsibilities with you.
About Ayotte Technologies (opens in a new tab)05 / START A CONVERSATION
Tell us what you’re trying to improve, who it needs to serve and where the current tools fall short.
A new application. A focused AI assistant.
A workflow ready for a better way.
Contact Michael directly about your software project. Opens your email app.