AI CONSULTING & ENGINEERING
Integrate AI into your software and business processes. Build agentic systems that take action. From technical consulting to hands-on project development, we help you design, implement, and connect the pieces.
OXOGNET OÜ · Based in Estonia. Working worldwide.
Start with the work.
Build with a clear purpose.
Your software, data, and people.
Connected through agentic architecture.
AI IN PRACTICE
Explore a few ways AI can fit into your business. These are example workflows we can shape around your systems, data, and team.
CONNECTED BUSINESS WORKFLOWS
An agent can gather context from an incoming request, prepare the next action, and coordinate the tools your team already uses.
Your team defines which actions need approval and which can run within agreed limits.
Applications → agent coordination → tools and human checkpoints.
01 / HOW WE CAN HELP
Consulting, integration, and development for the way your business works. Expert engineering support from the first technical decision to working code.
Make AI useful inside the systems your business already runs.
We integrate AI into applications, APIs, internal tools, and business processes. From working with documents to coordinating operational tasks, we build around your existing software and data.
Integration code, connected workflows, and setup and deployment documentation.
Give agents the context and tools to carry work through to completion.
We design and implement systems that plan, use tools, retain context, and coordinate multiple steps or agents. Permissions, human approvals, evaluation, and observability are part of the architecture.
A working agent system, tool integrations, and defined control and evaluation flows.
Connect our tools to your application and development workflow.
We help integrate AGEZT for agent workflows, WrongStack for AI coding orchestration, and WrongTrace for visibility into agent activity. Our open-source libraries can provide the building blocks around them.
Configured product integrations, custom connectors, and an adoption and handover plan.
Turn a business need into working software.
We support the development of AI-powered products, internal platforms, and automation systems. We can build a scoped project or work alongside your team from architecture and prototyping through integration and delivery.
Source code, a working application or feature, and delivery documentation.
Bring hands-on engineering support to your team’s next challenge.
Work directly with an expert developer on architecture, code review, debugging, or implementation. We also help teams adopt coding agents and organize planning, development, and verification with WrongStack.
Implemented changes, technical reviews, and a development workflow your team can use.
Choose a useful starting point and a realistic path forward.
We assess your workflow, data, and technical constraints, then help select the use cases, models, and architecture that fit. Consulting can be a focused assessment or the first step of a development engagement.
A prioritized use-case map, architecture brief, and implementation roadmap.
02 / HOW WE WORK
We agree the scope, define what success means, and keep decisions and progress visible throughout the work.
Understand your business goal, existing software, data, and workflow. Define the problem and agree what a useful outcome looks like.
Shared problem definitionMap the architecture, integrations, agent responsibilities, and human checkpoints. Agree the scope and evaluation criteria before implementation.
Architecture and delivery planWrite the code, connect the systems, and implement the agent workflows. Test against agreed scenarios and refine the software with your team.
Working system and evaluation findingsDeliver the source code, document setup and operation, and walk your team through the system. Agree any further development or support together.
Documentation and team walkthrough03 / WHAT YOU RECEIVE
The right engagement can be a focused assessment or a working implementation. Depending on the agreed scope, deliveries can include:
Prioritized opportunities, trade-offs, and a clear recommendation.
Models, tools, memory, orchestration, data flows, and human control points.
A scoped application, AI integration, agent system, or custom product connector.
Agreed scenarios, success criteria, and documented findings.
Setup and deployment instructions, operational notes, and a developer walkthrough.
04 / HANDS-ON PRODUCT WORK
We develop our own agent systems and developer tools. Where they fit your project, we can help configure, connect, and extend them for your workflow.
Connect tools, memory, and workflows to coordinate agent tasks with human authority.
Bring coding agents, codebase context, and verification into your development workflow.
Track agent activity and code changes to understand how AI-assisted work progresses.
Use focused TypeScript packages to build the application and integrations around your AI system.
05 / A FEW QUESTIONS
No. A business goal, a workflow you want to improve, or a prototype you are exploring is enough to start a conversation. Discovery helps turn that starting point into a defined scope.
Yes. We can start from an existing application, agent prototype, or development workflow. The first step is understanding the current architecture and the change you want to make.
Yes. We build agentic systems that can use tools, call APIs, coordinate tasks, and work through multi-step processes. We define permissions, human approval points, and evaluation around the actions your workflow needs.
Yes. We can configure and extend AGEZT, WrongStack, WrongTrace, and our open-source libraries to fit your systems. We assess the fit first, then agree the integration, custom connectors, and handover you need.
Yes. We provide hands-on support for implementation, architecture decisions, code review, and debugging. We can join a defined workstream in your project or take responsibility for a scoped development engagement.
No. An engagement can focus on strategy, architecture, a prototype, an integration, or a development workflow. We agree the scope and deliverables before work starts.
Tell us what your team is trying to achieve, what you have today, and any important constraints. Please share a high-level description rather than credentials or confidential datasets.
LET’S FIND A USEFUL STARTING POINT
Tell us about your software, the workflow you want to improve, or the AI product you want to build. We can help with technical direction, implementation, or hands-on support for your team.
info@oxog.net