Coding agents are powerful.
Give them the whole platform.
Supercharge Codex, Claude Code, or your preferred coding agents with business knowledge, connected data, and integrated infrastructure. From databases and APIs to data pipelines, distributed compute, applications, and permissions—all integrated to help them build sophisticated business software.
Context that carries forward.
Your requirements, connected data, discovered relationships, and reusable knowledge.
Agents equipped to develop.
Real code, researched blueprints, design references, and a choice of coding workflow.
A connected production runtime.
Apps, APIs, data processing, databases, schedules, and specialized production agents.
One project.
The whole working system.
Take a look around a maintenance project, from the data it depends on to the application a team uses.
Connect the work
Keep connectors, tables, functions, agents, and applications together in one project. Follow how resources connect before changing what depends on them.
An interactive illustration of the platform. Sample project and data.
Start with what
your team knows.
Want an MES built around your own processes? Capture the requirements, terminology, rules, and decisions in the project knowledge base. Agents use that context to plan, build, test, and improve the system.
A blueprint can help. It is never a prerequisite.
decisions.md
/knowledge-base
terminology.md
production-rules.md
A custom MES for our plant
Aggregate availability first.
Connecting a table
isn’t the same as
understanding it.
Primary Key and Relationship Agents examine connected datasets to suggest identifiers, record grain, and relationships. Their findings can help seed entity documents in the project knowledge base. People and agents can refine those documents with business terminology and rules, keeping uncertain discoveries distinct from confirmed knowledge.
Your next system
doesn’t have to
be on a list.
Use documented starting points for 150+ commonly used connectors, or provide the specifications for a different system. Agents can work from extensive vendor documentation — including large PDFs — to implement the connector and synchronization logic.
Commonly used systems
Public documentation and implementation references.
SaaS · APIs · Files
Your vendor documentation
API specifications, technical guides, and large PDF manuals.
Endpoints · Pagination
Use the head start.
Keep the freedom.
The blueprint and design library combines research into real industry problems with detailed application layouts agents can adapt. It is an input to development, not a fixed set of apps.
Scheduling & changeovers
Sequence production around material availability, machine capability, due dates, and changeover constraints.
Scheduling & changeovers
Production loss & root cause
Connect production records to recurring downtime, speed loss, defects, and the decisions behind improvement work.
Production loss & root cause
Service parts & replenishment
Understand stock exposure, compare replenishment policies, and connect shortages to actual operational demand.
Service parts & replenishment
Build the logic.
Vortexify provides the runtime.
Agents and developers create real resources that work together, using familiar technologies instead of a constrained visual builder.
Compose the resources your system needs. Not every application needs every component.
Process the data at the right scale.
Pandas and DuckDB for analytical transformations. PySpark when the job calls for distributed processing. Configure compute around the workload.
Connect frontend and backend.
React applications, Python APIs, transform outputs, and PostgreSQL-backed state. Resource access and credentials are managed through the platform.
Operate and keep iterating.
Run scheduled work, inspect job status and logs, test changes, and update existing resources as the application evolves.
Keep the boundaries clear.
Isolation, permissions, encryption, and audit logs are part of the environment around your applications and agents.
The preview is separated from the surrounding platform interface.
Access follows the user.
Application access and resource permissions control what a user or agent can work with. Browser sandboxing does not replace backend authorization.
Execution has boundaries.
Isolated workloads, managed credentials, and network permissions keep application execution separate from unrestricted infrastructure access.
Activity leaves a record.
Audit logs provide a way to review recorded user and agent activity alongside the resources involved.
- Actor
- Project builder
- Resource
- order_readiness
- Action
- Version published
Browser isolation, workload isolation, and data permissions protect different boundaries. Source-system access still depends on the interfaces and permissions available.
Give every agent a specific job.
Define its business context, permitted tools, and analysis capabilities. Put it in an application, delegate a task, or schedule recurring work.
Inventory outlook
Part B-204 / next seven days
Put an agent inside the application.
Give it relevant business knowledge, analysis capabilities, and tools for the specific workflow. Ask questions in the context of the work.
Supply exception briefing
Three exceptions, their downstream impact, and suggested next actions.
Delegate the task. Review the work.
Run investigations and recurring analyses outside a chat session. Bring reports, findings, and recommendations back for human review.
The next application
doesn’t need to start over.
Reuse connected data, project knowledge, resources, and design patterns. Extend the system deliberately as your priorities change.
A custom manufacturing workspace
Orders, materials, work tracking, and the business knowledge behind them.
Start with your requirements.
A custom MES, a planning application, or something specific to your business. The starting point is yours.