AI DEVELOPMENT & AUTOMATION
Voice agents, WhatsApp chatbots, automation, and the web software around them. Tell us the workflow. We build a version you can run.
Agents, data, and APIs
Services
Six practices, each scoped around a business job: conversations, documents, workflows, and the software that holds them together.
Calling agents that follow a defined conversation, capture the details you need, and hand the call to a person when judgment is required.
WhatsApp assistants for support and commerce, connected to the catalog, orders, and tools your customers already use.
Question answering grounded in your documents, with a retrieval path you can inspect and a model choice that fits the deployment.
Specialized agents that share a workflow, call tools, and carry a task across more than one step.
Workflow automation that removes repeated handoffs and connects the CRM, APIs, and tools you already run.
Web applications, APIs, and deployment foundations for products and for the agents that sit beside them.
Why sp4rta
The useful version of an agent is the one that fits the tools, the data, and the moment a person still needs to decide.
Each system is designed around the workflow, the data, and the tools already in place.
Work is scoped against an operational job, then built only as far as that job requires.
Services, data stores, and interfaces are chosen so a prototype can grow into a production system.
CRMs, stores, messaging platforms, and internal APIs stay part of the system.
The same engagement can carry a working proof through integration, deployment, and later refinement.
Selected projects
The problem, what was built, and the tools used.
01
A WhatsApp chatbot for AI-powered customer support and e-commerce workflows.
02
A manager and team-lead chatbot for AI-assisted business insights.
03
A voice agent for conversational appointment booking.
04
A document assistant that retrieves sources and answers in conversation.
05
A computer-vision model for plant image segmentation and analysis.
Process
Map the workflow, the data, the constraints, and what a finished version needs to do for the business.
Define the behavior, the interfaces, and the integration points before the production build.
Implement the agents, software, and connections, and test them against real scenarios.
Ship into the environment you use, watch how the system behaves, and refine the parts that matter.
Technology
Tools sp4rta uses for agents, software, data, integrations, and deployment.
Share the workflow, the tools you already use, and what a useful first version needs to do.