Workflow and data readiness
Define the input, ownership, success condition, exceptions and acceptable level of automation.
AI workflow automation services
We develop AI applications for classification, summaries, assistance and routing. The AI remains part of a controlled workflow with clear data and human responsibility.
Our experience includes WhatsApp AI agents and AI applications for ECG classification.AI with operational context
A model output is not a complete application. The output needs to reach the correct person or system, and there needs to be a clear next action when the AI is uncertain or wrong.
We study the complete workflow before adding AI. Some steps are better handled by fixed rules, some can use AI and some must remain under the responsibility of a person.
SaraBiT Connect uses AI for customer conversations with a visible hand-off to the team. Our CRM development work connects those conversations with leads, appointments and follow-up.
Responsible automation
Define the input, ownership, success condition, exceptions and acceptable level of automation.
Use classification, summarization or generation where it makes a measurable action easier.
Keep important decisions visible, traceable and available for human correction.
Incoming conversations can be understood, routed and prepared for response while the customer history and next action remain visible to the team. AI should help the person responsible, not hide responsibility.
Where the input is suitable, AI can help extract, categorize or summarize information before a controlled review or system update. Accuracy requirements and fallback behaviour must be defined first.
Useful automation often depends on API and system integration. CRM records, application events or structured business data provide the context and destination an isolated assistant lacks.
Stable rules, forms and ordinary workflow automation are often faster and more dependable. We use business process automation without AI wherever that is the better engineering choice.
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