Use case and data review
We define the task, available information, privacy requirements and a measurable baseline.
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KAYRO / SERVICES / 03
AI agents & automation
Assistants and agents connected to real business work.
Discuss your project01 / THE CONTEXT
When information or repetition slows a process
AI is useful when a defined task needs interpretation, retrieval or assistance and its output can be checked. We examine the data and the cost of mistakes before selecting an approach.
- A team repeatedly sorts or extracts information from documents.
- Knowledge exists, but finding the right answer takes too long.
- A customer or staff chatbot must answer from approved sources and hand off complex cases.
02 / WHAT WE DO01 — 04
A complete project with clear responsibilities.
We design chatbots, knowledge assistants and task agents for defined business workflows. Access to tools and data, evaluation, escalation to people and operating limits are part of the design.
Prototype and evaluation
We test representative cases, record failures and compare AI with simpler automation where appropriate.
Agents and chatbot workflows
We connect approved knowledge and tools to agents or chatbots, with scoped actions and a clear path to a person.
Controls and observation
Validation, permissions, logging, fallback paths and human review are designed for the level of risk.
03 / KEY DECISIONS
The decisions that shape the project.
Scope follows the real context. We clarify these points before committing time to development.
Data boundaries
Which data may reach a provider, where it is stored and who can access it.
Quality threshold
What an acceptable answer looks like and when the system must defer to a person.
Operating cost
Expected volume, provider cost and a way to monitor use and quality after release.
04 / FROM PLAN TO RELEASE
A process we can verify.
We begin with a measurable use case, test feasibility with representative data and design controls before production integration.
Areas we can include
- Chatbots and assistants
- Task agents
- Knowledge retrieval
- Workflow automation
- Evaluation and safeguards
05 / BEFORE WE START
Common questions.
Do we need AI for every automation?
No. Rules and conventional software are often more predictable. We choose AI only when it adds a clear benefit to the task.
Can sensitive company data be used?
The answer depends on the data, provider and agreements. We define permitted flows and retention before connecting any sensitive source.