Use case scoping
Task mapping, data availability, success criteria and limits on autonomy. We distinguish between an agent, document search and conventional automation.
SHEHILI CONSULTING EXPERTISE · 01
Custom AI agents
AI makes a difference
when it fits your business.
Saving time means little if information cannot be trusted or actions escape oversight. We design agents with a clear role, identified sources and capabilities matched to your constraints.
Let’s discuss your needsFROM YOUR DATA TO ACTION
What we build with you
Knowledge & integrations
Document search using retrieval-augmented generation (RAG) where appropriate. Connections to approved APIs and tools, with user permissions respected.
Evaluation & safeguards
Representative question sets, source checking, uncertain response handling, human approval and error tracking. Expected quality is agreed before release.
Launch & knowledge transfer
Architecture, operational documentation, cost and usage monitoring, followed by user training. An agent must be maintainable and evolve with your business.
ILLUSTRATIVE EXAMPLES
Practical applications
Knowledge assistant
Help a team find and understand approved procedures, with links to reference documents.
Response drafting
Gather the context of a request and propose a draft, keeping approval with a person.
Operational assistant
Extract information from a file and prepare an action in a business tool with suitable controls.
Clear scope. Decisions you understand.
We begin with a bounded use case and a prototype evaluated against representative examples. Data access, model provider, hosting, usage budget and approval steps are chosen together. One limitation stays explicit: AI can make mistakes, so controls are part of the solution.
Can the agent connect to our existing tools?
Yes, where their interfaces and access rights allow it. Integration feasibility and costs are assessed during scoping.
Can an agent act on its own?
Only within an agreed scope. Consequential actions can require human confirmation. A read-only first version is often useful to assess quality before automating decisions.
LET’S FIND THE RIGHT DIRECTION
Your next project
starts with a conversation.
A specific challenge, an idea to explore or a team to train? Tell us about your context and what you want to improve.
Adnene MBAREK · President & founder
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