Designing AI Systems for Cross-Functional Teams
Assign responsibility at the points where work changes hands: source approval, access changes, answer review, incident response, and release.
Author
Lara Ramirez
Sprinklenet Research contributor focused on agentic workflow mapping, process design, and human-in-the-loop operating models.
AI Workflow Automation Without Losing Control
Describe one workflow as allowed steps, approval points, and recovery paths. Use narrow permissions for each action and record the approved input.
How to Prepare SharePoint and Drive for AI Search
Pilot with a bounded collection of approved folders.
Government
AI Strategy for Small Government Contractors
Choose a repeatable task where better retrieval or integration would improve delivery. Define the current baseline, approved information, and a small acceptance test.
Testing AI Systems on Synthetic Data Before Using Real Data
How to evaluate an AI system on invented documents with known correct answers before real records are shared, and what that testing cannot prove.
From Help Desk Tickets to Internal AI Assistants
Choose one recurring ticket type with a maintained knowledge source and a clear owner.
How to Design Human Review for Agentic Automation
For each action, define who may request it, what the reviewer sees, and what the system does after approval or rejection.
AI Change Management for Knowledge Workers
Begin with the tasks users already perform and the decisions they remain responsible for.
Building AI Delivery Teams That Ship
The difference between organizations that ship AI and those that stall almost always comes down to team structure. Three roles every AI team needs.
Intelligent Automation Beyond RPA
Intelligent automation moves past rule-based automation to systems that interpret context, adapt to variation, and support decisions in complex situations.
Agentic AI for Controlled Enterprise Workflows
Every vendor claims agentic AI. What it is, where it creates measurable value, and how to adopt it without the missteps that derail most…
AI Chatbots for Internal Help Desks and IT Support
AI chatbots built on a knowledge management platform resolve routine IT help desk tickets automatically while improving response times and employee satisfaction.
Sprinklenet AI Newsletter
Most weeks I send one short read on enterprise AI: what’s working in real deployments, what’s not, and what I’d do in your seat.
Jamie Thompson, Founder and CEO