Agentic Native Integration (ANI) helps organizations put AI to work across their business. We redesign workflows, connect shared knowledge, and train teams to reduce manual work and improve results.
Learn more and connect ↓We redesign the steps, systems, and responsibilities that connect your team’s work.
Teams copy information between systems, repeat instructions, and wait for someone else to move work forward.
We define what AI handles, what people review, and how information moves between your systems.
Useful prompts, source material, and decisions stay in separate chats and folders.
Organize approved source material, reusable instructions, and decisions in one maintained place, with an owner responsible for keeping them up to date.
Colleagues have access but need help applying AI to their work.
We train people on their own work, including how to review outputs and when to ask for help.
Leaders cannot see which workflows account for spending or where licenses go unused.
We bring tool costs, reported token usage, and human review effort into a recurring workflow-level review, with budgets and assigned owners.
Usage reports show activity, but may not show improvements in completion time, quality, or cost to complete the work.
We establish the starting point and track an agreed business measure, alongside quality and rework, to decide what to improve, expand, or stop.
These are target changes, agreed with your team at the start. Cost visibility depends on your tools’ reporting; implementation and human review also require team time.
We assess each priority business unit against the same criteria, so leaders can compare results and decide where to invest.
Christina Kurbanov brings a decade of experience across strategy, operations, and organizational transformation, including AI transformation, integration, and training at Fortune 100 companies. Work directly with Christina and your leadership team, from the first assessment to full integration.
Career background: Meta, Instagram, Nike and Lululemon.
Christina's background ↗A shared system for knowledge and agents, supported by team training. The team reported 2x effectiveness and freed capacity in just 12 weeks.
View private case study ↗Analysis of thousands of workstreams to prioritize AI workflow redesign and establish a centralized AI roadmap.
View private case study ↗Tell us where manual work is slowing your team down. We’ll discuss what AI could take on and where to start.
Talk to Christina ↗christina@ani-enterprise.com