Why Topia Consulting instead of a Big 4 firm?
We are software engineers and product builders who have scaled real infrastructure. We don't deliver 100-page theoretical slide decks; we deliver functional roadmaps and production-ready platforms.
How do you keep sensitive data secure?
If you're using AI today, your data is flowing through infrastructure you don't control. That's fine for some data. It's not fine for all of it.
We set up a routing system that matches each type of data to the right inference destination: on-premise, private cloud, public cloud, or public AI APIs. The architecture follows the data, not the other way around.
Highly sensitive data (financials, customer PII, medical records, proprietary processes) should never be sent to a public AI provider. We make sure it doesn't have to be.
Should we be building agents?
Yes, and the window to get ahead is open right now. An agent has an LLM brain, a prompt, and tools. Agents automate work, give your people superpowers, and surface business intelligence that wasn't possible before. The question isn't whether agents will run inside most companies. They will. The question is whether yours will be ready.
To get the most out of agents, you need a context graph: every data point, process, customer relationship, and decision pulled into a structured knowledge layer your agents can use. Without it, your agents are guessing. With it, they're informed.
The right approach is hybrid. Sensitive data gets inferenced on hardware you control. Frontier models run inside Bedrock or Foundry. The architecture follows the data. The agents follow the architecture. We help you build both.
Do we need to rebuild all our SaaS tools?
No. Not now, and maybe not ever for some of them. Keep using Salesforce, HubSpot, your ERP. They're sources of truth and they do their jobs.
What you need to start doing is syncing your data out of them into a secure context graph that will power AI agents across your organization. When vendors restrict API access, or when AI makes it trivial to rebuild their tools, you want to already have your data. Sync first. Rebuild when the time is right.
If I'm already on an enterprise plan of Claude or ChatGPT, isn't my data protected?
Somewhat. They won't train on your data, but it's still flowing through their infrastructure, processed by their systems, subject to their terms of service and security posture.
More importantly, your context graph is accumulating in their system, not yours. That's the asset that matters. Enterprise privacy terms don't change who owns it.
