The problems I see every week.
Every business hitting AI for the first time runs into the same walls. They spend money on tools that do not fit. They ship code with security holes they cannot see. They build prototypes that fall apart the moment real users show up.
These are not edge cases. I see these problems across every industry, every week, with companies of every size. The good news is they are all fixable, usually faster than people expect.
The business-level problems (wasted spend, no strategy, falling behind) are usually symptoms of the technical ones underneath. AI-generated code with no security review. Incomplete requirements. Debugging nightmares nobody planned for.
My approach is built specifically to catch these problems early. The services I offer cover everything from security audits to full deployment support. And the tools I use are chosen because they actually reduce these risks instead of adding to them.