If your AI investment is not delivering ops-specific answers, you are not alone. You bought the wrong kind of AI.
In 2024 and 2025, a wave of mid-market companies bought Microsoft 365 Copilot. The promise was simple and exactly what they wanted to hear: your people will finally be able to find what they need. A year later, many of those same companies are in renewal windows asking a harder question. Is this actually working?For most, the honest answer is no. Not because Copilot is a bad product, but because it was never built to do the job they hoped it would do.
What general AI is, and is not
Microsoft 365 Copilot is a general-purpose assistant. It helps an individual work faster inside Office apps, drafting an email, summarizing a thread, cleaning up a deck. That is genuinely useful.What it does not do is turn your whole company’s approved knowledge into trusted, shared answers. The two gaps that matter:It does not know your company. A general model answers from the public internet. Your SOPs, playbooks, and exceptions are not in there.Everyone needs a license. Putting a general assistant in front of every employee means a paid seat for every employee, whether or not they get value.
You do not need more AI. You need AI that knows your company.
What actually closes the gap
The fix is not a better general chatbot. It is a knowledge layer grounded in your own documents. Open Sesame answers only from your approved files, and every answer cites the source it came from.
- Grounded, not generic. Responses come from your SharePoint, OneDrive, and Drive documents, not the open web. If it is not in your documents, it will not invent an answer.
- Cited every time. Each answer points back to the exact source document, so people can trust it and verify it.
- No per-seat trap. Built for everyone in an operational team to use, without a paid assistant license for every individual.
If you are in a renewal window
This is the moment to ask what your AI spend is actually returning. If the problem you were trying to solve was that your people cannot find your own information, a general assistant was always going to disappoint you. A company-knowledge-grounded answer engine is the direct fix, and you can prove it with a single team in five business days.