Will our shareholder data be used to train a model?+
No. That is a contract term, not a policy page, and it applies to us and to every provider in the chain. Where the risk cannot be eliminated by contract alone, we run the workload inside your own infrastructure so the question does not arise. If any component in a proposed design cannot meet that standard, we tell you which one and what it would take to replace it.
Can this run without any data leaving our tenant?+
Yes. We build offline memory infrastructure as part of our own research, so a fully tenant-resident or air-gapped deployment is a configuration choice rather than a custom engineering effort. We will show your IT staff exactly where each component runs and let them verify it.
How do you handle culturally sensitive records?+
By not deciding. We ask which record classes are excluded and we build that exclusion into the system so it is enforced technically rather than by policy memory. If your board has not made that determination yet, that is a reason to make it before the project starts, not a reason to start without it.
Our subsidiaries all run different systems. Is consolidation realistic?+
That is exactly the case this handles well, because the work is mechanical rather than judgment-based. We read whatever each subsidiary produces - exports, PDFs, spreadsheets, or an ERP API - and normalize it. We do not ask you to standardize the subsidiaries first, which is a multi-year project that usually stalls.
Who owns what you build?+
The corporation does. Code, configuration, prompts, and data. We hand over the repository and train your IT staff to run it. There is no platform fee, no hosting dependency on us, and nothing that makes leaving expensive. That matters more for an entity with fiduciary duties than for anyone else on this site.
Can our IT department audit it?+
They should, and we build expecting it. Source code is available to them, every generated answer keeps a citation to its source record, and access is logged. If your internal audit or an external auditor wants to trace how an answer was produced, that path exists by design rather than being reconstructed after a question is raised.
We already have a managed services partner and a Microsoft estate. Does this replace them?+
No, and you should be sceptical of anyone who says it does. A partner running your Dynamics, Azure, and Microsoft 365 estate is doing platform work: licensing, identity, integration, uptime. What we build is the agent layer that reads your documents and writes into those systems, and it is a different discipline with different failure modes. In practice we read from and write into whatever your partner maintains, and the two roles do not overlap. If a firm proposes replacing a working platform estate in order to add AI on top of it, that is a scope problem rather than a strategy.
How is this different from an AI readiness assessment?+
A readiness assessment produces a document. What we do produces a working automation inside a system your team already uses, usually within about 30 days, and the assessment happens as a by-product of building the first one. Assessments are genuinely useful when an organisation has no idea where to start; if you can already name the workflow that is eating the most hours, paying for a document that names it back to you is an expensive way to reach the same place.