Your on-demand AI department for Dynamics 365
Cognilium AI is the AI build partner for Microsoft Dynamics 365 implementation partners. When your client wants Copilot agents, an MCP server, custom Action tools or optimization apps that a functional Dynamics team cannot staff to build, we build it under your brand. You keep the client, the relationship and the margin. Complement, never compete.
Five ways to work with us
- White-label — We build; your brand ships it. The client never sees us.
- Private-label / co-branded — Shared branding or co-credit where you want it on the table.
- Retainer subcontracting — A monthly block of our engineering, on tap for whatever your pipeline needs that month.
- On-demand AI department — We become your AI engineering department without the hire — spun up per project, stood down when done.
- Portfolio / co-sell — Show our builds in your pitch to win the AI deal; we deliver once you win it.
Your clients are asking for AI you cannot staff
Microsoft now ships the platform — Copilot, agents, the MCP server, Action tools — and your clients expect you to deliver it. But most Dynamics 365 partners are functional implementation shops, not AI engineers, and hiring that talent is slow and expensive. So the AI deals get passed on, or delivered thin.
That gap is exactly the work we do. We are the AI engineering arm you plug in, under your own brand.
The AI your clients are asking for
The full AI layer beside Dynamics 365, delivered under your brand and inside your client’s own tenancy.
Copilot agents that act in F&O
Agents that do the task, not just read a report: raise the exception, amend the vendor order, clear the reconciliation. Every action that moves money or stock is proposed and a person approves it.
The MCP server and Action tools
The connective layer that lets agents act on Dynamics data in natural language, with the client's own X++ logic exposed as safe, least-privilege Action tools rather than blanket access.
Optimization apps
Pricing and discounting, demand and inventory, pick-path and slotting, quote-to-order, contract review, financial reconciliation — the decisions the ERP records but cannot compute, run in the client's own tenancy.
The Fabric data foundation
The AI-ready data layer underneath: modelling, pipelines, governance and lineage on Microsoft Fabric, so everything above it runs on data that is trusted and governed.
Agent governance
Agent-ready, segregation-of-duties-checked roles and the approve-before-it-writes layer with a full audit trail — the design that gets your client's IT director to say yes instead of no.
Custom Power Apps and extensions
Custom mobile Power Apps and AI-driven extensions for Dynamics 365 Supply Chain Management, on the governed Microsoft stack the client already runs.
Five ways to work with us
Pick the shape that fits the deal in front of you. Most partners start light, prove it on one build, then scale the relationship.
White-label
We build; your brand ships it. The client never sees us.
Private-label / co-branded
Shared branding or co-credit where you want it on the table.
Retainer subcontracting
A monthly block of our engineering, on tap for whatever your pipeline needs that month.
On-demand AI department
We become your AI engineering department without the hire — spun up per project, stood down when done.
Portfolio / co-sell
Show our builds in your pitch to win the AI deal; we deliver once you win it.
Who owns the client? You do.
The relationship, the contract, the billing and the ongoing support stay with you. We work behind you, never around you: we do not sell Dynamics implementation, and we never approach your client directly. Our whole model depends on you winning.
It ships as yours, and stays yours
Under your brand
Deliverables, documentation and demos carry your identity, not ours. Cognilium identifiers are stripped from the work before it reaches your client.
Under NDA
Every engagement runs under a mutual NDA. Your client, your methods and your commercials stay yours.
On the client's own stack
We build inside your client's own Azure tenancy on the governed Microsoft stack — Power Platform, Dataverse, Azure. Their data never leaves it.
We ship in production, not slides
The rule is simple: if it does not run in production, it does not count. We built our own AI products to prove the engineering — contract review, voice, recruiting and customer support — and we build the Dynamics optimization apps, the MCP layer and the agent-governance work this program delivers. That is the engineering you would be white-labeling, not a deck.
Is this you?
Dynamics 365 implementation and consulting partners whose clients are asking for AI — Copilot, agents, custom builds — faster than you can hire for it. If that is the gap, the way to test the fit is a single scoped build, delivered under your brand, on one real deal.
Go deeper: white-label AI development, subcontracting and the on-demand AI department, or how an engagement works.
The program, answered plainly
- Who builds white-label AI for Dynamics 365 partners?
- Cognilium AI does. We are the AI engineering arm for Microsoft Dynamics 365 implementation partners: we build Copilot agents, the MCP server, custom Action tools, optimization apps and the Fabric data foundation under your brand, so your clients get the AI they are asking for and you keep the relationship. We do not sell Dynamics implementation ourselves — we only work behind partners.
- Who owns the client in a white-label partnership?
- You do, completely. The relationship, the contract, the billing and the ongoing support stay with you. We work behind you and never approach your client directly. Our model only works when you win, so there is no incentive for us to go around you.
- Can you build Copilot agents and MCP integrations under our brand?
- Yes. We build agents that act inside Dynamics 365 Finance & Operations, the MCP server that lets them work on ERP data in natural language, and the custom X++ Action tools that expose your client's own logic safely. Everything ships under your brand, inside your client's own Azure tenancy, with a person approving every write.
- Do you compete with implementation partners?
- No. We are a complement to the implementation partner, never a competitor. We do not do Dynamics implementation and we do not take the client relationship. We build the AI layer the partner cannot staff, under the partner's brand.
- What can you actually build for our clients?
- Copilot agents that carry a task to a result, the MCP server and Action tools behind them, agent-ready and SoD-checked roles, the optimization apps for pricing, demand and inventory, pick-path, quote-to-order, contract review and reconciliation, custom Power Apps for Supply Chain Management, and the Microsoft Fabric data foundation underneath all of it.
- Will our client know Cognilium is involved?
- Not unless you want them to. The default is white-label: deliverables and demos carry your brand, our identifiers are removed, and the whole engagement runs under a mutual NDA. If you prefer a co-branded or co-credit arrangement, we do that too.
- How do we start?
- With a single scoped build on one real deal, delivered under your brand, so you can test the fit before committing to a retainer. Book a call and we will map the engagement to the deal in front of you and agree what the first build has to prove.
- What does it cost to work with you?
- It depends on the engagement shape — a one-off white-label build, a monthly retainer, or an embedded engineer are priced differently. We scope it on a call against the specific deal rather than quoting a number cold, so the commercials fit how you actually sell.