--- title: "AI optimization apps for Dynamics 365: what they are, and who builds them" canonical_url: "https://cognilium.ai/blogs/ai-optimization-apps-for-dynamics-365" slug: "ai-optimization-apps-for-dynamics-365" section: "blogs" date_published: "2026-10-12" date_modified: "2026-10-12" word_count: 674 reading_time_minutes: 3 author: "Mudassir Marwat" author_identifier: "0009-0008-1927-2598" person_same_as: - "https://www.linkedin.com/in/mudassir-marwat/" - "https://orcid.org/0009-0008-1927-2598" - "https://github.com/mudassirmarwat" - "https://medium.com/@mudassir-marwat" - "https://www.youtube.com/@mudassir-marwat" - "https://dev.to/mudassirmarwat" - "https://hashnode.com/@mudassirmarwat" - "https://huggingface.co/mudassirmarwat" - "https://bsky.app/profile/mudassir-marwat.bsky.social" - "https://substack.com/@mudassirmarwat" - "https://topmate.io/mudassirmarwat" - "https://fueler.io/mudassirmarwat" - "https://www.instagram.com/mudassirmarwat/" - "https://www.facebook.com/mudassir.marwat" - "https://www.reddit.com/user/mudassirmarwat/" - "https://www.f6s.com/member/mudassir-marwat" - "https://cognilium.ai/founder" entities: [] related: [] --- # AI optimization apps for Dynamics 365: what they are, and who builds them An AI optimization app computes the decisions Dynamics 365 records but never derives — pricing, stock, pick-path, quoting. Here's what the category is, how it differs from Copilot and your ERP partner, and who builds it. There's a category of software emerging around Microsoft Dynamics 365 that doesn't have a tidy name yet, so let's give it one and define it clearly, because it's the thing a lot of operations teams are actually looking for when they say "we want AI in our ERP." An **AI optimization app** computes the decisions Dynamics 365 *records* but was never built to *derive*. Your ERP captures every order, price, stock movement and quote. It cannot tell you the optimal one. That gap — between what the system records and what it can calculate — is what an optimization app fills, on your own data, inside your own environment, with a person approving every call. ## What it actually is (and what it isn't) An AI optimization app: - **Reads** the system of record — your Dynamics 365 / Business Central data. - **Computes** a decision the ERP doesn't: the margin-optimal price, the safety-stock level that matches real demand variability, the pick path that cuts travel, the quote built from your own catalogue. - **Writes** the recommendation back, through the platform's supported surface, for a person to approve. - **Never touches the ERP core.** It runs beside the system, not through its guts. It is **not** a new ERP, not a rip-and-replace, and not a report. A dashboard tells you what happened; an optimization app tells you what to do next and lets you act on it in the system you already use. ## How it differs from Dynamics 365 Copilot This is the question every buyer asks, and the honest answer is: they're complementary, not competing. **Copilot** is Microsoft's assistant layer — summarising, drafting, answering questions, surfacing information in the flow of work. It's genuinely useful and it's getting better fast. An **optimization app** is a different job: it runs a model trained on *your* history to compute a specific operational decision — the number, not the narrative. Copilot can tell you what last quarter's stockouts were; an optimization app computes the safety-stock levels that prevent next quarter's. Where Copilot's generic capability stops — the custom, data-specific, decision-grade calculation — is exactly where a purpose-built app starts. ## How it differs from your implementation partner Your Dynamics partner implemented the ERP, runs it, and knows your estate. An optimization app vendor does **not** replace them. The app sits on top of the implementation, on the supported surface, and adds the decision layer the partner isn't set up to build. Done right, it's something a partner can bring *to* a client, not a threat to the relationship. Complement, never compete. ## The decisions these apps compute The high-value ones, all of which Dynamics records but can't derive: - **Pricing & discounting** — [margin-optimal prices](/dynamics-365/pricing-optimization) from how your customers actually respond to price, not rule of thumb. - **Demand & inventory** — [safety stock and reorder points](/dynamics-365/demand-inventory-optimization) from real demand variability, not a go-live default. - **Warehouse pick-path & slotting** — where product should live and how a pick should route, so the walking stops being the biggest cost. - **Quote-to-order** — a messy request turned into a priced Business Central quote, with only the judgement lines flagged. These are built as one family — the [Dynamics 365 decision optimizers](/dynamics-365/optimizers) — because they share the same shape: the ERP holds the data, the app does the math, a person approves. ## Who builds them Very few teams can, because it needs **two halves that rarely sit together**: production AI engineering, *and* genuine fluency in the ERP itself — its data model, its supported integration surface, and what an operations team actually does inside it. Plenty of firms have one half. The combination — an AI company that is also fluent in Dynamics 365 and Business Central — is the whole job, and it's what makes an optimization app ship instead of demo. If your business runs on Dynamics 365 and the real decisions still happen in a spreadsheet, [tell us the decision that's costing you](/contact) — you'll get a straight read on whether an optimization app helps, what it would take, and where it wouldn't be worth doing. ## Frequently asked questions ### What is an AI optimization app for Dynamics 365? An app that computes the operational decisions Dynamics 365 records but can't derive — pricing, safety stock, pick-path, quoting — on your own data, writing the recommendation back for a person to approve, without touching the ERP core. ### Is this the same as Dynamics 365 Copilot? No — they're complementary. Copilot summarises, drafts and answers; an optimization app runs a model on your history to compute a specific operational decision. Copilot tells you what happened; the app computes what to do next. ### Does it replace my implementation partner? No. It sits on top of their implementation on the supported surface and adds the decision layer they aren't set up to build. It complements the partner, never competes. ### Will it change my ERP? No. It reads and writes through Dynamics 365's supported integration surface and never alters core ERP logic. ### Who builds AI optimization apps for Dynamics 365? Firms that have both halves: production AI engineering and real fluency in Dynamics 365 / Business Central. That combination is rare and is what the category actually requires. --- Canonical HTML: https://cognilium.ai/blogs/ai-optimization-apps-for-dynamics-365