Palantir AIP is excellent decision-intelligence software, and this page does not argue otherwise. It argues that a regulated buyer should compare three things a price sheet cannot show: who has the final say over a decision that touches money, entitlement or compliance; who is exposed if the operation never goes live; and how many days sit between an approved specification and a running system.
Palantir AIP is one of the most capable enterprise decision-intelligence platforms in the market. It ingests massive multi-source data, models the business as an ontology, and surfaces decision points to operators. For organisations that want to own a general-purpose data and decision platform across many domains, and have the engineering bench to build on it, it works.
It stops at the intelligence layer. The operational software — the application your people actually use, the system that turns a decision into an action inside a ledger, a register or a customer record — is something you build yourself or contract to a separate firm. And the question a regulator will ask of that system — which component had the final say, and can you prove it — is one the buyer has to design an answer to, then evidence, then defend.
Each is a property of how the vendor builds, not of what it charges — which is why they decide whether an outcome can be underwritten at all.
Who decides a regulated decision — a rule, or a model?
In Xamun's Two Minds architecture a deterministic engine holds the rules, entitlements, calculations and audit trail. It runs first and has the final say. The language model drafts, extracts and explains, and never sees a figure's value. That is the property DIFC Regulation 10, the UAE PDPL and any auditor actually test for.
Who is exposed if the operation never goes live?
A platform licence is paid whether or not an operation ships on it. Under Outcome-as-a-Service Xamun funds the build and is paid only once the operation runs end to end. Miss the thirty-day gate and nothing is owed. After go-live, changes are Xamun's to make for three years — no rate card, no billable change requests.
How many days from approved specification to a running operation?
Thirty, on the client's own infrastructure, with the client owning the code. Platform programmes are measured in quarters because ontology, integration and the application layer are built after the licence is signed — and each is a handoff where the specification is re-interpreted.
Different products for different purchases. A platform buys capability; Xamun sells a live, governed operation.
| Dimension | Palantir AIP | Xamun |
|---|---|---|
| What you buy | A data and decision platform | One regulated operation, live and running |
| Final say on regulated decisions | Designed and evidenced by the buyer | Deterministic engine, by architecture; model never sees values |
| Operational software | Built by the buyer or a separate firm | Included — generated from one specification, no handoffs |
| Delivery risk | Buyer's — licence paid regardless | Vendor's — nothing owed if the 30-day gate is not met |
| After go-live | Services and change requests, billed | Vendor keeps changing it until it fits, three years, unbilled |
| Time to a live operation | Quarters | 30 days from approved specification |
| Hosting and code | Platform-hosted or licensed | Client infrastructure, client-owned source |
| Commercial shape | Platform licence plus services | Usage per unit from go-live, or capital licence with final tranche at go-live |
If you want to own and operate a general-purpose platform across many domains and have the bench to build on it, Palantir is built for you. If you need one regulated operation running, auditable, inside a fixed window, with the vendor carrying the risk, Xamun is built for you. Both can be true inside the same organisation.
Palantir AIP is one of the most capable enterprise decision-intelligence platforms available: it ingests multi-source data, models the business as an ontology and surfaces decision points to operators. It stops at the intelligence layer. The operational software that turns a decision into an action inside the business is something the buyer builds, or contracts a separate firm to build.
In Xamun's Two Minds architecture a deterministic rules engine holds the rules, entitlements, calculations, compliance logic and audit trail; it runs first and has the final say, and the language model never sees a figure's value. That is the property a regulator, an auditor or a DIFC Regulation 10 assessment asks about. With a general-purpose platform, that division of labour is the buyer's to design, evidence and defend.
Under Xamun's Outcome-as-a-Service model, Xamun funds the build and is paid only once the operation is live and running end to end; if the 30-day gate is not met, nothing is owed, and after go-live Xamun keeps changing the system until it fits for three years without billing change requests. A platform licence transfers delivery risk to the buyer: the platform is paid for whether or not an operation goes live on it.
Xamun's gate is thirty days from an approved specification to one operation running end to end, digitally, on the client's own infrastructure with the client owning the code. Platform programmes are typically measured in quarters, because integration, ontology design and the application layer are built after the licence is signed.
Cost is the wrong comparison and this page does not make it. The commercial shapes are different in kind: a platform is priced on capability, Xamun is priced on a live operation — a per-unit usage fee from the day it runs, or a capital licence with source included whose final tranche falls due only at go-live. The comparison that matters is who controls the outcome and who is exposed if it does not land.
When the organisation wants to own and operate a general-purpose data and decision platform across many domains, has the engineering bench to build the application layer on it, and is buying capability rather than a specific operational result. When the need is one regulated operation running, auditable, inside a fixed window, with the vendor carrying the risk, Xamun is built for that.
Palantir AIP is genuinely world-class intelligence. What it does not do is build the operational software, or carry the risk of it going live.
Twelve diagnostic questions for CIOs and CEOs evaluating AI Transformation vendors. Separates structural fit from sales theatre.
Most organisations don't have a strategy problem — they have a translation problem between what leadership decides and what the operation does. What decision intelligence means in practice.
Baseline in week one. One operation live by day thirty. Nothing owed if it is not.