Strategy Note
A services fee captures the work. A royalty captures the value created by the work. This note explains why 4Point AI prefers royalty-linked partnerships, how the economics compound over a five-year horizon, and where the model fits, and just as importantly where it does not.
Continue reading the model overview, jump to the trajectory chart, or skip ahead to where royalties make sense.
A small interest tied to successful discovery, production, or defined commercial outcomes across a portfolio of clients.
Royalty-linked clients pay roughly a third of the standard engagement value upfront, preserving treasury for drilling and field work.
No mine construction, no operating burden, no sustaining capital. 4Point participates in outcomes, not operations.
Two Engagement Models
A traditional services engagement is paid once, at the start, and structurally underprices what 4Point actually creates. The royalty-linked model accepts a smaller upfront fee in exchange for a small interest in the asset that fee helped unlock.
Annual Trajectory
Indexed five-year model. Each new client adds upfront engagement value plus, in the royalty cases, an expected royalty contribution that ramps as projects mature. Royalty bands shown at 2%, 3%, and 4%.
Royalty-linked starts lower than services because the upfront payment is reduced by roughly two-thirds.
Even the 4% case eclipses services-only annual revenue once the first cohort begins generating royalty value.
33,430 indexed units versus 1,800 for services-only. The model stops being linear and starts compounding.
Royalty income continues without a new service sale tied to each dollar of revenue.
Cumulative 5-Year Value
Cumulative indexed value across the same five-year horizon. The 4% royalty scenario produces roughly 11× the cumulative value of services-only over the same period, and the gap continues to widen in years six, seven, and beyond, since royalty income keeps accruing without a new service sale tied to each dollar.
The Sliver Argument
4Point's modeling work happens early in the mining value chain, before the largest value-creation events. When our intelligence contributes to a discovery, a resource expansion, or a mine-life extension, even a small interest in that outcome can be orders of magnitude larger than a one-time analysis fee.
In the indexed example, the engagement is priced at 100 units. The asset that 4Point’s modeling helps unlock can be valued in the thousands. A 3% royalty on a 25,000-unit asset is 750 units. A 4% royalty is 1,000 units. Either of these single-project outcomes already dwarfs the fee for the work itself, and that is before any portfolio compounding across other projects, jurisdictions, and commodities.
On larger discoveries, the multiplier grows further. A mid-tier discovery valued at 100,000 indexed units would produce a 3% royalty share of 3,000 units, or 30× the engagement fee. The economics are asymmetric by design.
Why Royalties, Strategically
Mining companies want better targets, less wasted drilling, and more confidence in capital allocation. A royalty signals that 4Point is willing to participate in the long-term outcome, not just sell a report and move on.
A pure services company resells its time. A royalty-linked company builds a portfolio of long-duration economic interests across many projects, jurisdictions, and commodities, without owning a mine.
Mining discoveries create asymmetric outcomes. A royalty model gives investors that exposure while keeping the company focused on AI, software, and data infrastructure, not on capex, operations, or sustaining capital.
Many juniors and project generators preserve treasury for drilling, assays, geophysics, and field teams. A royalty-linked structure lowers the upfront fee, shortens procurement, and ties payment to value creation.
Two-Sided Benefit
The royalty-linked model is engineered so both sides of the table can defend it on their own terms, without one side subsidizing the other.
For Clients
The royalty-linked structure shifts part of the engagement economics into the future and ties it to success. It is particularly attractive to:
This is not a discounting strategy. It is a value-capture strategy designed to say: we win when the project wins.
For Investors
The company contributes technical intelligence and receives a potential share of future success. That gives investors a rare structure with several layers of value:
An asset-light model with resource-sector upside, built on the back of a software and AI business.
Preferred Deal Architecture
A practical royalty-linked architecture should never be one-size-fits-all. Below are the structures we use most often, mapped to the situations where each fits best.
| Structure | Description | Best fit |
|---|---|---|
| Reduced upfront + royalty | Lower initial fee paired with a 2–4% royalty interest tied to commercial outcomes. | Juniors and project generators |
| Success fee + capped royalty | Lower upfront plus capped participation if predictive targets are validated by drilling. | Cash-sensitive clients |
| Royalty buyout option | Client retains the right to buy out the royalty interest at a pre-agreed premium. | Larger mining companies |
| JV-style economic participation | 4Point contributes modeling in exchange for direct economic participation. | Strategic assets and high-upside exploration |
| Portfolio agreement | Multiple assets modeled under a broader royalty or success-fee framework. | Governments, majors, and aggregators |
Guardrails
The right goal is not the highest royalty count. The right goal is a high-quality royalty portfolio attached to assets where 4Point's work can materially affect exploration outcomes.
Whether you're a mining company evaluating an engagement or an investor evaluating the model, we'd be glad to walk through specifics, including pricing, royalty mechanics, and where 4Point's intelligence is best deployed.