EQUIPMENT FINANCE & LEASING · PORTFOLIO INTELLIGENCE
$1.3T financed equipment·Operator-independent·Physics-validated·Read-only
You underwrote the asset. You hold the residual risk. And your only view of its condition is a form the operator filled in. Forge reads the machine directly.
Built for lessors, captive finance arms and equipment funds — not for the operator.
Roughly $1.3 trillion of equipment sits under lease or finance agreements, and the standard condition signal on that portfolio is operator self-reporting: a maintenance attestation, an hour meter reading, an annual inspection if the contract is strict. Every one of those is filed by the party with the strongest incentive for the asset to look well maintained.
That is not an accusation of fraud. It is a structural conflict. The lessee reports hours; the lessor prices residual, sets reserves, decides on renewal and remarketing, and manages concentration risk — all against a number they cannot verify. The machine itself has been emitting the truth the whole time.
Duty cycle, thermal history and load profile describe how an asset was actually used. Two identical machines with identical hour meters can have very different remaining lives, and only one of them should carry the optimistic residual.
Degradation shows up in telemetry long before it shows up in a missed payment. Fleet-level health scoring turns a lagging credit signal into a leading one.
Physics-validated telemetry across the full term is a stronger evidentiary position than a walkthrough on the return date, for both sides.
An asset you can describe in verified condition terms prices better than one described as "operator reports good condition".
A finance portfolio is a mixed fleet by construction — you did not choose the vendors, your lessees did. Forge covers 18 OEM families across 14 protocols, including the J1939 CAN bus on heavy vehicles and construction equipment and the serial links on older machine tools, so one integration covers the portfolio rather than one integration per vendor.
Read-only, by design. Forge reads through standard industrial protocols and never writes back. The operator's equipment is not at risk and their production is not affected — which is what makes the access negotiable in a lease amendment in the first place.
Work records are attested and tamper-evident, so a condition assessment produced today can be verified later without trusting the party who produced it. That property matters more in finance than it does on a shop floor.
Longer-form writing on industrial AI infrastructure by Foundry Labs.