Accountability for operational AI
and sensor data.

- What the sensor saw
- When
- Which model
- What it produced
- Signed by
- Sealed
A live, verifiable record of what your systems saw and what your models did, kept beside the platforms you already run.
Customer-hosted. Enquiry only. No specifications, pricing or demonstrations are published.
What Forge does
Forge shows operators, as it happens, what their systems saw, what their models produced and who signed for it, and keeps a record that holds up afterward. It runs beside the platforms you already use and never takes custody of the data itself.
01
Stays on your side
Forge runs inside your environment. Pioggia never receives, stores or processes your data.
02
Sits beside what you already run
Forge accompanies your existing platforms. It does not replace them and it does not stand between your sensors and your operators.
03
Evidence, not a promise
Forge records the score your detector produced, and bounds it by what the chain of custody can actually support. It makes no accuracy claim of its own: your number is measured on your traffic, and a third party can recompute it without access to your systems, or to ours.
The conversation is shifting
Yesterday
“Did the model perform?”
Today
“Can we prove what it saw, and what it did?”
The core reality
A decision is only as defensible as the record behind it.
As operators put more weight on AI, one reality keeps surfacing: when a machine's output is questioned, the model's accuracy is not the answer. What it saw, what it produced and who signed for it is.
Where it sits
Beside the path. Never in it.
Nothing waits on Forge. Your sensors, platform and operators run as they do today; Forge watches the flow and writes the record. A third party can check that record with no access to any of it.
Who it is for
Built for the moment it matters.
The after-action review, the board of inquiry, the ally who asks how you know. Forge is for operators of defence and critical-infrastructure systems who hold their own data and run their own models.

Primes and system integrators
Add an independent accountability record to a platform you already deliver, without changing its architecture.
Operators and programme offices
Show, live and later, that what the commander saw is what the sensor produced.
Autonomy and AI vendors
Bring the models you already trust. Forge makes them accountable; it does not compete with them.
Assurance and audit
Verify a record with no access to Forge, to Pioggia, or to the operator's systems.
Where accountability matters
A record you can hand to someone else is a strategic asset.
Wherever a decision made by a machine will be questioned by a person, the operator needs to show what the machine saw and what it produced. Forge is built for the places where both performance and accountability matter.
Data and evaluation
Training data and independent evaluation for autonomy models.
Human-validated UAV datasets and held-out model evaluation, built and delivered from Spain under enterprise agreement. The same provenance discipline that runs Forge runs here.

UAV Datasets
Human-validated aerial video and sensor datasets for training and testing autonomy models. Ethically sourced, licensed per engagement.
View datasets →
Model Evaluation
Independent evaluation of perception and autonomy models against held-out, provenance-tracked test sets.
How evaluation works →