Ingest
01
Ground truth, not sampling
We take the whole record — transactional, operational, and public-signal — and reconcile it into one queryable substrate. No extrapolation from a convenience sample.
Vertical intelligence
Most operators already generate the data that would tell them what to do next. It sits unread, in systems that were never built to answer questions. We build the instrumentation layer that makes it legible.
See the systemThe problem
A reporting layer tells you what happened. An instrumentation layer tells you what to change, ranks it by consequence, and shows its work.
We build the second kind. Every system we ship is grounded in a specific operator's own data, measured against their own baseline — never a benchmark borrowed from someone else's business.
The system
Ingest
01
We take the whole record — transactional, operational, and public-signal — and reconcile it into one queryable substrate. No extrapolation from a convenience sample.
Model
02
Nothing is scored until there is a stable baseline to score against. A number without a baseline is a guess wearing a decimal point.
Surface
03
Each view answers exactly one question and states its confidence. If we cannot show the derivation, we do not show the number.
Approach
Every claim in a VIML system resolves to a row someone can inspect. Provenance is a feature, not documentation.
We fix the schema, the baseline, and the definition of done first. Unconstrained systems drift toward whatever is easiest to compute.
Nothing is complete because the code looks right. It is complete when the rendered result has been inspected and measured.
When the data cannot support a conclusion, the system says so. A blank state beats a confident fabrication.
Go deeper
System
What each stage has to prove before the next one is allowed to begin.
Signals
Drift, separation, concentration, absence — and what each is evidence of.
Approach
Each principle carries the refusal that makes it load-bearing.
The number is not the product. The reason you can trust the number is the product.
Contact
We take on a small number of operators at a time. Engagements start with a read-only audit of what your existing systems already know.