Ongoing Partnership¶
Services → continuity
Stay decision-grade while everything around you changes.
Model updates, policy updates, and new data sources will keep arriving. Partnership is how you keep governance, evaluation, and reliability in lockstep — continuously.
What we do
Periodic audits
Failure-mode analysis, regression checks, and adversarial testing tailored to your domain.
Governance updates
Rule reviews, constraint evolution, and traceability requirements as policy changes.
Architecture reviews
Integration reviews for new tools, new endpoints, and new data sources.
Measurement & tracking
Reliability metrics, drift signals, and “go/no-go” gates for changes.
Diagram: continuous governance loop
flowchart TB;
CH["Change arrives</br>(model / policy / data)"] --> R["Review impact"];
R --> U["Update constraints + ontology"];
U --> E["Evaluate + red-team"];
E -->|"Pass"| D["Deploy"];
E -->|"Fail"| F["Fix + re-test"];
D --> M["Monitor"];
M --> R;Diagram: why model updates are never “just a model update”
flowchart LR;
M["Model update"] --> B["Behavior shift"];
B --> G["Governance risk"];
B --> E["Evaluation drift"];
B --> T["Trace comparability"];
G --> A["Gate changes"];
E --> A;
T --> A;Typical outcomes
- Fewer surprises in production
- Faster approvals for safe changes
- Clear incident postmortems with trace artifacts
- A system that stays governable as scope grows