OpenTelemetry, everywhere
A span per node, per tool call, per model invocation. Standard OTel, so it lands in Jaeger, Datadog, Grafana, or whatever you already run.
No observability, no control—only hope.
The artefact
It only learns from confirmed outcomes. Nothing is trained on its own unreviewed output, so error can't compound quietly.
A span per node, per tool call, per model invocation. Standard OTel, so it lands in Jaeger, Datadog, Grafana, or whatever you already run.
Token spend and wall-clock time down to the individual agent and case. Every change is measured before it ships, not discovered by a customer.
Source, rule applied, confidence, adversarial record, and the approver, produced as the workflow runs, not assembled later from logs.
Security and compliance
Input guards on every entry point, and a dedicated guard model that screens embedded instructions.
Unverifiable citations are auto-annotated before any agent acts on them.
Masking, access control, PII detection, and role-scoped visibility.
On-premise and air-gapped options where no document ever leaves the perimeter.
Per-region compliance layers for India, the GCC, the UK, the EU, Indonesia, and the US.
VAPT and DLP review at onboarding, plus a runtime kill switch as backstop.
Regulatory overlays
RBI · IRDAI
Concurrent audit, KYC and AML, IRDAI claims handling
CBUAE
Onboarding, sanctions screening, Shariah audit
FCA · Lloyd's
Delegated authority oversight, consumer duty evidence
OJK
Reporting packs and reserving
GDPR · EU AI Act
Data protection and risk classification
Per-state and federal
Deployed with the customer's own compliance layer
Plus VAPT and DLP review at onboarding, and a runtime kill switch as the backstop. The same controls the risk committee signs off.
We'd rather answer it before the pilot than during it. Architecture, data flows, model hosting, and the kill switch, in writing.