Ahmad BukhariAgentic AI and LLM Systems Specialist AiXCEL SolutionsProduction shaped decision systems

Flagship 02 Revenue operations

Marketing Revenue Assurance

Reconcile what ad platforms report with what the CRM received and what finance actually collected. Agents interpret the evidence. Deterministic controls own the math.

Evidence workspace

Ready for a reconciled run

REPLAY IDLE

Choose a failure pattern.

Twelve evaluated replay cases cover delivery gaps, duplicate leads, attribution loss, funnel leakage, cash collection, stale data, and unsafe multi-failure states.

System brief Production shaped

Why this is an assurance system, not another dashboard.

It persists normalized evidence, runs bounded specialists through an explicit graph, separates arithmetic from interpretation, records a tamper-evident audit trail, and stops at a named human gate.

12

Golden failure cases

Every expected top finding is evaluated before release.

10

Governed specialists

Each agent has one decision responsibility and a visible trace.

25

API assertions

The Docker and Postgres journey verifies policy, audit, and approval behavior.

0

External mutations

Public and pilot runs remain read-only until a separate integration is approved.

Marketing Revenue Assurance system context and infrastructure diagram
System contextTyped source adapters feed a normalized evidence store. LangGraph coordinates bounded analysis. Policy and human approval control every proposed recovery action.Open API contract ↗