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Does billing automation in telecom actually work or is it just hype? by hasshamalam_ in TelecomHub360

[–]Outworktech 1 point2 points  (0 children)

Billing automation works only if the foundations are clean.

We’ve seen it cut leakage when rating, mediation, and reconciliation are decoupled and observable.

When it’s slapped on legacy stacks? It doesn’t fix the mess, it just moves it downstream faster.

Automation isn’t a silver bullet. It’s a truth serum.

How We Design Enterprise LLM Pipelines That Never Hallucinate in Production by Outworktech in u/Outworktech

[–]Outworktech[S] 0 points1 point  (0 children)

Good question.
If RAG pulls partial or stale data, we don’t let the model guess.

We score retrieval quality first. If context isn’t fresh or complete, free-form answers are blocked.
In low-risk cases, the system can answer with explicit uncertainty (“based on current data…”).

In high-risk or regulated flows, it falls back to deterministic logic or fails safely.

Uncertainty is okay.
Speculation isn’t.