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Asif Iqbal
·9 MIN READ·AI IN SUPPORT

Wiring context into a support bot

Deterministic context binding outperforms generic retrieval: how we eliminated context amnesia during complex billing disputes.

Retrieval-Augmented Generation (RAG) is insufficient for support workflows where real-time ledger states dictate the correct action.

We contrast vector similarity retrieval with deterministic graph queries, showing why structured context injection reduces hallucination rates to near-zero.