Integrating AI (LLMs) into Corporate Software with Data Privacy & Cost Controls

Prompt-injection defenses, daily token budget ceilings, and PII redaction for production enterprise AI assistants.

Serkan Kaya

BAYAKA co-founder

NEURAL AIBAY · YA · KA

LLM PIPELINE · RAG · AGENTS

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Table of contents

Safe AI Adoption in Regulated Industries

Connecting an LLM directly to your database without guardrails exposes your company to prompt injection and runaway API bills.

Immutable Server System Prompts: User input is validated with Zod and never concatenated into system instructions.
Daily Token & IP Rate Ceilings: Automatic daily request caps prevent abuse and keep monthly AI costs predictable.
Zero-PII Logging: Conversations are processed in-memory without exposing sensitive customer data.

Written by

Serkan Kaya

Co-founder of BAYAKA Software.