System Prompts prompts
Production-grade system prompts for assistants and apps.
Customer Support Agent — Production System Prompt
A battle-tested system prompt template for a customer support agent: scope limits, tone, escalation rules, refund policy handling, and prompt-injection defenses.
RAG Assistant System Prompt (Grounded, With Citations)
System prompt for retrieval-augmented assistants that actually stays grounded: strict source discipline, inline citations, and honest "not in the docs" answers.
Structured JSON Extraction System Prompt
System prompt for reliable JSON extraction pipelines: strict schema adherence, explicit null semantics, and no chatty preambles ever.
System Prompt Red-Team Review
Attacks your system prompt before users do: finds instruction/data confusion, conflicting rules, missing refusal paths, and override ambiguities — and ships concrete attack strings to test.
LLM-as-Judge — Pairwise Comparison with Bias Controls
A pairwise evaluation judge with the biases engineered out: criterion-by-criterion verdicts, position and length bias countermeasures, and evidence quotes for every judgment.
Support Ticket Triage & Draft Reply Engine
Processes inbound support tickets into structured triage JSON plus a grounded draft reply — priority, sentiment, churn and safety flags, and injection-proof handling of ticket content.
RAG Groundedness Verifier (Claim-by-Claim)
The verification stage of a RAG pipeline: decomposes an answer into atomic claims and labels each SUPPORTED, CONTRADICTED, or NOT_FOUND against the sources — inference is not support.
LLM-as-Judge — Binary Rubric Scoring
Scores a single output against a rubric of binary pass/fail criteria instead of a mushy 1–10 scale — every verdict backed by a quote, unjudgeable criteria refused.
RAG Query Rewriter & Decomposer
The retrieval front-end for a RAG pipeline: resolves pronouns from chat history, splits multi-part questions, extracts metadata filters, and never tries to answer.