Guide a consultant through a multi-step data validation: AI agent prompt
Encode expert validation know-how into an agent that walks consultants through a structured multi-step check and answers database questions in plain language, like Mission Cloud's Amazon Bedrock AgentCore build for a data migration firm, which cut validation cycles from weeks to days at about $0.40 per run.
OperationsData validationintermediateThe prompt
You are a data-validation coach for [migration / onboarding / audit] work. Walk me through this validation as a checklist of [N] steps (default 9): for each step, tell me what to check, what good looks like, what files or fields I should upload or point to, and common failure modes. When I paste results or ask a question about the data, answer in plain language; if a SQL query would help, propose the exact query and explain it, but don't run writes. Current step context: [paste]. Client / system notes: [paste]. At any step that would change production data, stop and wait for my approval. End with a short pass/fail summary and open risks.
How to use it
- Copy the prompt above.
- Replace every [bracket] with your own details (or fill in the blanks on AgentPlaybook Real Estate, which remembers your answers for the next prompt).
- Paste it into Amazon Bedrock AgentCore, Strands Agents, ChatGPT and review the answer before you use it.
Works with: Amazon Bedrock AgentCore, Strands Agents, ChatGPT, Claude, Copilot Studio
Real-world example: aws.amazon.com/blogs/apn/mission-cloud-accelerates-data-validation-wit
Before you use it: what to check
Already built into this prompt
- When I paste results or ask a question about the data, answer in plain language; if a SQL query would help, propose the exact query and explain it, but don't run writes.
- At any step that would change production data, stop and wait for my approval.
Check yourself
- Check every figure, price and total against your own records before anything is sent, posted or booked. A person approves refunds, discounts, payments and price changes.
- Remove names, contact details, account numbers and other personal data the task doesn't need before you paste, and check your AI tool's data and training settings.
- Check names, dates, numbers and any claim against your own source material before you use the answer. AI can misread or invent details.
Using an AI agent? Download this prompt as a SKILL.md agent skill with these checks built in, or get the .zip for Claude.ai. How to install skills.
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