Prompt
Prompt Improver Prompt
Iterate a weak prompt into a strong one using best practices.
1 min readupdated 2026-07-04
/ quick answer
Use whenever a prompt gives inconsistent output. Iterate a weak prompt into a strong one using best practices.
Iterate a weak prompt into a strong one using best practices. Use whenever a prompt gives inconsistent output. Copy the prompt below, swap the bracketed variables for your own context, and run it in any capable model. This prompt node is part of the Onexial knowledge graph and links to related concepts, workflows and tools below.
Context
Use whenever a prompt gives inconsistent output.
Prompt
Improve the prompt below. Return:
1. Diagnosis (3 bullets on what's weak).
2. Improved version.
3. Why the changes help.
Apply: role framing, explicit output format, few-shot if useful, guardrails against common failure modes.
Prompt:
{{prompt}}Example Output
Diagnosis: - No role. - Ambiguous output format. - No guardrail against invented data. Improved: [rewritten prompt] Why: role sets expectations; JSON schema removes parse work; 'do not invent' cuts hallucination.
Related Workflow
/ frequently asked
What does the Prompt Improver Prompt prompt do?
Use whenever a prompt gives inconsistent output.
Which AI models work with this prompt?
It is model-agnostic: it works with any capable general model. Replace the bracketed variables with your own context before running it.
What output should I expect?
Diagnosis: - No role. - Ambiguous output format. - No guardrail against invented data. Improved: [rewritten prompt] Why: role sets expectations; JSON schema removes parse work; 'do not invent' cuts hallucination.
↳ connected nodes
Workflow↳ linked
Prompt Library Operations
Version, evaluate, and reuse prompts as operational assets rather than loose text snippets.
Prompt↳ linked
JSON Extractor Prompt
Extract structured JSON from any unstructured text.
Dictionary↳ linked
Prompt Chaining
Pipelining LLM calls where each step's output feeds the next.
Dictionary↳ linked
Few-Shot Prompting
Showing the model 2–5 examples of the task inside the prompt so it mirrors the pattern.
Dictionary↳ linked
System Prompt
A high-priority instruction that sets the model's role, tone and constraints for the whole conversation.
Dictionary↳ linked
Prompt Template
A reusable prompt with named variables filled at runtime.