Prompt Engineering Toolkit

Your Original Prompt

Optimization Techniques

Chain-of-Thought

Ask the model to think step-by-step before answering

+40% reasoning accuracy

Better for complex problems

Few-Shot

Provide examples of desired output format

+35% format accuracy

Clearer expectations

Role Assignment

Assign an expert persona to the AI

+30% depth

More authoritative

Negative Prompting

Specify what not to include

-50% unwanted content

More focused responses

Temperature

Adjust creativity vs precision

Balance novelty/reliability

Better brainstorming

Iterative Refinement

Progressively narrow responses

3x more precise

Step-by-step focus

XML Tags

Structure with markup

+15% parsing accuracy

Better for APIs

Seed Control

Ensure reproducible outputs

Consistent results

Better testing

Hybrid Human-AI

Combine AI draft with human edits

60% faster revisions

More control

Meta-Prompts

AI improves its own prompts

22% better phrasing

Self-optimizing

Optimized Prompt

Model Response

Debug Console