Self-Consistency
Sampling multiple answers and picking the majority to reduce errors.
/ quick answer
Self-consistency runs the same prompt N times at temperature > 0 and aggregates. Cheap way to boost accuracy on reasoning tasks without changing the model. Sampling multiple answers and picking the majority to reduce errors.
/ frequently asked
What is Self-Consistency?
Self-consistency runs the same prompt N times at temperature > 0 and aggregates. Cheap way to boost accuracy on reasoning tasks without changing the model.
What is an example of Self-Consistency?
A math tutor asks the model 5 times and returns the most common answer.
Why does Self-Consistency matter?
Sampling multiple answers and picking the majority to reduce errors.
What should I learn after Self-Consistency?
Open the related workflows and prompts further down this page: they show how this idea is applied in a real task, step by step.
/ continue exploring
Related concepts
The vocabulary this page depends on.
- →Few-Shot Prompting
Showing the model 2–5 examples of the task inside the prompt so it mirrors the pattern.
- →Chain-of-Thought Prompting
Instructing a model to think step by step before answering.
- →Zero-Shot Prompting
Asking a model to do a task with no examples in the prompt.
- →Prompt Chaining
Pipelining LLM calls where each step's output feeds the next.
Related workflows
Turn this into a repeatable process.
- →How to Create a Website with AI
Go from idea to a live, custom-domain website in one afternoon using AI builders.
- →How to Build an AI Content System
A repeatable pipeline that turns one input into publish-ready content across every channel.
- →How to Start a Niche Website with AI
Pick a niche, validate demand, build the site, and publish ranking content using AI end-to-end.
- →Personal Research Assistant Workflow
A repeatable system to research any topic deeply in under 30 minutes.
Related tool stacks
The tools that run it in production.
- →AI Research & Knowledge Stack
Default toolset for analysts, founders and creators doing deep research with AI.
Related prompts
Reusable prompts for this job.
- →SEO Title + Meta Description Generator
Generate 5 title/meta pairs optimized for click-through and keyword coverage.
- →FAQ Block Generator (AEO-Optimized)
Turn any article into 5 crisp FAQ Q&A pairs, formatted for FAQPage schema.
- →Personalized Cold Outbound Email
Write a 4-sentence cold email that opens with a real hook, not a fake compliment.
- →Changelog Entry → Launch Tweet
Turn a dry changelog line into a punchy tweet that actually gets engagement.
Comparisons & alternatives
Pick between the options.
- →ChatGPT vs Claude
Two leading conversational AI assistants compared across reasoning, writing, coding, and pricing.
- →Lovable vs Bolt
Two AI app builders compared on speed, backend, deployment, and production readiness.
- →OpenAI API vs Anthropic API
Choosing between the two leading LLM API providers for production apps.
- →Lovable vs Cursor
Prompt-to-app builder vs AI-assisted code editor — which one should you reach for?