AI Answer Synthesizer

Stop reading 5 AI answers. Get one clear recommendation.

The Problem · How It Works · Installation · Usage · Examples · Roadmap · Contributing

The Problem

You ask the same question to ChatGPT, Claude, Gemini, Copilot, and Perplexity. You get five long responses. Now you're more confused than before.

The AI Answer Synthesizer solves this. Paste multiple AI responses into Claude and get back:

One clear recommendation (not five summaries)
Confidence scoring (how much the AIs actually agree)
Real disagreement detection (not just vocabulary differences)
An action plan matched to your skill level
A list of what to ignore (so you don't drown in options)

This is not a summarizer. It's an adjudicator.

How It Works

The skill uses a 6-step analytical methodology that goes beyond summarization:

hljs language-vbnet

┌─────────────────────────────────────────────────────┐
│                                                     │
│  1. EXTRACT CLAIMS    → Break each response into    │
│                         discrete, testable claims   │
│                                                     │
│  2. MAP CONSENSUS     → Which claims do multiple    │
│                         AIs actually agree on?      │
│                                                     │
│  3. COLLAPSE ALIASES  → "MVP" and "prototype"       │
│                         mean the same thing          │
│                                                     │
│  4. DETECT CONFLICTS  → Where do they ACTUALLY      │
│                         disagree, not just differ?   │
│                                                     │
│  5. ASSESS FIT        → Match complexity to the     │
│                         user's real skill level      │
│                                                     │
│  6. SYNTHESIZE        → One recommended path with   │
│                         honest confidence level      │
│                                                     │
└─────────────────────────────────────────────────────┘

Key Safeguards

Safeguard	What It Prevents
Anti-Consensus Bias	Majority vote burying a better minority answer
Hallucination Cascade Detection	LLM summarizing LLM errors and amplifying them
Lone Claim Flagging	One AI's unsupported claim slipping in as fact
Complexity Filter	The most advanced answer winning over the most useful one

Installation

Claude.ai (Recommended)

Go to claude.ai → Settings → Skills
Click Create Skill
Copy the contents of skills/ai-answer-synthesizer/SKILL.md
Paste into the skill instructions
Save

Claude Code

hljs language-bash

# Clone and install
git clone https://github.com/knightkar/Ai-Answer-Synthesizer.git
cd ai-answer-synthesizer

# The skill file is at:
# skills/ai-answer-synthesizer/SKILL.md

Usage

Quick Mode — Just give me the answer

hljs language-less

I asked ChatGPT and Gemini the same question. Here are their responses:
[paste responses]
Give me a quick synthesis.

Output: 2-4 sentence answer + confidence level + one next step.

Deep Mode — Help me understand

hljs language-less

I asked 3 AIs how to deploy a web app. Here are all their responses:

ChatGPT said: [paste]
Gemini said: [paste]  
Copilot said: [paste]

Synthesize these and tell me the best path for a beginner.

Output: Full structured analysis with consensus map, disagreement detection, recommended path, and ignore list.

Examples

Example 1: Conflicting technical advice

You: "ChatGPT says use React, Claude says use plain HTML, Gemini says use Next.js. I just want to build a simple landing page."

Synthesizer output:

The Short Answer: Use plain HTML and CSS. For a simple landing page, a framework adds complexity you don't need yet.

Confidence: High — two of three responses support starting simple, and the React/Next.js suggestions assume you need features you haven't mentioned.

What They Agree On:

You need a landing page, not a web app

Start simple, scale later

Good design matters more than the framework

Where They Actually Disagree: The "disagreement" is really about scale. React and Next.js are for when you need interactivity and routing. A landing page doesn't need either. This isn't a real conflict — it's different assumptions about what you're building.

Recommended Path:

Create an index.html file

Add your content and basic CSS

Deploy free on GitHub Pages or Netlify

Only add a framework if you need dynamic features later

Example 2: Overwhelmed beginner

You: "I feel overwhelmed by these AI answers. Please simplify and tell me only what matters."

Synthesizer output (Quick Mode):

The answer: All three AIs are telling you the same thing in different words: start with the smallest version that proves your idea works. Don't build the full system yet.

Confidence: High — complete consensus on the core recommendation.

Do this next: Write down your idea in one sentence, then build only the piece that tests whether anyone actually wants it.

Example 3: Two responses only

You: "Perplexity and Claude gave me different investment strategies. Which should I follow?"

Synthesizer output:

The Short Answer: Both suggest diversification but differ on allocation. With only two sources and a financial decision, treat this as a starting point for research, not a final answer.

Confidence: Medium — two sources with partial agreement, but financial advice requires more context than either AI had.

See examples/sample-prompts.md for more test scenarios.

Repository Structure

hljs language-graphql

ai-answer-synthesizer/
├── README.md                          # You are here
├── LICENSE                            # MIT License
├── CONTRIBUTING.md                    # How to contribute
├── .gitignore                         # Git ignore rules
├── skills/
│   └── ai-answer-synthesizer/
│       └── SKILL.md                   # The skill (install this)
├── examples/
│   └── sample-prompts.md              # Test prompts to try
└── assets/
    └── banner.png                     # Repo banner image

Status

This project is actively maintained and in use. Current priorities:

Core synthesis methodology (6-step analysis)
Quick Mode and Deep Mode
Anti-consensus bias safeguards
Hallucination cascade detection
Lone claim risk flagging
Test on 20+ real-world multi-AI comparisons
Community-contributed edge cases
Browser-based input tool (v2)

Roadmap

Phase	Focus	Status
v1.0	Core Claude Skill with full methodology	✅ Complete
v1.1	Community testing and edge case refinement	🔄 In Progress
v2.0	Browser-based input collector (paste UI)	📋 Planned
v3.0	Browser extension for one-click collection	💡 Exploring

Design Principles

Adjudicate, don't summarize — Produce verdicts, not book reports
Simplicity over sophistication — The most useful answer beats the most impressive one
Honest confidence — Say when you're uncertain instead of hedging with filler
One path when possible — Recommend, don't fence-sit
Complexity is not quality — The longest answer is rarely the best answer
Consensus is a signal, not a verdict — A well-reasoned minority view can beat a generic majority

Contributing

Contributions are welcome. The most impactful contributions right now:

Real-world test cases — paste actual multi-AI comparisons and share how the skill performed
Edge cases — scenarios where the synthesis logic breaks down
SKILL.md improvements — sharper methodology, better phrasing
Documentation — clearer README, better examples

See CONTRIBUTING.md for guidelines.

License

MIT — Use it, fork it, improve it, ship it.

Acknowledgments

Built by synthesizing insights from ChatGPT, Claude, Gemini, Copilot, and Perplexity — which is exactly the kind of problem this skill was made to solve.

Inspired by the growing need for AI adjudication as multi-model workflows become the norm. Special thanks to the Claude Skills ecosystem and the open-source community for the patterns that shaped this project.

_{If this skill saved you from reading five AI essays, consider giving it a ⭐}

Ai-Answer-Synthesizer