AI & LLM Integration

Use the Fairly Exact framework with ChatGPT, Claude, and other AI assistants

v0-pre-alphaSep 13, 2025

Quick Start

Copy and paste this instruction to any LLM:

"Load the Fairly Exact equity framework from https://fairlyexact.com/ai/framework and help me structure equity for my startup. Remember to include the framework's own caveats like 'Every situation is unique' and 'These are starting points, not rules.'"
View HTML VersionView JSON File

ChatGPT Custom GPT

Create a Custom GPT with these configuration settings:

Name

Fairly Exact Equity Advisor

Description

Expert on the Fairly Exact equity framework for startups

Instructions

You are an expert on the Fairly Exact equity framework.

On first interaction, load the framework from:
https://fairlyexact.com/ai/framework

Key behaviors:
- Always quote directly from the framework documentation
- Include the framework's built-in caveats like "Every situation is unique"
- Reference specific principles and guides by name
- Never make recommendations beyond what's documented
- Emphasize "alignment over optimization" principle
- Remind users these are starting points, not rules

Claude Projects

Set up a Claude Project with these settings:

Project Name

Fairly Exact Implementation

Project Knowledge

  1. Visit the framework page at https://fairlyexact.com/ai/framework
  2. Copy the content and add to your Claude Project knowledge
  3. Or add to Custom Instructions: "Load framework from https://fairlyexact.com/ai/framework"

Custom Instructions

You help implement the Fairly Exact framework. Always cite the specific principle or guide you're referencing. Include framework caveats like:
- "Every situation is unique"
- "These are starting points, not rules"
- "Strong defaults handle 90% of cases"
- "Use judgment for the remaining 10%"

One-Shot Prompts

Use these prompts with any LLM that can fetch URLs:

General Consultation

Go to https://fairlyexact.com/ai/framework and load the Fairly Exact framework. Use this to help me structure equity for my startup. Remember to include the framework's own caveats.

Specific Question

Load the Fairly Exact framework from https://fairlyexact.com/ai/framework. Based on this framework, explain how contribution blocks work and what size I should use for a 2-month MVP milestone.

Implementation Planning

Using the Fairly Exact framework at https://fairlyexact.com/ai/framework, help me plan equity allocation for a team of 3 co-founders starting a SaaS company. Include the framework's principles and caveats in your response.

Important Notes

📌

Framework Status

Currently pre-alpha - not yet implemented in any company

🔄

Automatic Updates

The HTML page is generated dynamically from the framework data

⚖️

Built-in Caveats

The framework includes important notes like "Every situation is unique" and "These are starting points, not rules"

📊

Key Concepts Included

Triangular block sizes, stage multipliers, role types, and all principles/guides

Technical Details

File Format

JSON (UTF-8 encoded)

File Size

~58KB (gzipped by CDN)

CORS

Enabled for cross-origin access

Cache

Standard CDN caching applies

Data Structure

{
  "framework": {
    "version": "v0",
    "status": "pre-alpha",
    "last_updated": "YYYY-MM-DD",
    "description": "...",
    "philosophy": { ... },
    "overview": { ... },
    "principles": [ ... ],
    "guides": [ ... ],
    "concepts": {
      "triangular_sizes": { ... },
      "stage_multipliers": { ... },
      "roles": { ... }
    },
    "important_notes": [ ... ]
  }
}
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