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WhatIf

Open Source
Explainability and Fairness Updated Feb 15, 2026
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Overview

WhatIf is an AI agent in the Explainability and Fairness category. ![](https://img.shields.io/github/stars/pair-code/what-if-tool.svg?cacheSeconds=86400) - An easy-to-use interface for expanding understanding of a black-box classification or regression ML model.

Problem It Solves

This tool addresses challenges in the explainability and fairness domain.

Target Audience: Developers and teams working with explainability and fairness automation.

Inputs

  • User configuration
  • API credentials (if required)
  • Task parameters

Outputs

  • Automated task results
  • Status reports
  • Generated content or actions

Example Workflow

  1. 1 User configures the agent with required parameters
  2. 2 Agent receives input data or trigger
  3. 3 Agent processes the request using its core logic
  4. 4 Agent interacts with external services if needed
  5. 5 Results are returned to the user

Sample System Prompt


              You are WhatIf, an AI assistant. Help the user accomplish their task efficiently.

            

Tools & Technologies

LLM APIs Python

Alternatives

  • AutoGPT
  • LangChain Agents
  • CrewAI

FAQs

Is this agent open-source?
Yes
Can this agent be self-hosted?
Yes
What skill level is required?
Intermediate