Support the Consumer AI Meta‑Analysis Project

A Public‑Benefit Research Initiative by AskAFriend Publishing

Every day, millions of people turn to AI systems for help with legal problems, insurance disputes, home repairs, medical bills, and consumer fraud. These are high‑stakes decisions — and the guidance people receive can shape their finances, their rights, and their safety.

Yet no independent, cross‑domain evaluation exists to measure how well AI models actually perform in these real‑world consumer scenarios.

We’re changing that.

What We’re Building

The Consumer AI Meta‑Analysis Project is the first structured, multi‑domain evaluation of AI reasoning across six critical areas of everyday life:

Legal Literacy
Insurance Navigation
Home Repair & Contractor Issues
Home Buying & Real Estate
Consumer Protection & Fraud
Health Advocacy

This project will produce:

A registered research protocol
A public dataset of AI responses
A transparent scoring rubric
A cross‑model comparison of leading AI systems
A consumer‑facing knowledge base to help people make safer decisions

This work is being developed by AskAFriend Publishing LLC, an independent educational publisher with a mission to improve consumer literacy and empower people to navigate complex systems.

Why This Matters

Consumers rely on AI for guidance in situations where mistakes can be costly:

A tenant facing eviction
A patient disputing a medical bill
A homeowner dealing with a contractor dispute
A parent navigating insurance appeals
A worker facing discrimination
A buyer trying to understand a real estate contract

This project helps answer a simple but urgent question:

“Can AI give people safe, accurate, actionable guidance when it matters most?”

Your support helps make that possible.

How Sponsorship Helps

Sponsorship funds are used to:

Run large‑scale evaluations across multiple AI models
Cover API usage costs
Support data cleaning and scoring
Build the public dataset
Develop the consumer‑facing website
Publish the final meta‑analysis
Expand the project into additional domains

This is a public‑benefit research project, not a commercial product. Your support directly enables independent evaluation that helps consumers, educators, policymakers, and the AI community.

Ways to Sponsor

You can support the project in several ways:

1. API Credits

AI companies and developers can donate API credits to help run the evaluation pipeline.

2. Micro‑Grants ($100–$500)

Perfect for individual supporters, LinkedIn angels, and small organizations.

3. Project Sponsorship ($1,000–$5,000)

Ideal for companies or foundations that want to support independent AI evaluation.

4. Institutional Sponsorship ($10,000+)

For organizations that want to be recognized as core supporters of consumer AI safety.

Sponsor Benefits

Depending on your level of support, sponsors may receive:

Name or logo placement on the project website
Acknowledgment in the published protocol
Acknowledgment in the final meta‑analysis
Early access to datasets and findings
A “Supporting Responsible AI” badge
Optional collaboration opportunities

This is a chance to support meaningful, independent research that benefits millions of consumers.

Why Support This Project Now?

AI is moving fast. Consumer protection is not.

This project fills a critical gap by evaluating AI systems where people actually rely on them — not in academic benchmarks, but in real‑world consumer scenarios.

Your support helps ensure that:

AI guidance is safer
consumers are better informed
policymakers have better data
the public has access to transparent evaluation

If you believe in responsible AI, consumer empowerment, and independent research, your sponsorship makes a real difference.

Become a Sponsor

If you’d like to support the project, collaborate, or learn more, reach out:

AskAFriend Publishing LLC Grand Junction Colorado / Clearwater, Florida / Guadalajara, Mexico

Email us at: research @ askafriend.com

Let’s build something that protects consumers, improves AI safety, and leaves a meaningful legacy.