Same four recipes as Episode 5 — taken to an adult ESL class with 11 tasters from 9+ countries. A question about culture, preference, and whether who's in the room changes everything. Spoiler: it does.

Watch Now ↗ Data Recap →

All Episodes

The Archive

Available Now

Episode 06

International Dark Chocolate Cherry Crunch

✓ Emily ✓ Claude ChatGPT Gemini

Data Recap →

Available Now

Episode 05

Dark Chocolate Cherry Crunch Cookie

✓ ChatGPT ✓ Claude Gemini Emily

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Available Now

Episode 01

The Toffee-Forward Chocolate Chip Cookie

✓ Claude ChatGPT Gemini

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Available Now

Episode 02

The Classic Chocolate Chip Cookie

✓ Claude ✓ Gemini ChatGPT

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Available Now

Episode 04

Cookies That Taste Like Summer

✓ Gemini ✓ ChatGPT Claude

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Available Now

Episode 03

The Umami Chocolate Chip Cookie

✓ Gemini Claude ChatGPT

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About the Host

Emily O'Neal

Everyone is using, afraid to use, or talking about AI. I rely on it for work and became more curious about its capability as I dabbled in using it to develop baking recipes. I wondered if it could help me capture the flavors and concepts I was trying to make shine.

What I learned is this: sometimes. Sometimes it could hit the mark and make something incredibly tasty. Sometimes it was a train wreck, and the more it tried to "help," the worse the recipe got.

I wondered if that was the status quo for all AIs, or just the platform I was using. AI Made. Human Verified. is my attempt to find out which AI is the most reliable baking partner.

I give three models the same recipe brief, bake everything faithfully, and let a blind panel of real people decide who wins. The kitchen is honest and the tasters don't know which AI is which. The one that performs best gets the credit.

I'm a baker based in Washington state. Not a developer, not a researcher, not anything other than a curious baker with strong opinions about cookies and an itch to find out which AI is the best baking buddy.

"AI is writing recipes. I'm making sure someone actually bakes them." — The premise of the show

About the Show

The Concept

Every episode starts with a prompt. The same prompt goes to Claude, ChatGPT, and Gemini — with no additional coaching, no refinement, no asking it to "try again." Whatever comes back is what gets made.

The Human Verification Panel — a rotating group of real people — tastes the results without knowing which is which. They score on flavor, texture, appearance, and overall preference. The scores are tallied. The winner is announced. The AI doesn't get a participation trophy.

This is food content and AI content for people who are skeptical of both — and curious about the intersection.

The Methodology

The Human Verification Panel

The HVP is the heart of the show. A structured, blind tasting process designed to remove bias, enforce fairness, and produce a result that actually means something.

01

The Prompt

A single recipe brief is written — specific enough to produce a real recipe, open enough to reveal each AI's instincts. The same prompt, word for word, is submitted to Claude, ChatGPT, and Gemini in the same session. No iteration. No regeneration. First response only.

02

Faithful Execution

Each recipe is baked exactly as written. If the AI says two tablespoons, it's two tablespoons. If the instructions are unclear, that ambiguity is documented — not corrected. The goal is equal execution, not equal results.

03

Blind Labeling

Each bake is assigned a neutral label (A, B, C) with no identifying information. Panelists receive the samples simultaneously with no knowledge of which AI produced which recipe.

04

Structured Scoring

Each panelist completes a ballot scoring on four criteria: flavor, texture, appearance, and overall preference. Written comments are collected. Scores are tallied after all ballots are submitted.

05

The Verdict

Results are revealed on camera. The winning AI is announced. The margin of victory, the score breakdown, and panelist commentary are all shared — wins, losses, and surprises included.

The Panel

Who's on the HVP?

👩‍👩‍👦

Rotating Tasters

The panel changes each episode — friends, neighbors, and willing strangers. No permanent panelists means no palate fatigue and no score inflation.

🙈

Genuinely Blind

Panelists are not told what they're tasting or why until after scores are submitted. They know they're on a tasting panel. They don't know the stakes.

📋

Real Criteria

Scored on flavor, texture, appearance, and overall preference using a consistent ballot. Written feedback is collected and shared verbatim in the episode.

Recipe Archive

The Recipes

Every recipe featured on the show — including the AI-generated originals and occasional HVP-approved adaptations — available to bake at home.

Episode 06 · International Dark Chocolate Cherry Crunch

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Emily's Dark Chocolate Cherry Crunch Cookie

Episode 06 · Room Winner (All 11)

View Recipe

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Claude's Dark Chocolate Cherry Crunch Cookie

Episode 06 · Composite Winner

View Recipe

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ChatGPT's Dark Chocolate Cherry Crunch Cookie

Episode 06 · International Winner

View Recipe

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Gemini's Dark Chocolate Cherry Crunch Cookie

Episode 06

View Recipe

Episode 05 · Dark Chocolate Cherry Crunch Cookie

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ChatGPT's Dark Chocolate Cherry Crunch Cookie

Episode 05 · Room Winner

View Recipe

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Claude's Dark Chocolate Cherry Crunch Cookie

Episode 05 · Composite Winner

View Recipe

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Emily's Dark Chocolate Cherry Crunch Cookie

Episode 05 · The Contender

View Recipe

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Gemini's Dark Chocolate Cherry Crunch Cookie

Episode 05

View Recipe

Episode 04 · Cookies That Taste Like Summer

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Gemini's Lemon Blueberry Sweet Cream Cookie

Episode 04 · Room Winner

View Recipe

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ChatGPT's Strawberry Lemonade Sugar Cookie

Episode 04 · Composite Winner

View Recipe

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Claude's Sunshine & Citrus Sugar Cookie

Episode 04

View Recipe

Episode 03 · Umami Chocolate Chip Cookie

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Gemini's Umami Chocolate Chip Cookie

Episode 03 · HVP Winner

View Recipe

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Claude's Umami Brown Butter Chocolate Chip Cookies

Episode 03

View Recipe

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ChatGPT's Umami Chocolate Chip Cookies

Episode 03

View Recipe

Episode 02 · Classic Chocolate Chip Cookie

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Claude's Classic Chocolate Chip Cookie

Episode 02 · Composite Winner

View Recipe

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ChatGPT's Classic Chocolate Chip Cookie

Episode 02

View Recipe

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Gemini's Classic Chocolate Chip Cookie

Episode 02 · Popular Vote Winner

View Recipe

Episode 01 · Toffee-Forward Chocolate Chip Cookie

🍪

Claude's Toffee-Forward Chocolate Chip Cookie

Episode 01 · HVP Winner

View Recipe

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ChatGPT's Toffee-Forward Chocolate Chip Cookie

Episode 01

View Recipe

🍪

Gemini's Toffee-Forward Chocolate Chip Cookie

Episode 01

View Recipe

Up Next · Episode 07

Sugar Cookies.

New prompt, new room, and Emily's recipe is back in the mix — with a few years of professional decorated sugar cookie experience on her side.

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Get in Touch

Let's work together.

Brand Partnerships

I partner with brands whose products I actually use in my kitchen. If your product would genuinely make it into my pantry, let's talk. No sponsored opinions, no undisclosed placements.

Press & Collaborations

Media inquiries, podcast appearances, and creative collaborations welcome. I'm happy to talk about the show, the methodology, or the surprisingly strong feelings people have about AI-generated recipes.

HVP Applications

Want to eat cookies and tell me what you think? The panel is always looking for new tasters. Local to the Pacific Northwest preferred, but reach out regardless.