Answers with receipts
Every AI answer is evaluated independently — with evidence, explanations, and specific findings you can see and act on. This is what it looks like when AI shows its work.
Response Evaluation
Watch MyFrontDoor evaluate an AI response in real time — catching issues the model can't see in itself. Click any scenario to explore.
I take metformin for diabetes. Is it safe to take ibuprofen for my headaches?
Combined Intelligence
One prompt, multiple models, one synthesized answer. See how MyFrontDoor combines the best of each model — and what happens when they disagree.
What gets evaluated
MyFrontDoor evaluates across dozens of dimensions, including these. Each finding comes with evidence from the response and a clear explanation of why it matters.
Factual Accuracy
Catches wrong claims, made-up statistics, invented citations, and outdated information before you rely on them.
“That study doesn't appear to exist”
Bias and Perspective
Detects one-sided viewpoints, cultural assumptions, gender defaults, and perspectives that got left out.
“Only showing one side of the story”
Overconfidence
Flags opinions stated as facts, false precision, and claims that sound certain but shouldn't be.
“More confident than the evidence allows”
Safety and Harm
Catches missing warnings in medical, legal, or financial advice that could lead to real-world harm.
“Critical safety warning missing”
Omissions
Identifies important information, caveats, or alternatives that the AI left out of its response.
“Missed something important”
Reasoning Errors
Spots logical fallacies, conclusions that don't follow, and arguments that seem sound but aren't.
“The logic doesn't hold up”
...and many more. The evaluation evolves continuously as new patterns emerge.
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