This isn't a symptom checker.It's a reasoning system.
Most health tools ask what's wrong and guess at answers. WhatsAilingMe reads your actual medical history, structures it, and reasons through it the way a thorough clinician would—if they had unlimited time.
What you bring
You start by uploading what you already have: lab results, imaging reports, visit notes, discharge summaries, specialist letters—whatever is sitting in your patient portals or your filing cabinet.
You also complete a detailed intake that goes far beyond the standard clipboard. We ask about medication timing, symptom progression, environmental exposures, life changes, sleep patterns, and the small details that often hold clues.
If you have unresolved symptoms, you describe them in your own words. When they started. What makes them better or worse. What you've already tried.
The more complete your input, the more thorough the analysis. But we work with what you have—and tell you when we need more.
Structuring, not summarizing
Here's where we differ from most AI tools. We don't just summarize your records. We structure them into normalized medical facts.
Every medication gets mapped to a standard terminology. Every lab result gets categorized with its reference range and date. Every diagnosis gets reconciled—so "high blood pressure," "hypertension," and "HTN" become one consistent entry.
This isn't cosmetic. It's what allows the system to reason across documents from different providers, different years, and different formats—and find connections that would otherwise stay hidden in inconsistent language.
Labs Normalized
Results from different labs, different years, unified into one comparable view.
Terms Reconciled
Different names for the same condition become one entry you can track.
Facts Verified
Data is extracted, verified, and stored—not just read once and forgotten.
Building your timeline
Most medical records exist as disconnected snapshots. A visit here. A lab there. A note from a specialist that never made it back to your primary care.
We rebuild the sequence. When did your symptoms first appear? What changed around that time? Which medications were started, stopped, or adjusted? What was happening in your life?
This longitudinal view is where the real insights live. A lab value that's "normal" today might have been trending downward for two years. A symptom that started "recently" might correlate exactly with a medication switch six months ago.
The question isn't just "what do your labs show?" It's "what changed, and what happened next?"
Started new blood pressure medication
First mention of fatigue in visit notes
Potassium level drops to low-normal range
Connection identified: Medication class known to affect potassium levels; symptom onset correlates with medication start.
Finding patterns, weighing evidence
With structured data and a timeline in place, the system looks for correlations. Not wild guesses—methodical pattern matching against your specific evidence.
It considers what your symptoms could indicate, cross-references your lab trends, factors in your medication history, and weighs each possibility by how well it fits the data.
Critically, it separates facts from hypotheses. A lab result is a fact. A possible explanation is a hypothesis. The system tracks which evidence supports each hypothesis and how strongly.
This isn't pattern matching against internet symptoms. It's reasoning through your actual medical data.
Handling uncertainty honestly
This is where most AI health tools fail. They give you confident-sounding answers when the data doesn't support confidence.
WhatsAilingMe uses explicit confidence thresholds. If a possibility is strongly supported, we say so. If it's plausible but uncertain, we say that too. If the data is insufficient to draw conclusions, we tell you what's missing instead of guessing.
When we need more information, we ask for it. Specific questions. Not generic intake forms—targeted clarifications based on what the analysis has identified as relevant gaps.
Strong evidence
"Your lab trends and symptom timeline strongly suggest this warrants investigation."
Possible but uncertain
"This could explain your symptoms, but we'd need additional testing to be confident."
Insufficient data
"We can't draw conclusions here. Do you have records from your 2021 hospitalization?"
What you receiveTwo documents. One conversation starter.
Possibility Report
A ranked list of what your data suggests—not diagnoses, but possibilities worth investigating. Each one shows the evidence that supports it and the confidence level.
Written for you. In plain language.
Physician Intake Document
A structured clinical summary your doctor can actually use. Your history, organized. Your timeline, clear. Your concerns, articulated in medical language.
Written for clinicians. Ready for your appointment.
Neither document tells you what you have. Both give your physician a head start—so your 15-minute appointment can focus on decisions, not history-taking.
A living health story
Your health model doesn't freeze after one analysis. It grows.
When you get new lab results, upload them. When a symptom changes, log it. When you see a new specialist, add their notes. Every piece of information refines the picture.
The system re-analyzes with each meaningful update. Patterns that were uncertain become clearer. Hypotheses get confirmed or ruled out. Your health story stays current—not locked in some filing cabinet or scattered across portals.
For the first time, you have one place where your entire medical history lives, connects, and evolves.
What this is not
We should be clear about what WhatsAilingMe is and isn't.
- Not a diagnosis. We don't tell you what you have. That's what physicians are for.
- Not a replacement for medical care. This prepares you for better conversations, not fewer appointments.
- Not a symptom checker. We don't guess based on what you type. We reason through your actual records.
- Not magic. We can only work with the data you provide. More complete records mean better analysis.
What we are: a rigorous system that helps you and your doctors see your health story clearly—organized, connected, and ready for action.
Ready to connect the dots?
Your records are already waiting. Let's turn them into a story that makes sense.