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Introducing Local Pulse: Symptom Suggestions That Know Where You Are

Symplicured Team6 min read
Introducing Local Pulse: Symptom Suggestions That Know Where You Are

A Smarter Way to Start a Health Check

For most people, the hardest part of using a health app is the first sentence. "What do I even type?" You feel a little off, or your child does, and you stare at a blinking cursor wondering whether to write "sore throat", "throat scratchy", or "feeling weird".

We watched this hesitation play out in real sessions. So we replaced the generic suggestion pills on the Symplicured home page with something far more useful: Local Pulse, a set of 6 to 8 symptom suggestions that reflect where you are, what time of year it is, and what people in your area have been searching for.

Open the home page in Mumbai during monsoon and you might see "Itchy mosquito bites", "Stomach cramps, diarrhea", "Prevent dengue fever?". Open it in Singapore on a hot afternoon and the suggestions shift to "Sunburn relief", "Stay hydrated daily?", "Boost immunity now?". The home page now feels less like a search box and more like a friendly neighbour who already knows what is going around.

Health is local in ways most software ignores. Dengue spikes in tropical monsoons, not Nordic winters. Heat exhaustion shows up in Houston in July and Sydney in January. Hay fever explodes in spring, not autumn. A generic suggestion list cannot capture any of this, and a hand-curated list cannot keep up with every city, every month, every shift in seasonal pressure.

So we built Local Pulse to handle this dynamically, with a real focus on city-level climate awareness rather than country-level buckets. Mumbai during monsoon and Delhi during pre-monsoon are in the same country in the same month, yet the things people are actually feeling are very different. Local Pulse treats them as different, because they are.

How Local Pulse Works

Local Pulse runs on a single, fast call to an LLM. Each time the home page loads, the backend looks at a small set of signals to decide what to show you:

  • City, region and country, derived from the network request, never stored.
  • Current month and hemisphere, so winter in Helsinki and winter in Auckland get the right pills.
  • Optional age group and sex, only if the visitor has already shared this in a previous session.
  • Language, so pills render in the same language as the rest of the page.

What You Will Notice

The change is small at first glance and big in practice.

The empty state under the input now reads "Common symptoms people in your area searched. Try one of these", followed by a row of suggestion pills. Each pill is a single tap away from a full Symplicured assessment.

If you start typing your own symptoms instead, nothing changes. The pills quietly step aside and the home page behaves exactly as before. Local Pulse is meant to lower the barrier to starting, not to push you into using suggestions you do not want.

Privacy by Design

Local Pulse is built to be useful without being intrusive.

  • No personal health information is processed. The home page knows nothing about your symptoms until you type them in.
  • City-level geolocation only. We use the same coarse location data your browser already exposes to every website you visit. We do not store it, and we do not log raw request bodies.
  • Aggregate cache. Pill sets are cached by city, month, age group and sex, never by any identifier that could point back to a person.
  • Legitimate-interest basis under GDPR. This is a non-consent feature because no personal or health data is collected. The feature is documented in our privacy policy and disclosed before you ever interact with it.

We treat the home page like a public lobby. Local Pulse helps decorate it with relevant signs, but it does not follow you around the building.

Built End-to-End by Dinil Kadeekal

Local Pulse was designed and built end-to-end by Dinil Kadeekal, the product lead who owned the feature from the first sketch to the live release.

The hardest problem was not the AI part. It was making sure the pills always felt useful and never felt creepy. Every iteration was tested against that bar.

When you build a health product, the hardest job is meeting people on a normal day, before anything has gone wrong," said Dinil Kadeekal, product lead at Symplicured. "Local Pulse is built for that moment. It is a small interaction at the top of the home page, but it changes everything that comes after it. We wanted the first thing a visitor sees to feel like it already knows their world, not a generic search box from anywhere on the internet.

Try It Today

Open symplicured.com on any device and you will see Local Pulse in the empty-input state on the home page. Tap a pill to start a full symptom check, or type your own. Both paths lead to the same multi-AI assessment.

Local Pulse is live now in every supported language and every country we operate in. We expect the pill content to keep getting sharper as our cache fills out and as we learn which suggestions actually help people start the conversations they wanted to start in the first place.


Local Pulse is part of Symplicured's ongoing work to make early diagnosis simple and accessible for everyone. Start a health check.

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