
Add AI search feature on "Drugs.com" app - a UI/UX Case study
Overview :
About :
Drugs.com is a comprehensive, independent online pharmaceutical encyclopedia providing free, peer-reviewed, and up-to-date information on over 24,000 prescription drugs, OTC medications, and natural products. Designed for consumers and healthcare professionals, it offers tools like pill identifiers, drug interaction checkers, and side effect guides.
Key details about Drugs.com:Information Source: It compiles data from trusted sources, including the American Society of Health-System Pharmacists, Cerner Multum, and Micromedex.
Key Features: Users can access a "Pill Identifier Wizard" a "Drug Interaction Checker," and information on medical conditions.
Target Audience: It serves both patients and healthcare professionals.
Availability: The site is available in over 40 languages.
Not Medical Advice: Drugs.com provides educational information and is not a substitute for professional medical advice, diagnosis, or treatment.
Why it need to be redesigned?To add AI feature on Drugs.com
To add new feature that can increase speed and accuracy for searching drug information
To efficient pharmacist's workload like drug dispensing, patient counceling, collaboration and discussion with phsycian, nurse, etc.
Duration : 4 month
Task : research, design, testing
Team : Muhammad Habiburrohman
Role : ui/ux designer
Metode: Qualitative moderated usability testing - in depth interview
Metrics :
Task Success Rate (Effectiveness)
Time on Task (Efficiency)
Cognitive Effort (Mental Load)
Confidence Score (Trust)
App version on android :
Drugs.com : 3.1.29
Medscape : 12.13.1.11869938
If you prefer explanation on video format, click this video below :
Stage 1 - Empathize
1) Observation :
I make observations by trying out the current web and app "Drugs.com" and see where I feel constrained when interacting with them. After trying this apps, I noted a few points that could potentially to be improved.

2) Research plan :
Background :
Pharmacist is one of the profession that learn and get education about drug, medicine, cosmetics herbs, etc. They often get asked about medicine by other profession (like psycian, nurse, etc) in their workplace. They often get question also do counseling for the patient. So, they should have ability, knowledge and to answer the question accurately and precisely. But, sometimes they forgot about the subject or the topic about it's question. So they need to search on drugs or medicine database to get the information. Problem came when the time constricted, it takes a long time to only find the answer for the question. They have to click and search manually on the "drug information web". Of course, it's will wasting their time. They have to move to another work task.This problem can be solved by using AI. They need AI for his daily work as a clinical pharmacist. He needs app that can help him to get drug information precise, accurate and fast. Especially AI for drug information, because now we're in AI era. Until now he still not finding AI that specific on drug information, he still manually access drug information on website/app like drugs.com, Medscape and MIMS. AI can automate for searching on specific topic. It can reduce wasted time so they can move to another task.
Therefore, me as an UX designer want to design an entire AI interface for a web and application. So, it can be apllied on drugs information website like : drugs.com, Medscape and MIMS. Of course optimize it for the user, who is pharmacist.
Objectives :
Measure how fast and how easy user to find basic information of drug
Scoring how clear and how trusted of the search result
Observe how far the website to help take a case based decision. Including branded name drug
Testing how strong AI that can give complex information
Testing how website facing implicit question
Method : Moderated usability testing- in depth interview
Metrics/ parameter :
Success/ completion rate : It's often called the fundamental usability metric. completion rates are a simple measure of usability. If user succes on completing task, recorded as 1. If user can't, recorded as 0 (1=Task Success and 0= Task failure).
Time on task/ time completion : Time on task (TOT) tells you how long it takes a user to complete a task.
Cognitive Effort : This metrics measure "How mentally demanding was this task?”. It use scale 1- 5.
Confidence Level : This metrics measure “How confident are you in this result?”. It use scale 1- 5.
Sample specification :
Clinical / Community / Hospital Pharmacist
man/women
nationwide
key information areas :
User behavior
Pain point
timeline :

3) Discussion guide :
Introduction :
Hi, thank you so much for coming today! My name is Habib, and I’ll be guiding you through this usability testing session. The session will take around 40 minutes, and we’ll go step-by-step through some simple tasks on two websites.Voluntary participation :
Before we start, please note that your participation today is completely voluntary. You can pause, take a break, or stop the session at any time if you feel uncomfortable. You can also ask questions at any point.Purpose :
The purpose of this session is to evaluate the design and usability of these app. We’re not testing you as a person, but we’re testing the design of the app. What we’re trying to learn is how real users like you — a pharmacists — actually experience the process of finding drug information online.Protocol :
During the session, I’d like you to say everything that’s on your mind while using the websites. There are no right or wrong answers here. For example, tell me what you’re looking for, what confuses you, or what you like or dislike, like the button, the icon, the color, etc. Just do it naturally at your normal pace, just like you would do in your daily work. Of course I'm gonna timering every task done, but it's just for the research not for competition.My role :
I’ll mostly stay quite and take notes while you’re completing the tasks. Sometimes, I might interrupt or ask follow-up questions,its' normal, it’s just part of the process. If you ever feel stuck, I might give a small hint, but I’ll try not to lead you too much.Recording consent :
On this his session, I will record the screen and your voice (mic) so we can review your interactions later. Is that okay with you?Warm-up Question :
Before we start the actual tasks, I’d like to ask a quick question:Could you tell me a bit about how you usually look for drug information in your daily work? For example, what websites or apps do you use most often?
which device you usually use? PC, laptop, or phone?
During the task :
good job !, So now we’ll move on to the tasks. Remember, just describe what you’re doing and what you’re looking for. Do it at normal pace. I’ll give you one task at a time.Closing :
Thank you again for your time and your insights — they’re really valuable to help us make the design better for pharmacists like you. That’s all for today’s session.
Do you have any last thoughts or comments before we wrap up?
4) Conduct research:
Usability testing of the current application is to find out how users interact with the application and to find out what pain points are felt by users. 5 users participated in this test. This test was moderated face-to-face. In this test, I have prepared 5 tasks for users. I record the screen so I can analyze how they interact with the app and can track important points when the user runs each task.
Task List
TASK 1 — Pediatric Dosage Retrieval (Basic Clinical Information)
Scenario: “A 5-year-old child needs paracetamol. Find the recommended dosage.”
Version A: Use Drugs.com search.
Version B: Use Medscape AI Search.
TASK 2 — Side Effects Identification
Scenario: “Find the common side effects of amoxicillin in adults.”
Version A: Use Drugs.com search.
Version B: Use Medscape AI Search.
TASK 3 — Branded Drug in Pregnancy (Real Clinical Case)
Scenario: “A pregnant woman in her first trimester takes Panadol Extra. Is it safe?”
Version A: Use Drugs.com search.
Version B: Use Medscape AI Search.
TASK 4 — Drug Interaction Analysis
Scenario: “Check if there is an interaction between warfarin and amoxicillin. Include monitoring recommendations.”
Version A: Use Drugs.com search.
Version B: Use Medscape AI Search.
TASK 5 — Exploratory / Ambiguous Question
Scenario: “What is the best medication for mild flu symptoms in adults?”
Version A: Use Drugs.com search.
Version B: Use Medscape AI Search.
Post-Task Questions
This question asked after finishing one each task (for both platforms) :
“How mentally demanding was this task?”
(1 = Very easy, 5 = Very difficult)“How confident are you in this result?”
(1 = Not confident at all, 5 = Very confident)
Usability testing result on current design
Participant Overview
Participant | Years of Experience | Practice Type | AI Usage Frequency |
|---|---|---|---|
User 1 | 3 | Community | Rarely |
User 2 | 4 | Community | Rarely |
User 3 | 6 | Community | Often |
user 4 | 3 | Hospital | Often |
user 5 | 8 | Hospital | Often |
Raw Task Performance Data
Participant | Platform | Task number | Task description | Success | Time (seconds) | Cognitive Effort (1–5) | Confidence (1–5) | Notes |
|---|---|---|---|---|---|---|---|---|
User 1 | Drugs.com | 1.a | Pediatric Paracetamol Dosage | ✅ | 66 | 4 | 5 | missclick on wrong article |
User 1 | Medscape AI | 1.b | Pediatric Paracetamol Dosage | ✅ | 23 | 1 | 2 | faster than drugs.com. |
User 1 | Drugs.com | 2.a | Amoxicillin Side Effects | ✅ | 28 | 5 | 5 | missclick on wrong article. the distance was so close |
User 1 | Medscape AI | 2.b | Amoxicillin Side Effects | ✅ | 20 | 1 | 2 | detail result with reference. but still have doubt with AI. |
User 1 | Drugs.com | 3.a | Panadol Extra (Pregnancy) | ✅ | 28 | 4 | 4 | |
User 1 | Medscape AI | 3.b | Panadol Extra (Pregnancy) | ✅ | 30 | 4 | 2 | typing prompt need to much time |
User 1 | Drugs.com | 4.a | Warfarin–Amoxicillin Interaction | ✅ | 17 | 1 | 5 | |
User 1 | Medscape AI | 4.b | Warfarin–Amoxicillin Interaction | ✅ | 14 | 1 | 3 | trusting AI result for searching this topic |
User 1 | Drugs.com | 5.a | Mild Flu Treatment | ✅ | 33 | 5 | 4 | |
User 1 | Medscape AI | 5.b | Mild Flu Treatment | ✅ | 20 | 1 | 2 | AI give sugestion list for treatment. but not brand name |
User 2 | Drugs.com | 1.a | Pediatric Paracetamol Dosage | ✅ | 68 | 5 | 5 | accidentaly click back button |
User 2 | Medscape AI | 1.b | Pediatric Paracetamol Dosage | ✅ | 30 | 1 | 3 | faster showing result. give spesific context |
User 2 | Drugs.com | 2.a | Amoxicillin Side Effects | ✅ | 50 | 5 | 5 | - wrong clicking on other article on diferent durgs .drugs.com showing wrong article list, but give sugestion "do you mean amoxicilin". |
User 2 | Medscape AI | 2.b | Amoxicillin Side Effects | ✅ | 22 | 1 | 2 | faster showing result. but still trust on drugs.com article. because showing full article description on amoxicilin |
User 2 | Drugs.com | 3.a | Panadol Extra (Pregnancy) | ✅ | 70 | 5 | 4 | |
User 2 | Medscape AI | 3.b | Panadol Extra (Pregnancy) | ✅ | 32 | 1 | 3 | - faster showing result, very suitable for fast needs |
User 2 | Drugs.com | 4.a | Warfarin–Amoxicillin Interaction | ✅ | 21 | 2 | 5 | |
User 2 | Medscape AI | 4.b | Warfarin–Amoxicillin Interaction | ✅ | 10 | 5 | 2 | - typing prompt need to much time |
User 2 | Drugs.com | 5.a | Mild Flu Treatment | ✅ | 62 | 5 | 4 | give brand list for mid flu treatment |
User 2 | Medscape AI | 5.b | Mild Flu Treatment | ✅ | 22 | 2 | 3 | AI give sugestion list for treatment. but not brand name |
User 3 | Drugs.com | 1.a | Pediatric Paracetamol Dosage | ✅ | 65 | 5 | 5 | user should manually scanning the full article |
User 3 | Medscape AI | 1.b | Pediatric Paracetamol Dosage | ✅ | 13 | 1 | 5 | - give result on specific context |
User 3 | Drugs.com | 2.a | Amoxicillin Side Effects | ✅ | 27 | 3 | 5 | Look like google but "drug information" version |
User 3 | Medscape AI | 2.b | Amoxicillin Side Effects | ✅ | 20 | 1 | 5 | - trust on this tools, |
User 3 | Drugs.com | 3.a | Panadol Extra (Pregnancy) | ❌ | 85 | 5 | 1 | - failed serching topic |
User 3 | Medscape AI | 3.b | Panadol Extra (Pregnancy) | ✅ | 22 | 1 | 5 | - clear information |
User 3 | Drugs.com | 4.a | Warfarin–Amoxicillin Interaction | ❌ | 90 | 5 | 1 | - failed serching topic |
User 3 | Medscape AI | 4.b | Warfarin–Amoxicillin Interaction | ✅ | 16 | 1 | 5 | - give detailed information |
User 3 | Drugs.com | 5.a | Mild Flu Treatment | ✅ | 42 | 4 | 5 | give brand list for mid flu treatment |
User 3 | Medscape AI | 5.b | Mild Flu Treatment | ✅ | 18 | 1 | 5 | - AI give sugestion list for treatment. but not brand name |
User 4 | Drugs.com | 1.a | Pediatric Paracetamol Dosage | ✅ | 70 | 5 | 5 | every icon menu have diferent data. i cant find paracetamol on one menu but not on other menu |
User 4 | Medscape AI | 1.b | Pediatric Paracetamol Dosage | ✅ | 10 | 4 | 3 | - but, we have detailing prompt with specific needs |
User 4 | Drugs.com | 2.a | Amoxicillin Side Effects | ✅ | 17 | 2 | 5 | |
User 4 | Medscape AI | 2.b | Amoxicillin Side Effects | ✅ | 17 | 2 | 5 | - trust both drugs.com and medscpae ai |
User 4 | Drugs.com | 3.a | Panadol Extra (Pregnancy) | ✅ | 25 | 4 | 5 | |
User 4 | Medscape AI | 3.b | Panadol Extra (Pregnancy) | ✅ | 16 | 4 | 4 | - but, we have detailing prompt with specific needs |
User 4 | Drugs.com | 4.a | Warfarin–Amoxicillin Interaction | ✅ | 18 | 2 | 5 | |
User 4 | Medscape AI | 4.b | Warfarin–Amoxicillin Interaction | ✅ | 12 | 4 | 5 | - but, we have detailing prompt with specific needs |
User 4 | Drugs.com | 5.a | Mild Flu Treatment | ❌ | 127 | 5 | 1 | - confuse finding the menu |
User 4 | Medscape AI | 5.b | Mild Flu Treatment | ✅ | 12 | 1 | 5 | - AI give sugestion list for treatment. but not brand name |
User 5 | Drugs.com | 1.a | Pediatric Paracetamol Dosage | ✅ | 40 | 5 | 5 | - drugs.com showing all information about specification in a active ingredients. |
User 5 | Medscape AI | 1.b | Pediatric Paracetamol Dosage | ✅ | 15 | 1 | 5 | - faster, and give context, specific information about what we need |
User 5 | Drugs.com | 2.a | Amoxicillin Side Effects | ✅ | 27 | 4 | 5 | |
User 5 | Medscape AI | 2.b | Amoxicillin Side Effects | ✅ | 20 | 2 | 5 | - even it's ai, but it's made by drug information website. so I can trust the result. |
User 5 | Drugs.com | 3.a | Panadol Extra (Pregnancy) | ✅ | 49 | 5 | 5 | |
User 5 | Medscape AI | 3.b | Panadol Extra (Pregnancy) | ✅ | 18 | 1 | 5 | - can be used to help me make decision |
User 5 | Drugs.com | 4.a | Warfarin–Amoxicillin Interaction | ✅ | 15 | 1 | 5 | |
User 5 | Medscape AI | 4.b | Warfarin–Amoxicillin Interaction | ✅ | 15 | 1 | 4 | |
User 5 | Drugs.com | 5.a | Mild Flu Treatment | ❌ | 80 | 5 | 1 | - confusing which menu we should choose |
User 5 | Medscape AI | 5.b | Mild Flu Treatment | ✅ | 19 | 4 | 5 | - explaining about mild-flu |
Per task comparasion
Task number | Task description | Platform | Success % | Avg Time | Avg Effort | Avg Confidence |
|---|---|---|---|---|---|---|
1.a | Pediatric Dosage | Drugs.com | 100% | 61.8 | 4.8 | 5 |
1.b | Pediatric Dosage | Medscape AI | 100% | 18.2 | 1.6 | 3.6 |
2.a | Amoxicillin Side Effects | Drugs.com | 100% | 28.4 | 3.4 | 5 |
2.b | Amoxicillin Side Effects | Medscape AI | 100% | 19.8 | 1.4 | 3.8 |
3.a | Panadol Extra (Pregnancy) | Drugs.com | 80% | 51.4 | 4.6 | 3.8 |
3.b | Panadol Extra (Pregnancy) | Medscape AI | 100% | 23.6 | 2.2 | 3.8 |
4.a | Warfarin–Amoxicillin Interaction | Drugs.com | 80% | 32.2 | 2.2 | 4.2 |
4.b | Warfarin–Amoxicillin Interaction | Medscape AI | 100% | 13.4 | 2.4 | 3.8 |
5.a | Mild Flu Treatment | Drugs.com | 60% | 68.8 | 4.8 | 3 |
5.b | Mild Flu Treatment | Medscape AI | 100% | 18.2 | 1.8 | 4 |
Platform Comparison
Metric | Drugs.com | Medscape AI | Percentage |
|---|---|---|---|
Avg Success Rate (%) | 84% | 100% | - |
Avg Time (seconds) | 48.8 | 21.44 | Percentage efficient : 56.07% |
Avg Cognitive Effort | 4.04 | 1.88 | Percentage reduction cognitive effort = 53.47% |
Avg Confidence | 4.2 | 3.8 | percentage difference confidence level = 9.52% |
Competitive benchmarking revealed that while Medscape AI demonstrated superior efficiency and lower cognitive demand, users reported slightly higher confidence levels when using Drugs.com. This suggests an opportunity to improve usability performance without sacrificing perceived credibility.
Stage 2 -Define
1) User persona
Person 1
Name : Wisnu Pradana
Age : 35 yo
Profession : Clinical Pharmacist
Workplace : Hospital
Location : Blitar, east java
Status : marital, 1 child
Behavior & Habits :
Uses online platforms such as Drugs.com, Medscape, and MIMS to ask for drug information such as : drug interactions, dosages, etc.
Often multitasks between patient consultations, prescription reviews, and documentation.
Prefers quick, trustworthy information sources that don’t require excessive navigation.
Comfortable with digital tools but prefers clean and intuitive interfaces.
Uses mobile devices during ward rounds.
Frustration :
Feels overwhelmed by long articles and poor search accuracy when using conventional databases.
Too much scrolling to get to essential details like contraindications,side effect or pregnancy safety.
Wishes he could just “ask a quick question” (like with AI search) and get a reliable summary.
Goals & Needs:
To find accurate, evidence-based drug information quickly during clinical decision-making.
Needs tools that summarize key details (dose, interactions, contraindications) in a clear, trusted format.
Desires a system that helps her validate clinical decisions while saving time.
Wants to reduce cognitive load and avoid misinterpretation of complex pharmacological data.
Person 2
Name : Setya Cahyaningtyas
Age : 28 yo
Profession : community pharmacist
Workplace : Pharmacy
Location : Blitar, east java
Status : Single
Behavior & Habits :
Works full-time at the pharmacy, serving around 80–100 customers daily.
Frequently searches online for generic–brand equivalents, dosage verification, and OTC drug counseling.
Uses Drugs.com, Medscape, and MIMS Indonesia interchangeably.
Often uses smartphone browsers during work for quick lookups.
Relies on experience + digital tools when explaining drug usage to patients.
Frustration :
Takes too long to find the right info when customers are waiting.
Ads and cluttered layouts on websites slow him down.
Sometimes finds inconsistent information between sources.
Wishes there were a simpler, conversational way (AI-like) to ask drug-related questions quickly.
Goals & Needs:
To access clear, concise drug information instantly during patient interactions.
Needs to quickly confirm dosage, contraindications, or side effects for common branded products.
Wants mobile-friendly and time-efficient tools that support day-to-day counseling.
Seeks to improve accuracy and confidence when providing recommendations to patients.
2) User journey
Persona: Setya Cahyaningtyas (Community Pharmacist, 28 y.o.)
Scenario: Needs to quickly check if Panadol Extra is safe for pregnant women in the first trimester.
Stage | 1. Trigger / Need | 2. Search & Navigation | 3. Reading Information | 4. Decision / Outcome | 5. Reflection |
|---|---|---|---|---|---|
User Action | A pregnant customer asks: “Is Panadol Extra safe for me?” | Opens Drugs.com and types “Panadol Extra” in search bar | “I need to check this quickly before giving advice.” | ⏳ Slight urgency | Must switch context from customer to website |
Touchpoints | Browser → Google → Drugs.com or open the mobile app | Website homepage → search results | Drug info page | Info page, related links | Memory of website |
User Thoughts | “I need to check this quickly before giving advice.” | “I hope it shows clear info about pregnancy safety.” | “Where’s the pregnancy warning section?” | “Okay, it’s safe — but wish it was clearer.” | “It’s useful, but not efficient during busy hours.” |
Emotions | ⏳ Slight urgency | 😐 Neutral | 😕 Confused, scanning fast | 🙂 Relieved but tired | 😩 Mild frustration |
Pain Points | Must switch context from customer to website | Search results mix branded & generic names, not clear | Text-heavy, must scroll a lot, strugle to find right article | Time-consuming, cognitive overload | Takes too long for simple questions |
Opportunities | Add AI Search assistant or Smart Q&A mode | Smarter search suggestions (AI intent detection) | Add AI summary or highlight safety status at top. | Show “Quick Verdict: Safe / Unsafe” banner | Add AI Search assistant or Smart Q&A mode |
3) User flow
User flow "Drugs.com"
User flow Task 1.a

User flow Task 2.a

User flow Task 3.a

User flow Task 4.a

User flow Task 5.a

User flow "Medscape AI"
User flow Task 1.b

User flow Task 2.b

User flow Task 3.b

User flow Task 4.b

User flow Task 5.b

4) Identifying the Problem
Based on the results of the analysis on usability testing and the user journey map, there are main problems faced by users.
On Drugs.com :
A lot of users, experienced miss click on acces "drug information article"
Location : search result
Problem detail : when user want to access article, they experienced missclick on title link, clicking back button, because of lack interface.
Users need to summary by themselves on specific topic.
Location : full drug article
Problem detail : user have to sumamrize by themself when they need specific information. like on pregnancy & breastfeeding case, drug comparison. Especially if they on rush hour work
Users confuse choosing menu
Location : homepage
Problem detail : when user need to find specific topic like drug recommendation, pregnancy and breast feeding. They confuse which menu they should pick. Even if the menu is already showed on homepage. Especially if they on rush hour work
On Medscape AI :
User can't trust AI's answer
Problem detail : Not all user trust answer that generate by AI. Even this AI is made by drug information website and there is citation and reference in every answer.
Solution :
Keep placing citation and reference link on every answer.
Add disclaimer page that decision is on the user, not on the AI. AI is tools to help finding answer on specific topic
User feel exhausted on typing "prompt"
Problem detail : When user need answer from AI, they're very exhausted if they need to typing on specific prompt. They experience that different prompt can produce different answer, so they need to type prompt specifically.
Solution :
Add AI voice search feature
Add tutorial/disclaimer page to show how they should prompt on the AI search bar.
5) Actionable insight
According to analysis on usability testing and the user journey map. Adding AI search feature on drugs.com is very important.
According to usability testing on Medscape AI, there's improvement that we should implemented. Here it is :
Add AI voice search feature
Add discalaimer page
Add tutorial page
6) Prioritizion matrix
From the opportunity that we get from user journey map, I create a priority matrix to consider which opportunities I will implement into the design improvements.

Stage 3 - Ideate
1) User flow
User flow "Drugs.com"
User flow Task 1.a

User flow Task 2.a

User flow Task 3.a

User flow Task 4.a

User flow Task 5.a

User flow "Medscape AI"
User flow Task 1.b

User flow Task 2.b

User flow Task 3.b

User flow Task 4.b

User flow Task 5.b

2) Information architecture

3) Wireframe
Wireframe desktop

Wireframe mobile

4) Style guide



5) UI redesign




Stage 4 - Prototype
https://bit.ly/prototype_mobile_drugscom
https://bit.ly/prototype_desktop_drugscom
Stage 5 - Test
Usability Testing After Redesign
After redesign and evaluate it. I tested 5 users who already participated in the first test. I only tested my AI search design. This was using a Figma prototype. The users asked to run the prototype on the same device. This test also aim to know what the user’s expectations of the AI search design. The user also give a vote and suggestion about what kind of what item and component should be implemented on the app.
Table of usability testing result after redesign :
User | Time (seconds) | Success |
|---|---|---|
1 | 17 | ✅ |
2 | 18 | ✅ |
3 | 15 | ✅ |
4 | 24 | ✅ |
5 | 20 | ✅ |
Average | 18.8 |
Attachment video :
Usability testing on mobile
Usability testing on desktop
Voting result
There's two option for homepage interface that already proposed to the user. Every user choose which option of every item that comfort on their use case.
Homepage version 1 : 4 user
Homepage version 2 : 1 user

Design feedback
On this website, search on conventional mode should be separated with AI search page
Need to add scrollbar on the right side
Need to add auto scroll down button
Need to add "follow up question" after below generated answer
Conclusion
By reducing cognitive friction and improving interaction clarity, the redesigned AI search experience transforms Drugs.com from a traditional information database into a more efficient AI-assisted decision-support tool, demonstrating how thoughtful UX design can make complex AI systems more practical and accessible for everyday use.
Design Implications & Future Improvements
While the redesigned AI Search experience improved task success and interaction efficiency, several opportunities remain for further enhancement.
First, future iterations could incorporate context-aware follow-up prompts to help users refine their queries without needing to rephrase them manually. This would strengthen the conversational nature of the AI interaction and further reduce cognitive effort during information retrieval.
Second, the integration of structured medical summaries (e.g., dosage, contraindications, and side effects) within AI-generated responses could improve scannability and support faster clinical decision-making.
Finally, the current usability evaluation involved a small sample size typical of exploratory usability testing. Future research could involve a larger participant pool and additional clinical scenarios to further validate the effectiveness of the redesigned AI search experience.
Overall, these opportunities highlight the importance of continuously refining AI-assisted tools to ensure they remain reliable, efficient, and supportive of users seeking critical healthcare information.
Reference
Brooke, J. (1996). SUS: A Quick and Dirty Usability Scale.
Hart, S. G., & Staveland, L. E. (1988). Development of NASA-TLX (Task Load Index).
International Organization for Standardization. (2018). ISO 9241-11: Ergonomics of human-system interaction — Usability.
Lee, J. D., & See, K. A. (2004). Trust in Automation.
Nielsen, J. (2001). Success Rate: The Simplest Usability Metric. Nielsen Norman Group.
Tullis, T., & Albert, B. (2013). Measuring the User Experience (2nd ed.).
https://medium.com/@ranandayoanko/ui-ux-case-study-ikea-application-redesign-be2893e6c99
https://www.behance.net/gallery/151330481/Redesign-Provita-Hospital-Website
https://www.nngroup.com/articles/success-rate-the-simplest-usability-metric/
https://www.nngroup.com/articles/qual-usability-testing-study-guide/
https://www.interaction-design.org/literature/topics/usability-testing#what_is_usability_testing?-0
https://www.interaction-design.org/literature/topics/design-thinking
Closing
This is the final part of my case study project, I got a lot of knowledge while finishing this project. Special thanks to all of my mentor, who help and support me on finishing this project. I open for critics and suggestions from you to help improve my knowledge and skills. I also open for collaboration if you have problem or project that I can be solved as an UI/UX designer.
Thanks a lot for your time and attention to read.
