
Jenkins
A Digital Secretary For The Messages You Forgot
48% of people say a slow reply has hurt a relationship.
Jenkins makes sure you're not one of them.
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Lean UX Iterative Prototyping Recognition Rather Than Recall
PROJECT METADATA
The Basics
ROLE
UX Designer
UX Researcher
MEMBERS
Suleyman Sarigoz (me)
INDUSTRY
Productivity / AI Agent Tools
TIMELINE
2.5 Months
TOOLS
Figma
ChatGPT
The Lean Startup
PROJECT CONTRAINTS ◼︎
Working Within Real Limits
SCOPE & TIMELINE
A Study, Not A Startup
This project was scoped as a Lean UX study within a 2.5-month academic timeline.
RESEARCH VALIDITY
Real Patterns, Small Sample
Usability testing involved 3 participants, so findings are directional, not statistically validated. All sessions were single-sitting Zoom calls, a controlled environment that's hard to reconcile with the real-world interruption and app-switching Jenkins is actually built for.
PLATFORM & MEASUREMENT LIMITS
Built Around What the Platform Allows
Platform constraints shaped the concept too: iOS's privacy restrictions cap automation at semi-automated flows, while Android supports it fully. And since testing focused on interface and usability preferences, questions like whether Jenkins actually reduces missed replies or relationship strain over time remain untested.
PROBLEM & SOLUTION ✖︎❤︎
The Cost of Forgetting, The Case for Jenkins
THE PROBLEM
Too Busy to Remember, Too Guilty to Forget
Busy professionals juggling emails, messages, and calls struggle to keep up with important conversations — not because they don't care, but because remembering to reply while mentally elsewhere ("prospective memory") is a losing battle against distraction and cognitive load. The cost isn't just a missed message. It's strained relationships, lost opportunities, and a nagging guilt that never fully goes away.
The Real Cost of a Slow Reply
"It takes 23 min to focus after getting distracted." - UCl.edu
"Workers who completed tasks in parallel took 30% longer and made 2x as many errors." - Richard L. Byyny, MD
"48% have had a relationship negatively impacted because of their slow response to messages." - Secure Data Recovery
THE SOLUTION
From Recall To Recognition
Jenkins is an AI reminder agent that closes the gap between intention and action.
Instead of asking users to remember what they've forgotten, Jenkins surfaces it — synthesizing missed context across apps, filtering signal from notification noise, and prompting follow-up at the right moment.
The goal isn't more notifications. It's fewer, smarter ones: shifting the mental burden from recall ("did I reply to that?") to recognition ("oh right, there it is").
THE RESEARCH ◉
What I Learned
LITERATURE REVIEW
Reading the Research on Memory Under Stress
Reading Takeaways
Our brains struggle with 'Prospective Memory'—remembering to do something in the future while busy now. My research shows that chronic stress makes this worse. I designed Jenkins to shift the user from 'Recall' (trying to remember) to 'Recognition' (seeing a prompt), which lowers the mental effort needed to stay in touch.
Sources
Byyny RL. Information and cognitive overload: How much is too much? Pharos Alpha Omega Alpha Honor Med Soc. 2016 Autumn;79(4):2-7. PMID: 29481015.
Cantarella, G et al. “Prospective memory: the combined impact of cognitive load and task focality.” Brain structure & function vol. 228,6 (2023): 1425-1441. doi:10.1007/s00429-023-02658-3
Rice M, Hansen M, Thomas ML and Davalos D (2024) Neural correlates of prospective memory in
college students with anxiety. Front. Psychol. 15:1430373. doi: 10.3389/fpsyg.2024.1430373
Chen, Jierong et al. "An Effect of Chronic Stress on Prospective Memory via Alteration of
Resting-State Hippocampal Subregion Functional Connectivity." Scientific reports vol. 9,1 19698. 23 Dec. 2019, doi:10.1038/s41598-019-56111-9
Keywords From Readings
Prospective Memory (PM): Remembering to do things in the future.
* Little stress can help with PM, but chronic stress drastically decreases the PM performance. Busy students with high state anxiety, showed very low levels of PM performance. *
Cognitive Load: The mental effort used to process information.
Chronic Stress: Long-term, ongoing stress.
Intention Retrieval: Recalling what you planned to do.
State Anxiety: Temporary nervousness in a situation.
Intention Offloading: Using tools or cues to remember tasks.
* Recommendations were to create an environment that would promote the use of recognition rather than recall. *
Information Overload: Too much information to process effectively.
Multitasking Myth: The false belief we can focus on tasks equally at once.
* Multitasking is dividing focus into separate tasks, and slows down progress. *
ARCHETYPE
The User Drowning in Notifications
MARKET RESEARCH
No One Has Solved This Yet
Existing solutions are limited—email plug-ins exist, messaging apps require manual work, calls have no support, and OS automations are effort-heavy.

Tools like FollowUp, Boomerang, and Mailbutler remind you of unanswered emails.
Messaging
Most apps need Apple Reminders; only Telegram offers reminders, but manually.
Phone Calls
No solutions exist.
OS-Specific
iOS Shortcuts/Android Routines allow manual automations.
MINDMAP
Exploring Potential Features
The mindmaps were made to brainstorm potential features.
First Mindmap
shows a broad features ranging from various use cases, operating systems, technology device, ideas needed to be researched.
Second Mindmap
shows the MVP features ranging from user flows, further research details.
Legend
● cannot be done
● requires further research
● for MVP
HYPOTHESIS PRIORITIZATION CANVAS (LEAN UX)
Testing The Riskiest Assumptions First

Hypothesis Testing
Based on the "Hypothesis Prioritization Canvas" above, I created small experiments to undersand the feasibility of the features.
*iOS allows only semi-automation due to privacy rules, while Android supports full automation with flexible APIs.

VISUAL INSPIRATION BOARD
Designing for Clarity, Not Clutter
My Jenkins UI design is inspired by images highlighting organization through shapes, lines, colors, and typography.
The keywords that inspirated my inspiration board: High Contrast, Accessible, Bento Box, Organized

KEY PAGES ❖
From General to Specific

CONTENT FUNNEL APPROACH
General First, Detail Later
Content follows a funnel approach: general on the homepage, more detail on the messages page, and specific app-based messages last.
Participant Feedback
3/3 participants loved the funnel approach from general to detailed calling it 'natural,'
UI Consistency Across Apps
Colors match app icons for consistency. AI notifications are presented neatly with a 'Bento Box' layout.
CUSTOM SETTINGS
Reminders on Your Terms
Automatic and Tailored
Users can customize notification frequency or choose immediate reminders, addressing issues of bad timing or forgotten messages.
Based on feedback, reminders now track frequency after the initial message per hour, not total per hour.
Lo-Fi Feedback
“My meetings tend to be long, I wouldn’t want to be bothered multiple times per hour on non-work related things.”
3/3 felt summaries were useful but wanted them slightly longer.

DESIGN CHANGES ⏏︎
3 Rounds To Get It Right
HOMEPAGE CHANGES
From 'OMG What A Mess' to 'My Personal Secretary'
Through 3 rounds of testing, I evolved the interface from a cluttered notification list into a structured 'Content Funnel.' While V1 caused cognitive overload, the final V3 design successfully balanced AI-driven summaries with a 'General-to-Specific' navigation flow—leading one user to describe the experience as having a "personal digital secretary".
* Click on the arrows below to see more details.
✖ 3/3 said the summaries were “too much, too busy, too messy”
SPECIFIC APP NOTIFICATION SETTINGS
V2 Fixed V1 Problems But Introduced Another
Early testing (V1) showed that users wanted more substance from AI summaries to feel truly caught up. While V2 solved the content depth, it introduced a new challenge: notification distraction. I iterated on this by moving from static alerts to 'User-Controlled Settings,' allowing participants to customize summary lengths and reminder intervals to reach their personal "sweet spot".
* Click on the arrows below to see more details.
✖ 2/3 participants thought the summaries were a bit short.
- ❝ Can the summaries be more detailed. ❞
- ❝ Summaries tend summarize the key ideas or main points as well. ❞
❤︎ ✖ 3/3 understood and appreciated reminder notifications, but had doubts on the success of it.
- ❝ My meetings tend to be long, I wouldn’t want to be bothered multiple times per hour on non-work related things. ❞
- ❝ Getting constant notifications per hour while working would be extremely distracting. ❞
When asked about a possible fix, they suggested it to be user controlled somehow.
- ❝ People would be are used to it (notification tone) and one more less thing to remember. ❞
USABILITY TEST ►
Testing Jenkins
PARTICIPANTS + USABILITY TEST DETAILS
Putting Jenkins In Front Of Real Users
The usabilty test and results have been reflected in the final version of the JENKINS' prototype.
Participants
I tested my design with participants who matched my personas—busy individuals who often overlook notifications do to other responsibilities.
All participants names have been replaced with a random letter.
Participant D
Occupation: Data Science Manager
Technology Knowledge: High
Participant F
Occupation: Full Time Student
Technology Knowledge: Medium
Participant T
Occupation: Community Center Event Organizer
Technology Knowledge: Low
Usability Test
All usability tests were conducted on Zoom with consent to use cameras, record screens, and sessions for later observation.
Scenario 1
“You just finished a day with back-to-back [meetings, classes, discussions] and want to quickly get caught up on any important messages and message them back.”
Scenario 2
“After a long day, you JUST remembered the notification from an [Apple recruiter, colleague, team member for class]. Find it.”
Scenario 3
“You want to set your close friend Omar as an important sender for Whatsapp in Jenkins. How would you do that?”
Post Usability Test Questions
1. On a scale of 1 (never use) - 5 (would download it now), what would you rate this design?
- 3
- 4
- 5
2. What do you think this design needs to make it even better?
- "A way to know when a message has arrived. A way to order messages because it seems like it's missing."
- "A sort of widget would be nice."
- "Overall it's really good, but I had trouble adding someone as important. Maybe a way to make that faster."
3. "What do you tend to do to remind yourself to return back to people?"
- "I don't have a method, I just remember it. All of my devices are connected, when I receive a notification and it's important, I drop everything and deal with it."
- "I tend to see messages on my lockscreen at the wrong times, so 1 immediately take a screenshot of it."
- "I write it in the small notebook that I carry with me."
RESULTS + UPDATES
What Still Needs Fixing
Although all tasks were completed, participants faced issues. I prioritized message delivery and “important sender” problems due to time limits.
✖ 2/3 wondered about the order of messages
✖ 2/3 seemed bothered in going to the chat source.
✖ 2/3 asked "When did this message come?"
✖ 2/3 took longer than expected to add an "important sender"
Message Recency
Recent messages appear at the top with timestamps.
Message Time
Each contact shows the last message time.
Quick Add Contact
A bottom-right button lets users mark contacts as important.
Recieved Feedback
Overall Score: 12/15
"Overall it's really good, but I had trouble adding someone as important. Maybe a way to make that faster." ❤︎
Participant D
"A sort of widget would be nice." ❤︎
Participant F
“This feels like I have a secretary named Jenkins.” ❤︎
Participant T
REFLECTION ⬅
Looking Back
What I Did Well
Finding a Real Problem
I found a real-world problem with no direct competitor and built a solution for it using the Lean UX framework.
Letting Research Lead
The "recall vs. recognition" framing from prospective memory literature is the reason Jenkins surfaces information the way it does. That came from the research, not a hunch.
De-Risking Early
I used a Hypothesis Prioritization Canvas to test the riskiest assumptions first, like whether iOS and Android could even support the same automation, before sinking more time into a direction that might not have worked.
What I Can Do Later
Expanding Where Jenkins Lives
Turn Jenkins into a home-screen widget so reminders are even more at-a-glance.
Let users mark someone as important right from the source. A Gmail plugin, an incoming call, a new message, instead of doing it inside the app.
Proving It Actually Works
Build a functional version to see if this holds up outside a prototype.
Run a longer field study to see if Jenkins actually cuts down missed replies and relationship strain, not just whether people like the interface.
Cleaning Up Core Usability
Fix message ordering and the friction of jumping to the original chat.
Speed up the "important sender" flow. It took people longer than it should have in testing.
What We Would Do Differently
Talk to More People
Three participants was enough to spot patterns, but not enough to trust them fully. I'd interview more people next time.
Test It in the Wild
Zoom sessions are controlled and calm, the opposite of the distracted, multitasking mess Jenkins is actually built for. I'd want to test it somewhere messier, or across more than one sitting.
Don't Code Feedback Alone
This was a solo project, so I was the only one interpreting what participants said. Bringing in a second person to cross-check that would've caught my own bias.