0→1 ProductNonprofitDirector of UXResearch-led

For the mother who needs an answer at 11pm.

I lead design and research at CMI, a platform that helps mothers find answers they can trust. This page is about how I ran the research and how it turned into what we designed.

Director of UX at Connecting Mothers Initiative. I run the research and lead product design.

“For our users, credibility means not spending hours searching for help and hitting walls.”

500+
survey responses
8
interviews with a real search task
6
themes that shaped the product
The research

Watching mothers search for real answers.

I ran hybrid interviews that were part conversation, part observation. Each mother got a real task, like figuring out what to do for a sick child, and searched the way she normally would on her own device while I watched. Then a survey with over 500 responses backed it up at a larger scale.

67% of mothers in our survey said they find helpful content online. But they worry it's outdated, not meant for them, or written by someone trying to sell them something.

what the journey maps showed

Maria is on her work break, sleep-deprived, scrolling results and not sure what to pick. Lisa finds a resource but ends up unsure what to do next.

She starts out discouraged and only feels relieved at the very end, after a lot of searching.

Six themes kept coming up: trust, resources, community, ease of reading, features, and well-being.
Built from the interviews

Maria and Lisa are working mothers who look for help on their phones, on short breaks. Maria wants resources that reflect her culture and support raising a bilingual child. Lisa is co-parenting on one salary and wants to feel sure of her choices. Neither has time to dig for answers, and both lean on other moms online.

From research to design

What the research found, and what we designed

Every feature had to trace back to something mothers told us or showed us.

What we foundWhat we consideredWhat we designedSee it
Mothers couldn't tell if an article would help until they'd already read it.Pulling in articles that already existed. It was cheaper, but it wouldn't help anyone tell what was worth reading.Articles with a preview up front, and a choice between the highlights or the full read.Articles ↓
Some needs can't wait.A recall matters this week, not someday.A general parenting news feed. Recalls are what can't wait, so I anchored it on those.Motherhood News, a tab for recalls and safety alerts in plain language.Motherhood News ↓
For military mothers, the same themes came up with more pressure on them.Starting the research over for a new audience. The themes still held, so we built on them.Features grouped around three needs: Moving, Trust, and Support.The pivot ↓
Articles

Articles: know before you read

the principle: know before you read
The finding

When we watched mothers search, finding content wasn't the hard part. They had no way to tell if a piece would answer their question until they'd already read it. That's where Lisa gets stuck on the journey map.

What we considered

Pulling in articles that already existed. It was the cheaper option. But it wouldn't help a mother know if an article was worth reading. Previews, summaries, and highlights take more work, and that's what the problem needed.

What it is

You can see what an article covers before you start. Read the highlights or the whole thing. Either way you get a full answer.

Quick summary and key points on the hospital bag article
AThe short version, for when she has two minutes.
BThe whole article, for when she has time.
Motherhood News

Building the recall feed with AI before asking anyone to run it

Motherhood News is a tab for recalls and safety alerts. I wanted mothers to have one place to check for recalls instead of hoping they'd hear about one. Recall notices are also hard to read, so each one gets a plain summary of what a parent should do, with the full notice still there if they want it.

What parents see

A recall a parent can act on.

The recall noticeWhat parents usually get.
The CMI summaryWhat to do, up top. The full notice is still one tap away.

Mothers choose what they see. For now, alerts live on the platform and email is opt-in. We'll decide on anything bigger after testing.

Behind the scenes
For the CMI team, not parents.

What it takes to run it.

1
A new recall comes in
2
A filter keeps only the products mothers actually use
3
Claude writes the title and a plain-language summary
4
A person checks it against the original recall
5
It goes live on Motherhood News
Rechecked for updates
↺ Rechecked for updates (back to step 3)
10 to 15
mother and child recalls a week
2 to 3 min
for a person to review each one
About $1
a month for the AI summaries

Before asking anyone to staff this, I built a working version with Claude Code to see what the job would really take. This is the workload and cost for one reviewer.

What a person checks

The reviewer reads every summary against the original recall. Claude doesn't get it wrong often. It added a word or two that wasn't in the original recall in 2 of the first 40.

  • The product is right
  • The ages it affects are right
  • The hazard is right
  • What a parent should do is clear
  • Nothing is added that isn't in the original recall
ApproveHoldRejectTry again

Recalls also get rechecked for updates, so when a recall changes, the summary does too.

After I saw that, I added an error state, and now Claude checks its own summary against the original recall before a person reviews it. I'm also working with a content designer on clearer guidelines for how the summaries should read.

The design decision · A person checks everything

AI writes the first draft and a person decides what goes live. On a platform built on trust, I wouldn't ship it any other way.

The pivotRedirected early 2026 · ongoing

Mothers are mothers.

Halfway through research, Elizabeth told me CMI would focus on military mothers. Before saying yes, I asked a lot of questions. The six themes still held. Military mothers are mothers first, so we didn't have to start over.

Then we ran a second round of research with military mothers to see how those themes show up for them. The same needs came up, with more pressure on them: moving often, partners on deployment, and support networks that get rebuilt again and again.

Moving

Help getting through a move or a deployment without starting over each time.

Trust

Ways to know a review or a resource can be trusted.

Support

Support that fits her situation, not a one-size-fits-all feed.

CMI The Circle home screen with a CMI Military Family Liaison contact card
A local point person for military families, to help them settle into a new area.
TRICARE Basics for New Military Parents guide on CMI The Circle
Guides written for military mothers and caregivers.
Reviews show who left them, like a military spouse, so others know who to trust.

These are designed in the prototype. Some of this work stays private until launch, so this is a sample.

The honest limitation

We haven't launched yet, so I don't have usage data. The prototype here was built to pitch for funding, and the recall feed is a working demo. What I can show is the research and the decisions that came from it.

reflection

What stuck with me most was listening back to the interviews. Mothers talked about having no support and nowhere they trusted to go. I understood the problem before. After hearing them, I felt it, and it changed how hard I'll push for them.

next up
let's talk →
Senior Associate UX Designer · JPMorgan Chase
Guest Management

Rebuilding the lobby dashboard for 1.5 million guests a year.

85% → 90%user satisfaction →
let's make something

Got a hard product problem? Let's talk.

I'm looking for senior and lead UX designer roles, hybrid or remote.

lauryn@uxlamp.co LinkedIn
© 2026 Lauryn · uxlamp.co