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As You Chat,Your Work Takes Shape.

Luni turns every conversation into an editable page, with AI experts ready to help you keep going.

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Built around the work

A page that keeps the whole task clear.

Context, questions, specialist review, and the final result stay connected without turning your work into a rigid workflow.

Choose the right specialist

Bring an expert into the page.

Pick the perspective the work needs. The expert reads the current page and returns the gap that changes the decision.

Writing Editor

Research Analyst

Selected

Strategy Consultant

Research Analyst

Reading this page

Working

Launch recommendation

Checking 3 sources

Research Analyst

One decision gap found

On this page

Three interviews point to adoption risk. Name the rollout plan before sharing.

Launch recommendation3 sources

Stay in context

Ask inside the work.

Question a claim, find the support, and keep the answer beside the page it changes.

Launch recommendation

The interviews support a focused launch with the current workflow.

The adoption tradeoff still needs stronger evidence.

A staged rollout would lower the risk for teams moving from the current process.

Ask LuniImproveExplain
Whatevidencesupportsthistradeoff?
Reading selection

Checking the page and 3 sources…

Answered from 3 sources

Nineinterviewssupportthelaunch.Threeflagadoptionriskforteamschangingworkflows.

From chat to deliverable

Stop losing the work inside the chat.

Luni follows the conversation, keeps the important context, and turns the mess into a structured page you can edit, share, and keep moving.

Application scope
Essay direction
Scene to develop
Voice
Draft requirements

You should not have to do all of this.

Now take the same kind of application task into Luni. The page, the expert, and the writing already work together.

College application chat

34 messages
I’m applying to Berkeley, UCLA, and USC. My personal statement is due Sunday, and my counselor says it reads like a list of activities instead of a story. Can you help me find the actual essay?
Absolutely. A strong personal statement should reveal your values through a vivid experience, show growth, and connect that growth to the person you are becoming. You could begin by listing three meaningful experiences and choosing the one with the clearest transformation.
I already gave you the experiences earlier. The robotics demo failed in front of everyone, I stayed late to repair the sensor, and that changed how I lead the team. Please use that instead of giving me another worksheet.
You’re right. The essay should not summarize every activity. Build it around the failed robotics demo and the repair that followed. That moment gives the essay tension and lets your leadership emerge through action.
Okay, but what scene do I actually open with? I mentioned the empty lab, the loose solder joint, and my teammate wanting to rebuild everything. Which detail matters?
Open in the lab after the failed demo, when everyone else has left. Use the midnight lab scene, the faulty solder joint, and your decision to document the fix instead of quietly patching it. That choice shows how your idea of leadership changed.
Can you draft the opening without making me sound like a motivational poster? Keep the way I actually talk.
Of course. Here is one option: “Failure is not the opposite of success; it is the foundation upon which innovation is built. As I stood in the robotics lab...”
No. That is exactly the kind of fake inspirational voice I asked you not to use. And now the deadline and word limit disappeared again. I have been correcting the same things for half an hour.
I understand the frustration. Let’s reset the constraints: keep your natural voice, stay under 650 words, cut the activities paragraph, and finish a counselor-ready draft by Friday. The opening should sound specific and unpolished enough to feel like you.
I don’t want to reset again. The useful parts are scattered across thirty-four messages, and I can’t even tell what the current plan is anymore.
Ask another follow-up…Thisisridiculous.Ialreadyexplainedallofthis.WhydoIhavetodigthroughthewholechatandorganizeitmyself?
My application notes
1

Application scope

Berkeley, UCLA, and USC. Personal statement due Sunday.

2

Essay direction

Build the essay around the failed robotics demo and the repair that followed.

3

Scene to develop

Use the midnight lab scene, the faulty solder joint, and the decision to document the fix.

4

Voice

Sound like the student, not a motivational poster.

5

Draft requirements

Stay under 650 words and finish a counselor-ready draft by Friday.

Personal statement

Berkeley · UCLA · USC

Personal statement plan

ApplyingtoBerkeley,UCLA,andUSC.ThepersonalstatementisdueSunday,andthecurrentdraftreadslikealistofactivities.

Essay direction

Centertheessayonthefailedroboticsdemoandtherepairthatchangedhowyoulead.

Opening scene

Openinthemidnightlabwiththefaultysolderjointandthedecisiontodocumentthefailurebeforefixingit.

Voice and delivery

Usethestudent’sdirect,specificvoice.Avoidinspirationalframingandlettheactionscarrythereflection.

Removetheactivitiessummary,stayunder650words,andpreparethecounselordraftbyFriday.

3 sections · Editable page

Luni AI

@Application AdvisorI’m applying to Berkeley, UCLA, and USC. My statement is due Sunday, and my counselor says it reads like activities. The real story is our robotics demo failing.
Application Advisor
I have the schools, deadline, counselor feedback, and robotics story. I added the application context and a clearer essay direction to the page.
I stayed in the empty lab, found a loose solder joint, and wrote down the failure before repairing it. Which moment should open the essay?
The midnight repair is the strongest scene. I added it beside the direction.
Please keep the way I actually talk. I do not want a polished motivational-poster voice.
I added that voice guardrail. The page will keep the language direct and let the actions carry the reflection.
Keep it under 650 words and get a complete draft ready for my counselor by Friday.
Done. The page now holds the full brief, including the word limit and handoff date.
@Application AdvisorI’mapplyingtoBerkeley,UCLA,andUSC.MystatementisdueSunday,andmycounselorsaysitreadslikeactivities.Therealstoryisourroboticsdemofailing.Istayedintheemptylab,foundaloosesolderjoint,andwrotedownthefailurebeforerepairingit.Whichmomentshouldopentheessay?PleasekeepthewayIactuallytalk.Idonotwantapolishedmotivational-postervoice.Keepitunder650wordsandgetacompletedraftreadyformycounselorbyFriday.

A richer toolset

Use the right tool for every source.

Analyze videos, research the web, read files, and turn data into charts without leaving the page.

Tools for this page

Choose the source the work needs

YouTube
Web
Files
Charts

Student interviews

youtube.com/watch?v=student-interviews

Transcript ready

03:18Students lose the thread when feedback is separated from the draft.

08:42The strongest examples keep the source and next action together.

Added to Research notes with timestamps

Writing support, not replacement

Keep the thinking yours.

Luni helps you find the structure, evidence, and next sentence without replacing your point of view.

Personal statement

Your draft

Afterourroboticsdemofailed,Istayedlateandfixedthesensor.It changed how I thought about leadership.

Luni asks

What changed about the way you led the team?

Istoppedhidingmistakesandstarteddocumentingthemwiththewholeteam.

Added from your answer

Istoppedtreatingmistakesassomethingtohide.Iwrotedownthefailure,showedtheteamwhatIhadmissed,andmadetherepairpartofourprocess.

Your ideas · Your voice · Better supported

Expert Marketplace

Bring in the judgment the work needs.

Hire a specialist from the Marketplace, see their identity in the composer, and keep their review connected to the current page.

Meet Avery

Writing Editor

Turns complex work into a clear, credible argument.

“The claim is clear. Add the evidence that makes the decision defensible.”
Hire your expert

A real workbench

Experts, tools, and editor together

Bring your next important task to Luni.

Start with the material you already have. Leave with a page that is ready to share, revise, and use again.

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