UI insideyour agent

No more long walls of text. Make Widgets and Reports your agent's native language.

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Widgets in the conversation

Shop assistant

How did the shop do this week?

Ask anything

Shop assistant

How did the shop do this week?

This week

21–27 September

Sales

£18,640

+13.0%

Gross profit

£6,150

−1.9%

Ad spend

£720

+89.5%

Fiction£9,860

History & Biography£5,240

Children's£3,540

Gross profit isn't split by section yet, so the cause of the drop is still open.

Ask anything

Reports, one tap away

Week 39: sales up 13.0%, gross profit down 1.9%

21–27 September 2026, compared with the week before

Needs review

Gross profit isn't split by section, so the drop can't be traced to one section.
Ad spend rose 89.5%. The data doesn't show that it drove the growth in fiction.

Sales were £18,640, 13.0% more than last week, and every section grew, fiction most of all. Gross profit was £6,150, 1.9% lower: sales rose by £2,140 while gross profit fell by £120, so this week's books earned less on each sale. Gross profit by section is needed to find out why.

Sales

£18,640

+13.0%

Transactions

1,139

+9.0%

Gross profit

£6,150

−1.9%

Ad spend

£720

+89.5%

Sales: fiction grew the most

Fiction sold £1,740 more than last week (+21.4%) and made up more than half of the week's sales. History & Biography grew 3.6% and Children's 6.6%.

This weekLast week

£9,860

£8,120

£5,240

£5,060

£3,540

£3,320

FictionHistory & BiographyChildren's

Transactions: 27 fewer in Children's

Children's sales rose 6.6%, but its transactions fell from 268 to 241 (−10.1%), so each customer bought more. Fiction transactions grew 22.9%.

SectionThis weekLast weekChange

Fiction612498+22.9%

History & Biography286279+2.5%

Children's241268−10.1%

Total1,1391,045+9.0%

Gross profit and ad spend

Ad spend went from £380 to £720, and gross profit from £6,270 to £6,150. Neither is split by section, so the data can't show how the two are related.

Last weekThis week

Gross profit

£6,270£6,150

−1.9%

Ad spend

£380£720

+89.5%

For next week

1.Split gross profit by section to see where the drop came from.
2.Look at what each Children's transaction included, and whether school reading lists explain it.
3.Check where the extra £340 of ad spend went.

Every number here is read from your data; the model never types one.

Tables and charts that never invent a number

When a model types numbers itself, it can copy them wrong or work them out wrong, and nothing looks off. LittlePress has the model mark only where each number sits in your data, and the program reads the value from there.

Contribution profit by channel (SGD)

12–18 September, against the week before

This week

19,280

Last week

12,800

Change

+50.6%

Channel	Last week	This week
Instagram	7,600	5,140
TikTok	5,280	3,360
Google Search	6,320	10,780

Last weekThis week

8,140

4,060

9,080

InstagramTikTokGoogle Search

A model typing the numbers itself: taken from two September 2026 test runs on the same mock data

Contribution profit by channel (SGD)

12–18 September, against the week before

This week

19,280

Last week

22,800

Change

−15.4%

Channel	Last week	This week
Instagram	7,600	6,140
TikTok	5,280	4,060
Google Search	9,920	9,080

Last weekThis week

6,140

4,060

9,080

InstagramTikTokGoogle Search

The same data, every number read from it by the program

Contribution profit by channel (SGD)

12–18 September, against the week before

This week

19,280

Last week

12,800

Change

+50.6%

Channel	Last week	This week
Instagram	7,600	5,140
TikTok	5,280	3,360
Google Search	6,320	10,780

Last weekThis week

8,140

4,060

9,080

InstagramTikTokGoogle Search

A model typing the numbers itself: taken from two September 2026 test runs on the same mock data

Contribution profit by channel (SGD)

12–18 September, against the week before

This week

19,280

Last week

22,800

Change

−15.4%

Channel	Last week	This week
Instagram	7,600	6,140
TikTok	5,280	4,060
Google Search	9,920	9,080

Last weekThis week

6,140

4,060

9,080

InstagramTikTokGoogle Search

The same data, every number read from it by the program

Mini apps in the conversation (Incubating)

Some answers work better as a mini app than as text or a card: a day plan you can rearrange, a quiz for a class, a game to break the ice. Aegis, still incubating, runs mini apps inside the conversation, in a sandbox.

A day in Kyoto: three stops on a route the user can rearrange, run as an Aegis mini app

Pelican Rider, a small game from the Aegis demo

Sealed off
Each mini app runs in its own sandbox. It reads only the data your app hands it, and cannot reach credentials or the network on its own.
On your terms
It can only ask for the actions you allow, and your app decides whether to carry them out.
Made for real use
Planning, practice and learning in everyday tools, classrooms and support desks.

Runs in your own cloud

LittlePress ships as a container image you run in your own cloud account or data centre, calling your own model service. Your data, your users' questions and the UI it sets stay inside your network, behind the same API as our hosted version.

Native on Web, iOS and Android

LittlePress returns a description of the UI, not a screenshot or a web page. The Web, iOS and Android SDKs draw it with each platform's own components. Pick one of five built-in styles, or we tailor a theme to the design system you already have.

Answer.tsx

import { LittlePressSurface } from "@littlepress/react";

<LittlePressSurface
  surface={answer.surface}
  style="editorial"
  onAction={(action) => agent.send(action)}
/>

UI insideyour agent

Widgets in the conversation

Reports, one tap away

Week 39: sales up 13.0%, gross profit down 1.9%

Sales: fiction grew the most

Transactions: 27 fewer in Children's

Gross profit and ad spend

For next week

Tables and charts that never invent a number

Mini apps in the conversation (Incubating)

Sealed off

On your terms

Made for real use

Runs in your own cloud

Native on Web, iOS and Android

The next app your customers open will be written by your agent.