Mike Litman
BuggySmart
A Case Study by Mike Litman

BuggySmart

An AI called 6,000 London venues.
Most had no idea.

buggysmart.app
?
The Problem

Finding a pram-friendly cafe is a nightmare

New parents across London face the same routine every week: wrestle the pram out, pick a cafe, arrive, discover there are three steps at the entrance and no space between tables. Pack up. Try the next one. Google Maps says "good for kids" but that label is self-reported and tells you nothing about pram access. Mumsnet threads are five years old. Friends give recommendations for the other side of town. There is no single, verified source of truth.

No verified data existsGoogle Maps self-reportedForum threads outdated525,000 under-5s in London
The Scale
3.57M

children aged 0 to 4 in the UK. 525,000 of them in London alone.

594,677
Births in England & Wales, 2024
£27/wk
Average household eating-out spend
8,000+
Independent cafes & restaurants in London

UK parents spend £6,000 to £11,500 in their child's first year. They are actively looking for places to go. Nobody is helping them find the right ones.

Who
The Audience

The most valuable, hardest-to-reach parent in London

High intent

London parent, child aged 0 to 3. Household income above London average. Eating out with a baby is a considered, middle-class activity. They spend £27 a week doing it.

Peer-driven

Highly community-oriented. Shares recommendations constantly. Trusts peer reviews over advertising. Early adopter by necessity: new parents rebuild their entire routine from scratch.

Massive spend

£6,000 to £11,500 in year one alone. Prams, clothes, gear, food, experiences. 525,000 under-5s in London; 3.57M UK-wide.

Almost impossible to target at scale anywhere else. Peanut raised $21.8M to try. BuggySmart reaches them through genuine utility, not social features, not ads.

Our Solution

An AI voice agent calls London cafes and restaurants, asks one question, and plots verified answers on an interactive map at buggysmart.app.

1.
AI agent calls the venue via Twilio
2.
Asks: "Are you pram-friendly?"
3.
Claude Haiku processes the transcript
4.
Result plotted on the live map
ElevenLabs VoiceTwilio CallsRailway ServerClaude HaikuLeaflet.js Map
20s
The Call

Under 20 seconds. No follow-ups.

Script
"Hi, quick question – are you pram-friendly?"
If Yes
"Brilliant, thanks so much – I'll be over soon! Bye!"
If No
"No worries, good to know, thanks! Bye!"

The simplicity is the point. One question, one answer, one data point. No lengthy surveys, no on-site inspections, no user-generated guesswork. Just a phone call.

Proof
64

verified venues. Growing every day.

45
Pram-friendly
12
With limitations
7
Not accessible
1,528
In the database

Every entry independently verified by a real phone call. Not self-reported. Not crowdsourced. The only dataset of its kind in the UK.

The Bach E Pellicci Gloria E5 Bakehouse Cafe Cecilia Pophams Dark Arts Coffee
Now
Why Now

This was not possible 18 months ago

1
AI voice calling became cheap and reliable
ElevenLabs plus Twilio makes a single call cost pennies. This stack did not exist affordably before 2024.
2
The cultural moment is already proven
The Guinndex (March 2026): an AI called 3,000 Irish pubs about Guinness prices. Covered by Fortune, Vice, Tech.eu. Same mechanic, different question.
3
The audience is growing
594,677 births in England and Wales in 2024. Every one of those families needs to eat out somewhere.
4
The category is completely unowned
No one has moved. No verified pram-access product exists in the UK. The window is open.
Competitor Landscape

Everyone else falls short

ProductFocusLimitation
AccessAbleWheelchair accessExpensive on-site surveys. Prams secondary.
SociabilityBroad accessibilityUser-generated. Prams one of many criteria.
GobabyTube navigationTransport only, not venue discovery.
Google Maps"Good for kids"Self-reported. No pram-specific filter.
PeanutParent social ($21.8M raised)No venue discovery feature at all.
MumsnetCommunity forumUnstructured, outdated, no map.
The Moat

No UK product proactively calls venues to verify pram-friendliness, plots results on a map, and focuses exclusively on this use case.

Verified, not guessed

Real calls to real people. Not self-reported labels or community hearsay.

Scalable by design

AI voice calls cost pennies. AccessAble charges for professional surveyors. We produce equivalent data at a fraction of the cost.

Compounding dataset

Every call adds to the map. Every parent nomination adds to the queue. The data only grows.

Unit Economics

The maths behind every call

Cost to verify
Single call (Twilio + ElevenLabs) £0.02–0.05
Average call duration <20 seconds
Cost to verify one venue £1–3
Revenue per venue
Accreditation fee £99/yr
Gross margin ~97%
Daily scheduled runs 2 × 300 calls

The database builds while you sleep. Two automated runs a day, 300 calls each. Verification costs pennies; accreditation revenue recurs annually.

Monetisation

One data set. Three ways to monetise it.

1
The Report

London Buggy Access Index. Borough rankings, chain scores, named best and worst. Sold to supermarkets, councils, developers, publishers.

2
The Accreditation

Buggy Smart Verified. Physical sticker, digital badge, verified listing. £99–£149/yr per venue. Recurring revenue.

3
Data Licensing

Verified accessibility data as an API or feed. Parenting apps, Google Maps, NHS health visitors.

1
Revenue Stream 1

The London Buggy Access Index

We called every major supermarket chain in London and ranked them on buggy access. Borough breakdowns, chain league tables, best and worst venues named. You expect Waitrose to win, but does it? That question alone is a headline.

Who buys the data
Supermarket chains London councils Property developers
Mumsnet, NCT, Which? Bugaboo, iCandy, Uppababy

Supermarket chains pay for accessibility benchmarking, or respond publicly to the findings. Either way, it generates press coverage that drives traffic back to the map.

2
Revenue Stream 2

Buggy Smart Verified

£99/yr

per venue · up to £149/yr for premium

ARR Projections
500 venues £49,500
1,000 venues £99,000
2,000 venues £198,000
What venues get
01Physical window sticker
02Digital badge for web and socials
03Verified listing on the map
04Annual renewal, self-serve portal

The moat: every accredited venue is independently verified by a phone call. Not self-reported. The sticker is the product, and parents learn to seek it out.

3
Revenue Stream 3

Data Licensing

Parenting Apps

Hoop, Mush, Peanut and the growing wave of family lifestyle apps. They need venue data, and none of them have it verified at this level.

Google Maps

An accessibility data layer that Google does not currently have. Pram-friendly is the wedge; wheelchair access, step-free routes, and more follow the same model.

NHS & Health Visitors

Postnatal groups need safe, accessible venues. Health visitors currently recommend places from memory. Structured data replaces guesswork.

Sold as an API or data feed. The same verified data set, repackaged for each buyer.

PR
Press & Distribution

The supermarket index is the media hook

The Guinndex proved this model gets press: an AI that called 3,000 Irish pubs about Guinness prices was covered by Fortune, Vice, Tech.eu, and ZME Science. BuggySmart is the same mechanic with a bigger audience and a stronger emotional hook. The supermarket ranking is the lead story: verifiable, original, and slightly surprising. Which? would run it. The Times family desk would run it.

Pitch Targets
Which?, The Times, Guardian family desk, Mumsnet, BBC local
City Expansion
Manchester, Bristol, Edinburgh: each launch generates a fresh PR story and a new report
Viral Mechanic
"Nominate your cafe" button: parents self-populate the call queue

Press coverage sells reports, reports drive accreditation sign-ups, accreditations fund the next city. One flywheel.

Roadmap

Five steps to revenue

1
Finish London borough coverage
Already in motion. Filling gaps borough by borough.
2
Call all 76 supermarkets
Queued and running daily. The chain rankings that make the report publishable.
3
Launch Buggy Smart Verified as a waitlist
Accreditation sign-up page. Gauge demand before building self-serve.
4
Publish the London Buggy Access Index
The press moment. Supermarket rankings, borough breakdowns, named best and worst.
5
Use press coverage to drive accreditation sign-ups
Report sells itself. Coverage converts venues. Recurring revenue begins.
Vision

Pram-friendly today. Verified venue accessibility tomorrow.

Year 1
London complete

Full borough coverage. 500 accredited venues. Buggy Access Index published. First brand partnerships live.

Year 2
Three cities, new categories

Manchester, Bristol, Edinburgh live. 2,000 venues. Data licensing in place. Allergen-friendly calling begins.

Year 3
National infrastructure

UK-wide. White-label API. Wheelchair access, step-free routes. Category leader in verified venue accessibility data.

The calling infrastructure is the asset, not the category. Every new question we ask uses the same pipeline, the same voice, the same map.

Partner
The Ask

We are looking for founding brand partners

What a partnership looks like
01Co-branded content and sponsored borough coverage
02Data integration into your own products and channels
03Joint PR around the Buggy Access Index launch
04Co-branded verified sticker and badge
What you get
01Exclusive access to London's most trusted pram-friendly map
02Direct reach to 525,000 London parents of under-5s
03Press association with the first Buggy Access Index
04Named founding partner status as the platform scales nationally

If you sell to London parents, let's talk.

Founder

"I didn't set out to build a business. I set out to find somewhere to take my kid for coffee."

Mike Litman

15+ years in digital strategy and product. Built 20+ live AI-native products. Former R/GA, Poke, AnalogFolk, Dare, Contagious, MediaMonks ($3.2M Web3 campaign). Clients include Nike, Google, Gucci, Netflix, McLaren.

BIMA 100 Tech Pioneer Published author (BCS, 2024) Cultural Capital Labs, London N8
Exit Potential

Four acquirers who need what we are building

Mumsnet

12M monthly users. Needs local venue data to keep parents on platform.

NCT

National parent trust. Trusted brand, no product. BuggySmart fills the gap.

Google Maps

Accessibility data gap. No pram-specific filter despite billions of queries.

Pram brands

Bugaboo, Joolz: wanting owned media and direct parent relationships.

Let's Talk

BuggySmart

An AI called 6,000 London venues. Most had no idea.

Mike Litman
hello@mikelitman.me
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