AI SaaS · Automotive Intelligence · March–May 2026

CarLook.ai

The UK's buyer-first AI car platform — DVLA & DVSA-backed vehicle intelligence, AI listing checks, live deal shortlists, and a full Dealer Intelligence Suite. Built from concept to launch in 3 months.

"Find the right car. Check before you buy. Decide with confidence."

CarLook.ai — AI-Powered Car Intelligence Platform

Automotive AI

Sector

3 Months

Build Time

DVLA & DVSA

Data Source

6 Buyer Tools

Tools Built

The Story

Buying a used car in the UK is broken

The UK used car market processes over 7 million private transactions every year. Yet buyers routinely make one of the largest financial decisions of their lives with nothing more than a listing photo, a seller's description, and a gut feeling. Information asymmetry is rife — dealers know far more about a vehicle's history, true market value, and risk profile than the buyer ever will.

CarLook.ai was built to fix that. Not as another listing aggregator — the market already has AutoTrader, eBay Motors, and dozens of others. CarLook is a buyer intelligence layer: a platform that sits between the buyer and the listing, giving them the same level of information that a professional buyer would have before they even pick up the phone.

Product Systems AI built CarLook.ai from concept to launch in 3 months. The platform combines official DVLA and DVSA data — MOT history, tax status, ULEZ compliance — with AI-powered deal scoring, risk flagging, and natural language car search. At its heart is the CarLook Score™: a single 0–100 confidence rating that combines buyer fit, price signal, mileage, and risk indicators into one plain-English verdict.

On the B2B side, the Dealer Intelligence Suite gives UK car dealers a professional portal with AI-scored stock analysis, real-time buyer intent signals, and the standout innovation of the platform: forecourt QR codes that buyers scan with their phone to see the full AI-powered vehicle report before a word is spoken.

The Problem

Buyers are flying blind

  • No objective scoring system for used car listings
  • MOT history and tax status buried behind multiple government sites
  • Listing descriptions written by sellers, not buyers
  • No easy way to compare similar vehicles nearby
  • Dealers hold all the information advantage
  • No AI-powered natural language car search existed in the UK market
The Solution

A buyer intelligence layer

  • CarLook Score™ — composite 0–100 confidence rating per listing
  • Instant DVLA & DVSA data — MOT history, tax, ULEZ in under 5 seconds
  • AI listing checker — paste any URL for deal score, risk flags, and dealer questions
  • Find My Car — natural language AI search with model shortlist
  • Live deal shortlists — eBay Motors & AutoTrader, AI-scored for value
  • Dealer Intelligence Suite — forecourt QR codes, buyer intent feed, finance predictor
Build Timeline

Concept to launch in 3 months

Project Timeline

Key milestones and achievements throughout the development process

March 2026

Discovery & Product Definition

CarLook.ai was conceived to solve a real UK consumer problem: the used car market is opaque, full of information asymmetry, and buyers routinely overpay or miss critical risk signals. We defined the core product brief — a buyer-first AI intelligence layer that sits between the buyer and the listing, not another listing aggregator.

Defined the buyer-first positioning: no paid placement, no fake reviews, no dark patterns
Mapped the four core buyer journeys: Find My Car, Check A Listing, VRM Check, Top Deals
Identified the DVLA & DVSA API as the authoritative data backbone
Defined the Dealer Intelligence Suite as the B2B monetisation layer
March 2026

Architecture & Design System

We designed a dark, intelligence-first UI that communicates authority and trust — the opposite of the cluttered, ad-heavy aesthetic of traditional car listing sites. The CarLook Score™ system was designed as the central product concept: a single confidence rating combining buyer fit, price signal, mileage, and risk indicators.

Designed the CarLook Score™ — composite confidence rating (0–100)
Built the dark intelligence UI with cyan/amber accent system
Designed the CarLook Report card: Fit Score, Deal Score, Risk Signal, Verdict
Created the Dealer Dashboard wireframes with stock intelligence and buyer intent feed
April 2026

Core Platform Build

Full-stack build of the consumer platform: VRM check engine, Find My Car AI search, listing intelligence checker, live deal shortlists from eBay Motors and AutoTrader, and the Carl AI chatbot. The DVLA & DVSA API integration powers the authoritative vehicle data layer — MOT history, tax status, and risk flags — surfaced in under 5 seconds.

DVLA & DVSA API integration — MOT history, tax status, ULEZ compliance
Find My Car: natural language AI search with model shortlist and buyer brief
Check A Listing: paste any URL for deal score, risk flags, and dealer question generator
Live deal shortlists: eBay Motors & AutoTrader data, AI-scored for value and risk
Carl — AI car expert chatbot deployed on every page
VRM check, car valuation, MOT history, and vehicle tax check tools
April 2026

Dealer Intelligence Suite

Built the B2B Dealer Intelligence Suite — a professional portal giving UK car dealers AI-scored stock analysis, real-time buyer intent signals, forecourt QR codes, finance conversion predictor, and bulk VRM upload. The forecourt QR code feature is a standout innovation: buyers scan a QR in the car window and instantly see the full AI-powered vehicle report before a word is spoken.

Dealer Dashboard: stock score, price position, listing quality, buyer matches
Real-time buyer intent feed — live signals from active searches
Forecourt QR codes — unique per vehicle, instant report on scan, no app required
Finance Conversion Predictor — AI-estimated finance suitability per listing
Bulk VRM upload — process 50 vehicles at once
Buyer Confidence Certificate — shareable trust signal for listings
May 2026

Launch & Go-Live

CarLook.ai launched publicly in May 2026 as the UK's buyer-first AI car platform. The platform went live with full consumer tools, dealer portal, creator access programme, and the Carl AI chatbot. The site is live at carlook.ai and actively serving UK car buyers.

Full consumer platform live at carlook.ai
Dealer Intelligence Suite open for dealer registration
Creator Access programme launched for automotive content creators
Carl AI chatbot live on every page — UK car expert, always online
SEO-optimised buying guides and blog live
Cookie consent, analytics, and GDPR compliance active
Technology Stack

Built for speed, scale, and intelligence

Frontend

  • React 19
  • TypeScript
  • Tailwind CSS
  • Wouter

Backend

  • Node.js
  • tRPC
  • Express

AI & Data

  • OpenAI GPT-4o
  • DVLA API
  • DVSA API
  • eBay Motors API

Platform

  • Manus Cloud
  • S3 Storage
  • MySQL
  • Stripe
Platform Features

Six tools. One buyer advantage.

VRM Check

Enter any UK reg plate for an instant DVLA & DVSA-backed AI check — MOT history, tax status, ULEZ compliance, and risk flags in under 5 seconds. Free to start, no sign-up required.

Find My Car

Describe your needs in plain English — budget, location, lifestyle, priorities. CarLook builds a buyer brief and recommends the best-matched models with reasons, prioritise and avoid lists, and budget matching.

Check A Listing

Paste any used car listing link. CarLook scores the deal, flags risks, identifies missing information, and generates the right questions to ask the dealer — before you contact anyone.

Top Deals

Live AI-scored deal shortlists across popular categories — First Car, Family SUV, Used EV, Automatic, Under £10k. Real listings from eBay Motors and AutoTrader, not paid placement.

Carl — AI Car Expert

Carl is CarLook's AI chatbot, live on every page. Ask anything about UK cars — check a reg, analyse a listing, value a car, get buying advice. UK car expert, always online.

Dealer Intelligence Suite

Professional portal for UK car dealers: AI-scored stock, real-time buyer intent signals, forecourt QR codes (buyers scan the car window for the full AI report), finance conversion predictor, and bulk VRM upload.

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