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Search+

Search+ is an AI-powered search & personalisation tool that helps turn searches into sales in ecommerce.

AI · Founded 2025

AI
E-comm
Analytics
SaaS
Marketing

Visit searchplus.io ↗Founder interest ↓

Can you vibecode this?

Yes

The Shopify integration, semantic search via LLM APIs, personalization engine, and analytics dashboard are all standard SaaS builds. Klaviyo email sync is commodity wiring. One builder ships the core loop, with personalization depth added over time.

Build This with Leapd →

The business

Total revenue

$45K+

Verified recently

Monthly revenue

$6K+/mo

↑ Growing · 60-day average

Peak month

~$7K

Best single month

Growth

~2×

Early months vs recent

Profit margin

70%

For owners

Own Search+? List it for sale.

Founders read this page looking for a business to build like your $6K+/mo one — some would rather buy one that already works. They skip the line, you get a clean exit. $25 one-time, no commission.

Why it works

Value proposition
Turns natural-language store searches into personalized, high-converting product results.
Problem
Legacy search returns zero results for roughly one in five complex queries.
Audience
Shopify store owners who lose sales to failed site searches.
Business model
Subscription billed through Stripe, with a 30-day free trial and no credit card required.

Good to know30-day free trialNo credit card requiredCancel anytimeShopifyKlaviyo

Can you vibecode this?

Yes

Moat

Switching costs
Ecosystem embedding
Proprietary data

Why people pay Search+

Stores that connect Search+ accumulate search behavior history, personalization signals, and CRM integrations that a fresh copy starts without. Rebuilding that data and rewiring Shopify and Klaviyo connections has a real cost.

Product complexity
Moderate
The product is a web app with AI semantic search, personalization engine and analytics dashboard.
Data
Low
Product and inventory data flows in from the merchant's own Shopify store in real time.
Integrations & infrastructure
Moderate
Shopify and CRM platforms like Klaviyo connect via their public APIs using the customer's credentials.
Human operations
Low
Setup is automated; no manual work is needed to onboard a new store.
Regulation / hardware
Low
No regulated industry or licensed activity is involved in selling search software.

Build this business

Use the build specification below with any AI coding tool, or build it directly with Leapd.

Build This with Leapd →

Leapd builds

Web app with AI semantic search, personalization engine and analytics dashboard
Subscription billing with Stripe, 30-day free trial, no credit card required
A landing page

Leapd runs

Cold email outreach to potential customers
Meta ads
LinkedIn and X posts
SEO and AI-search visibility
A daily report of what shipped

Opportunity check

Passes: Proven market: $6K+/mo already paid for it
Passes: Proven model: Monthly subscription, 30-day free trial, no credit card required, 70% margin
Passes: Proven need: Shopify stores need smarter site search
Passes: Buildable: Leapd builds it end to end

build-spec.txt

Build a SaaS web app that provides AI-powered site search and personalization for ecommerce stores, sold as a monthly subscription.

Product:
- Merchant accounts with a dashboard showing search performance, conversion rate, revenue per search and trending keywords
- AI semantic search engine that interprets natural-language queries and returns ranked, relevant products
- Personalization engine that tailors product results, copy and images to each shopper's intent and behavior
- Smart merchandising layer that automatically surfaces high-margin products within search results
- Search analytics dashboard with live metrics including revenue per search, conversion rate and search volume
- Opportunity detection that flags high-converting query patterns and suggests merchandising actions
- 30-day free trial with no credit card required

Billing:
- Monthly subscription charged with Stripe; 30-day free trial, no credit card required, cancel anytime