SpecialistReal-time AI answer engine and research workspace combining live web citations with frontier reasoning models.
SpecialistReal-time AI answer engine and research workspace combining live web citations with frontier reasoning models.
Miros records 1,899 monthly visits with -13.7% month-over-month growth and Contact for Pricing pricing. Prefixbox records 8,721 monthly visits with -0.2% growth and Free Trial, Contact for Pricing pricing.

AI that knows what shoppers want — without asking them
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | miros.ai | prefixbox.com |
| Pricing Model | Contact for Pricing | Free Trial, Contact for Pricing |
| Monthly Visits | 1.9K (1,899) | 8.72K (8,721) |
| MoM Traffic Delta | -301 (-13.7%) | -15 (-0.2%) |
| Primary Market & Share | 🇬🇧 United Kingdom (93.7%) | 🇭🇺 Hungary (34.3%) |
| Direct Visits / mo | 748 | 3.46K |
| User Rating | 4.3 | 4.2 |
| Supported Platforms | Website | Website |

AI that knows what shoppers want — without asking them
Miros reads scroll velocity, clicks, dwell time and ignored items to build a real-time preference profile for each visitor, without asking them to describe what they want.
The AI extracts thousands of visual and semantic attributes per product image, so catalogues do not need manual tagging to work with the platform.
Contradictory signals are synthesised into a coherent profile that then powers search, browse, recommendations and shop-the-look together.
A single visual layer for ecommerce that lets shoppers discover products through images and behaviour rather than typed keywords.
AI search and a shopping agent that help retailers sell more per visit
Data-driven result ranking that surfaces the products shoppers are actually looking for, backed by reported conversion lifts.
A ChatGPT-style conversational agent that handles queries like gift ideas or dietary requirements and recommends matching products.
Personalised and complementary recommendations plus visual recommendations designed to raise average order value.
Merchandising controls, experimentation and search analytics that show how discovery drives revenue.
SpecialistReal-time AI answer engine and research workspace combining live web citations with frontier reasoning models.
SpecialistReal-time AI answer engine and research workspace combining live web citations with frontier reasoning models.

Agentic search that composes cited research pages for you

Free / Open-sourceYour agentic AI business team for global e-commerce and sourcing
Free / Open-sourceYour agentic AI business team for global e-commerce and sourcing

Conversational AI and helpdesk built for ecommerce brands

Free / Open-sourceAn AI shopping agent that shortlists only the top 1% of products for you
Free / Open-sourceAn AI shopping agent that shortlists only the top 1% of products for you

Free / Open-sourceAd spy and store-tracking platform for ecommerce teams that want proof before they launch
Free / Open-sourceAd spy and store-tracking platform for ecommerce teams that want proof before they launch
SpecialistPrivate, ad-free AI search that answers like a smart friend
SpecialistPrivate, ad-free AI search that answers like a smart friend

SpecialistThe ecommerce AI agent that resolves customer problems end to end
SpecialistThe ecommerce AI agent that resolves customer problems end to end

Agentic AI enterprise search with custom agents and no-code workflows
Agentic AI enterprise search with custom agents and no-code workflows

SpecialistRetail AI platform for AI outfitting, product imagery and real-time personalization
SpecialistRetail AI platform for AI outfitting, product imagery and real-time personalization
SpecialistAI Agent OS for cross-border e-commerce operations
SpecialistAI Agent OS for cross-border e-commerce operations

Free / Open-sourceAgentic commerce AI that starts the sale before a shopper leaves
Free / Open-sourceAgentic commerce AI that starts the sale before a shopper leaves