AI Personalization Software
Lily AI
SF 8.1AI native product attributes platform for retail
Contact sales
AI Personalization Software
Bloomreach
SF 8.5Enterprise commerce experience platform with Loomi AI
Contact sales
Quick decision guide
Choose based on your workflow
Lily AI may fit better if...
- AI Product Attributes
- Computer Vision
- Customer Intent
Bloomreach may fit better if...
- Loomi AI
- Commerce Search
- Content Personalization
Overview
How each tool is described
Lily AI
What is Lily AI?
Lily AI is the company behind Lily Max, an agentic product intelligence platform that enriches retail catalogs with structured, machine-readable product data for advertising, onsite discovery, organic and AI search, and agentic shopping experiences.
- Product intelligence: Lily Max generates and maintains product attributes, descriptions, metadata, schema, classifications, conversational attributes, and other product signals so search engines, ad platforms, onsite systems, answer engines, and shopping agents can better understand each item and match it with shopper intent.
- Continuous testing workflow: goal-based agents detect gaps in existing product data, generate enrichment in consumer language, launch controlled experiments, measure performance against holdout groups, and scale winning changes across the broader catalog. Lily documents methodologies including matched-spend A/B testing and difference-in-differences analysis rather than treating generated enrichment as automatically beneficial.
- Channel activation: Lily Max currently supports four main surfaces: Google Ads, Meta Ads, onsite search and merchandising, and AI discovery/agentic commerce. Its AI-discovery work includes feed enrichment, metadata, schema, crawlable PDP content, and conversational attributes designed to improve product readability for systems such as Google AI experiences, ChatGPT, Gemini, Claude, and Perplexity, without guaranteeing placement or citation.
- Commercial considerations: Lily does not publish a fixed rate card. Pricing is tailored according to factors including catalog size, selected use cases or channels, markets and regions, and advertising spend. Lily also currently offers a free 30-day trial on 500 products for teams starting with Google Merchant Center data.
Lily AI is most relevant to retailers and brands that want to improve how their catalogs are interpreted, tested, and surfaced across paid media, onsite discovery, conventional search, and emerging AI-mediated shopping environments.
Bloomreach
What is Bloomreach?
Bloomreach is an AI personalization platform for commerce businesses that connects real-time customer and product data with marketing automation, ecommerce search, recommendations, and conversational shopping. Its Loomi AI platform provides the shared data, predictive models, decisioning, and activation layer across Bloomreach products and channels.
- Personalization role: Loomi builds a real-time view of customer intent from first-party behavior and customer context while incorporating business information such as product availability, pricing, and margins. Its models can then influence product recommendations, message content, channel selection, timing, segmentation, and other personalization decisions across the customer journey.
- Commerce workflow: Bloomreach Ecommerce Search combines AI-driven product discovery, merchandising, recommendations, and behavioral personalization, while Marketing coordinates experiences across channels including email, SMS, RCS, WhatsApp, web, mobile apps, and advertising. The Loomi Shopping Agent adds conversational product discovery, asking clarifying questions, comparing products, and guiding shoppers toward purchases using catalog and behavioral context.
- Implementation checks: buyers should assess customer-data quality, identity resolution, product-catalog structure, inventory and pricing feeds, integrations, required marketing channels, personalization governance, and whether marketing automation, ecommerce search, or the Shopping Agent should be deployed first. Connecting more Bloomreach capabilities allows Loomi to share signals across search, marketing, and conversational shopping workflows.
- Commercial considerations: Bloomreach uses customized annual pricing based on the products and packages selected and the scale of the business. Factors can include customer or profile volume, monthly unique visitors, catalog size, and communications usage depending on the product. Loomi AI is built into Bloomreach products without a separate Loomi platform charge, although individual AI tools, agents, add-ons, and higher usage allowances can depend on the purchased package.
Bloomreach is particularly relevant to commerce teams that want customer data, product discovery, marketing execution, and conversational shopping connected through a shared AI and personalization layer rather than operated as independent point solutions.
Side-by-side
Key differences
Criteria
AI Personalization SoftwareLily AI
AI Personalization SoftwareBloomreach
Best for
AI Personalization Software
AI Personalization Software
Score
8.1/10
8.5/10
Pricing
Contact sales
Contact sales
Category / audience
AI Marketing & Content Software › AI Personalization Software
- product attributes
- retail AI
- product intelligence
AI Marketing & Content Software › AI Personalization Software
- commerce experience
- ecommerce search
- Loomi AI
Feature check
Side-by-side feature check
Feature
Lily AI
Bloomreach
AI Product AttributesAI generated product attributes across retail catalogs
-
Computer VisionComputer vision across product images for attributes
-
Customer IntentCustomer intent prediction across captured shopping signals
-
Search EnrichmentEnrich search relevance across ecommerce storefronts
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Recommendation EnrichmentEnrich recommendation engines across ecommerce storefronts
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Demand PredictionPredict demand across enriched product catalog data
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12 capabilities compared.12 differentiating rows are shown first.
The trade-offs
Pros & cons of each tool
Trade-offs
Lily AI
Pros
- AI native product attribute enrichment for retail commerce catalogs
- Computer vision across product images for AI generated attributes
- Improves downstream search and recommendations across ecommerce stack
Cons
- Specialist tool with smaller public review base today
- Built for retail commerce, not other vertical markets
- Custom enterprise pricing requires sales engagement to evaluate
Trade-offs
Bloomreach
Pros
- Enterprise commerce experience platform with Loomi AI features
- AI driven recommendations and content across digital storefronts
- Established enterprise vendor across global commerce markets
Cons
- Commerce experience platform with AI features layered on top
- Pricing built for enterprise scale, not smaller teams today
- Quote based pricing requires sales engagement to evaluate fit
Final verdict
Best fit depends on your workflow
Current catalog data shows meaningful overlap between Lily AI and Bloomreach. Use the signals below to decide based on workflow, ecosystem, pricing, and implementation fit.
Differentiators available
Lily AI has 4 visible decision signals and Bloomreach has 4.
Score signal
Bloomreach has the higher SoftFinders Score in the current catalog data.
Choose Lily AI if…
- AI Product Attributes
- Computer Vision
- Customer Intent
- product attributes
Choose Bloomreach if…
- Loomi AI
- Commerce Search
- Content Personalization
- commerce experience
TRY THEM YOURSELF
See which one fits your workflow
Both tools have their strengths, the best way to decide is to spend a few minutes inside each.