Why are teams looking for Algolia alternatives?

The most common reason is cost. Algolia's operations-based pricing model means costs scale steeply as your record count and search volume grow. Teams with mid-to-large catalogs or high traffic can easily hit $1,000–$3,000+/month. Others cite proprietary lock-in — migrating off Algolia's API later is painful. Some also find NeuralSearch (their AI feature) requires an expensive plan upgrade.

Is RayoSearch a drop-in replacement for Algolia?

RayoSearch is not an API-level Algolia replacement — it doesn't replicate InstantSearch.js or the Algolia REST API. Instead, it's a complete search widget solution: you connect your Azure AI Search index, configure the widget with a visual builder, and embed it with one script tag. If you're using Algolia primarily for its frontend search widget, RayoSearch is a direct alternative with better pricing.

What search engine does RayoSearch use?

RayoSearch is built on Azure AI Search (formerly Azure Cognitive Search), Microsoft's managed search service. It provides built-in vector search, semantic ranking, typo tolerance, and enterprise-grade scalability — with index-size-based pricing that's far more predictable than Algolia's operations model.

How does Algolia pricing compare to RayoSearch?

Algolia charges per record stored and per search operation — costs grow quickly. A store with 50k products and 100k monthly searches can hit $500–$1,500/month on Algolia. RayoSearch is free during beta, and post-beta pricing is flat per-site with no per-record or per-operation fees. You pay for your Azure AI Search index separately, which scales predictably by index size.

Do I need to use Azure to use RayoSearch?

Yes — RayoSearch connects to your Azure AI Search index. If you don't already have one, Azure AI Search starts at ~$25/month for a basic index and is straightforward to set up. The combination of Azure AI Search + RayoSearch is typically significantly cheaper than Algolia at equivalent scale.

Algolia alternative · Powered by Azure AI Search

AI search without
the Algolia bill.

RayoSearch is a visual search widget builder on Azure AI Search — vector search, semantic ranking, and a one-script embed. Built for developers, ecommerce stores, and SaaS teams who are done paying Algolia by the operation.

Live in under 30 minutes
Free during beta — no credit card required
One script tag install, no engineers needed
60–80% cheaper than Algolia at equivalent scale

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Getting started guide

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API reference — authentication

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How to configure facets

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vs Algolia

-74% cost

Why teams are switching from Algolia

The honest comparison — no marketing fluff.

Algolia

Pain points

Costs spike as records + operations grow
NeuralSearch AI is a paid add-on
No visual widget builder — requires JS SDK
Per-record caps on lower-tier plans
Proprietary API makes migration painful later

RayoSearch

What you get instead

Flat per-site pricing — no operation counting
Vector + semantic AI included via Azure
Visual no-code widget builder
No record limits from us (Azure scales freely)
Standard Azure API — no lock-in

Feature comparison

Feature	Algolia	RayoSearch
Pricing model	Records + operations	Flat per-site monthly
Starting cost	~$50–100/mo	Free during beta
At-scale cost	$$$ (grows with volume)	$ (predictable)
AI / semantic search	± (NeuralSearch, paid add-on)	✓ (built-in via Azure)
Vector search	± (premium plans only)	✓ (included)
Typo tolerance	✓	✓
No-code widget builder	✗	✓
UI embed (no code)	± (InstantSearch.js SDK)	✓ (1 script tag)
Works without developers	✗	✓
Search analytics	✓ (paid plans)	✓ (included)
Zero-result tracking	± (analytics add-on)	✓
Record limits	✓ (plan-based caps)	✗ (Azure scales freely)
Proprietary API lock-in	✓	✗

✓ = included · ± = partial / paid add-on · ✗ = not supported · As of April 2026

Built-in analytics

See exactly what your users are searching — and what's failing.

Top queries — what your users actually want
Zero-result terms — missed sales, in plain sight
Click-through rate per search query
Search-to-conversion trends over time

Algolia includes analytics only on paid plans. RayoSearch includes it from day one.

Top queries · 7 days

running shoes women 312

sneakers size 9 201

trail runners 178

white sneakers 134

Zero-result alerts

veja sneakers Fix →

waterproof trail boot Fix →

wide fit runner Fix →

What you actually pay

Algolia's pricing model is clever marketing. Here's what it costs in practice.

Algolia

Operations-based — grows with every search

› ~$50–100/mo to start
› $500–$1,500+/mo for a real ecommerce catalog
› NeuralSearch AI costs extra (premium tier)
› Per-record caps on lower plans

Azure AI Search

Index-size-based — predictable, not volume-based

› ~$25/mo for a basic index
› Standard tier (with vector + semantic AI) from ~$250/mo
› Costs based on index config, not query volume
› Doesn't spike when you run a campaign

RayoSearch

Flat per-site — the widget layer on top of your index

› Free during beta
› Post-beta: flat monthly per site, no per-operation fees
› You bring your Azure index; we add the widget + analytics
› Typical saving vs Algolia: 60–80% at mid-to-large scale

Common questions

Why are teams leaving Algolia?

Primarily cost — Algolia's operations-based billing grows steeply with catalog size and traffic. A real ecommerce store with 50k+ products can hit $500–$1,500/month easily. Others leave because NeuralSearch (AI relevance) is a premium add-on, not included. And migrating off Algolia's proprietary API later is painful.

Is RayoSearch a drop-in Algolia replacement?

Not at the API level — we don't replicate InstantSearch.js or the Algolia REST API. RayoSearch is a complete widget solution: connect your Azure AI Search index, design the widget visually, embed with one script tag. If you use Algolia for its frontend widget, we're a direct alternative.

What search engine powers RayoSearch?

Azure AI Search (formerly Azure Cognitive Search) — Microsoft's managed search with built-in vector search, semantic ranking, and typo tolerance. Index-size pricing, not operations-based. Enterprise SLAs, SOC2, HIPAA compliant.

What does it actually cost compared to Algolia?

A 50k-product store with 100k monthly searches typically costs $500–$1,500/month on Algolia. The equivalent Azure AI Search index runs ~$75–$250/month. RayoSearch adds a flat widget layer on top. Most teams see 60–80% cost reductions.

Do I need an Azure account?

Yes — RayoSearch connects to your Azure AI Search index. Azure AI Search starts at ~$25/month. We walk you through setup during onboarding. The full setup — Azure index + RayoSearch widget — takes under an hour.

🚧 Private Beta

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AI search withoutthe Algolia bill.