Prompt
What should I use for a managed search API?
Latest observation
Oct 12, 2026
OpenAI APIWeb search: off
If you want a managed search API, the best choice depends on what you’re searching and how much relevance tuning you need. Here are the main options:
Good general-purpose choices
- Algolia — Best for fast, typo-tolerant, user-facing search on websites/apps. Great developer experience and relevance controls.
- Elasticsearch / OpenSearch (managed) — Best if you need full-text search, complex filtering, analytics, or custom ranking. More powerful, but more operationally and conceptually heavy.
- Typesense — Simpler than Elasticsearch, easy to use, fast, and good for product/site search.
- Meilisearch — Very easy to get started with, great for lightweight search experiences and small-to-medium datasets.
If you mean enterprise/document search
- Azure AI Search — Strong if you’re already in Microsoft/Azure, especially for document indexing and AI-powered retrieval.
- Amazon OpenSearch Service — Good if you’re on AWS and want managed Elasticsearch/OpenSearch.
- Google Vertex AI Search / Elastic on cloud — Good for hybrid search and AI-integrated experiences.
Quick recommendation
- Need the easiest, best UX for app/site search: Algolia
- Need powerful search and control: OpenSearch / Elasticsearch
- Need simple and cheaper: Typesense or Meilisearch
- Already on cloud provider: use that provider’s managed search
If you tell me:
- what you’re searching (products, documents, logs, code, etc.),
- your cloud provider,
- your scale/budget,
- whether you need semantic/vector search,
…I can recommend the best one more specifically.