AI Gateway vs Brave Search API
Detailed side-by-side comparison to help you choose the right tool
AI Gateway
Integrations
Databricks central AI governance layer for LLM endpoints, MCP servers, and coding agents. Provides enterprise governance with unified UI, observability, permissions, guardrails, and capacity management across providers.
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CustomBrave Search API
🔴DeveloperIntegrations
Brave Search API gives agents and chatbots access to an independent web index — not Bing or Google reseller results — at $5 per 1,000 search requests with $5 in free monthly credits.
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AI Gateway - Pros & Cons
Pros
- ✓Native integration with Unity Catalog means permissions, audit logs, and lineage work identically to the rest of your Databricks data assets without extra IAM plumbing
- ✓OpenAI-compatible client interface allows existing application code to point at AI Gateway endpoints with minimal refactoring
- ✓Governs three distinct asset types (LLM endpoints, MCP servers, coding agents) in a single pane of glass — rare across the 870+ tools in our directory
- ✓No charges during Beta (confirmed on docs as of April 15, 2026), letting teams pilot full governance workflows before committing to enterprise pricing
- ✓Supports major coding agents including Cursor, Claude Code, Gemini CLI, and Codex CLI, covering the dominant agent tools developers use in 2026
- ✓Inference tables land as Delta tables in Unity Catalog, making audit and monitoring queries trivially accessible via SQL or notebooks
Cons
- ✗Only available inside the Databricks platform — teams not already on Databricks cannot adopt AI Gateway as a standalone product
- ✗Currently in Beta, meaning feature set, APIs, and limits may shift before GA and enterprise SLAs may not apply
- ✗Two parallel versions exist (new AI Gateway in left nav vs. previous AI Gateway for serving endpoints), which creates documentation and migration ambiguity
- ✗Custom MCP server hosting requires packaging as a Databricks App, adding a layer of platform-specific deployment knowledge
- ✗Pricing is opaque enterprise-contract based with no public tier breakdown, making TCO comparisons against standalone gateways difficult
Brave Search API - Pros & Cons
Pros
- ✓Independent web index — not a Bing or Google reseller — solves the data-sovereignty and compliance story cleanly
- ✓Two well-shaped endpoints: raw Search at $5/1K, grounded Answers with citations at $4/1K + $5/M tokens
- ✓Official MCP Server makes integration with Claude, Cursor, and OpenAI Responses API near-instant
Cons
- ✗Brave's index, while large, has more long-tail blind spots than Google for very niche queries
- ✗Answers endpoint capped at 2 QPS by default — too low for high-concurrency production agents
- ✗Per-request pricing means cost forecasting for chatty agents requires real capacity modeling
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