Motley
motley.ai
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AI Data Analysts & Text-to-SQL
Data Transformation & Orchestration
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News
When the Database Gets Big, the Semantic Layer Earns Its Keep
We ran identical agents on 265 production-scale LiveSQLBench-Large tasks, one writing raw SQL, one querying through SLayer. The semantic layer passed 34% more.
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User-facing MCP: governed, read-only access for your customers' agents
How Motley exposes your product's data to your customers' AI agents: models and row-level security decide what they see, your own IdP decides who they are.
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What Is an Analytics MCP Server? A Practical Guide for SaaS Product Teams
An analytics MCP server lets your customers' AI agents query your product's data through MCP: governed, permission-scoped answers instead of raw table access.
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The Customer-Facing MCP Server: The Next Thing SaaS Products Will Embed
Embedded analytics shipped dashboards to humans. The next thing SaaS products embed is a governed MCP endpoint their customers' agents can query.
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MCP Analytics vs Embedded Analytics: Which Does Your Product Actually Need?
Embedded analytics ships dashboards to humans; MCP analytics ships governed data to agents. How to tell which your SaaS product needs, and when it's both.
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MCP Analytics Use Cases: 9 Ways SaaS Products Are Exposing Data to Customer Agents
Nine concrete use cases for an analytics MCP server, from in-product copilots to enterprise security review, each with the pain it removes.
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Building an Analytics MCP Server: Wrapped API vs SQL vs Semantic Layer
Three ways to build a read MCP server: wrap your API, expose an SQL tool, or use a semantic layer - compared on consistency, cost, and governance.
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Build vs Buy: Should You Run Your Own Analytics MCP Server?
The MCP demo is cheap; the production, multi-tenant version is not. The real build-vs-buy math for a customer-facing analytics MCP server.
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Agentic analytics is now the product, not a feature
Mews, Procore, and Polar all made the same bet in the last year: analytics is how customers will use a vertical app, not a tab inside it. Here's why.
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Topping the BIRD-INTERACT benchmark with SLayer
With the Claude SDK and SLayer, an agent reached a 75.3% pass rate on BIRD-INTERACT (a-interact, mini-interact), against an official best of 36.33% on…
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