Smarter Schema Discovery,
98% First-Try Success
Our latest release dramatically improves how Graphed understands your data sources, resulting in more reliable charts and faster insights.
Max ChehabThe Goal: Charts That Work on the First Try
When you ask Graphed for a chart, you shouldn't have to wait for retries or wonder why it returned empty data. With this update, we've rebuilt how our AI understands your schema: which tables exist, what columns they contain, and how they relate.
The result? 98% of charts now succeed on the first attempt, with 90% fewer complex queries under the hood.
What We Improved
69% Fewer Retries
Our new embedding-based table finder identifies the right tables with 69% fewer retries, reducing latency and improving accuracy.
94% Fewer Empty Charts
94% fewer charts returning empty or flat-line data. When your chart loads, it shows real insights.
90% Fewer Complex Queries
90% fewer overly complex queries, making generated SQL easier to understand, faster to execute, and with lower variance.
71% Fewer Query Failures
Query failures from wrong columns, invalid joins, and syntax errors reduced by 71%.
71% Fewer Query Failures
Query failures happen when our AI generates SQL that doesn't execute correctly: wrong column names, invalid joins, or syntax errors. These failures mean you have to wait for a retry or get no chart at all.
94% Fewer Empty Charts
Sometimes a query executes successfully but returns all zeros, and a flat line that tells you nothing. This usually means the AI picked the wrong metric or applied incorrect filters. We've nearly eliminated these.
90% Fewer Complex Queries
Overly complex queries, such as those with 13+ joins, conditions, or nested operations, are harder to debug, slower to execute, and more likely to fail. We've nearly eliminated them, going from 217 complex queries down to just 21.
69% Fewer Retries
When our AI can't find the right tables on the first try, it needs to retry with different approaches. Our new embedding-based table finder dramatically reduces these retries by identifying the correct tables upfront.
98% First-Attempt Success Rate
When you ask for a chart, it should just work. Our first-attempt success rate jumped from 91% to 98%, meaning fewer retries and faster insights.
Building for Reliability
These improvements represent our commitment to making Graphed more reliable with every update. By investing in smarter schema discovery and query generation, we're building a foundation that makes your charts just work, no matter how complex your data sources become.