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vsFaultmap vs Weights & Biases
Weights & Biases compares the runs you built. Faultmap names the failures before run one.
Side by side
Faultmapbefore the buildWeights & Biasesafter the build
When it runs
Before the build, in the design phase
After the build, on runs and outputs
What it needs
Your goal, personas, data, and tools
Runs, outputs, and eval datasets
What it produces
A map of where it breaks, plus the first test suite
Experiment comparisons and eval reports
The question it answers
Where will this agent break, before I build it?
Which run of my built agent performed best?
We do not replace Weights & Biases. Faultmap runs one step earlier. Keep using Weights & Biases after the build.
What Weights & Biases is
Weights & Biases in one sentence. Where Faultmap fits with it.
Tracks experiments and evaluates models and agents you are building.
Eval and experiment trackingWhere Faultmap fits before it
- Run Faultmap in design to catch the breaks before you build.
- Build the agent against the test suite Faultmap hands you.
- Use Weights & Biases after launch for eval and experiment tracking.
Map the breaks before Weights & Biases sees them.
Run a free Faultmap on your goal and your data. No card, no code.