Building your own LLM without serious testing is like launching a rocket and hoping forBuilding your own LLM without serious testing is like launching a rocket and hoping for
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Building your own LLM without serious testing is like launching a rocket and hoping for the best.
According to the latest Galileo report (Q1 2026), 85% of teams have faced at least one AI incident in the past 6 months.
Do you know what the most dangerous trap is?
Overconfidence!
Companies that think their scenarios are “safe” end up with 11% more issues than those who honestly admit they didn’t have enough time for testing.
Why did the market leaders (elite teams) become leaders?
Because they take testing seriously.
They cover 90–100% of AI behavior with tests.
They spend over 40% of development time on evaluation (evals).
The result: their solutions are 2.2× more reliable than the market average.
It’s time for businesses to accept a simple truth: if your AI is “silent” about errors, it usually says more about poor diagnostics than actual quality.
Real reliability isn’t about having no bugs. It’s about a system being able to detect them before your users do.
Testing isn’t a boring report at the end of the quarter. It’s the only way to turn an expensive toy into a real business tool.
Honestly – would you trust your product to a model that isn’t tested systematically?
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