Engineered for deterministic AI reliability.
Every layer of the Tanvelo platform is constructed to replace anecdotal prompt testing with repeatable scientific rigor.
Domain-Specific Stress Generation
Tanvelo generates hundreds of boundary-pushing test cases tailored to your model's target domain—whether code compilation, customer support tone, multi-step math, or constraint adherence.
Decoupled Independent Judging
Avoid the hazard of an LLM rating its own logic. Tanvelo employs an independent judging layer with strict, calibrated rubrics and deterministic verification checks.
Semantic Failure Clustering
High-dimensional vector embeddings cluster anomalous responses into distinct, impact-ranked bug buckets. Instantly see whether failures stem from instruction drift, missing context, or edge syntax.
Prescriptive Remediation Engine
Every detected failure group is mapped to a clear engineering recommendation: prompt system modifications, negative constraint injection, RAG grounding, or targeted fine-tuning.
Curated Remediation Datasets
Directly export paired failure prompts with verified 'gold-standard' completions. Use these datasets directly in your fine-tuning pipeline or automated regression test suites.
Isolated Execution & Encryption
API keys are AES-256 encrypted at rest and never shared with client-side code. Zero customer prompts or completions are retained for foundational model training.
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