Prompt Testing & Evaluations for Modern Dev Teams

Empower every team member—from product managers and domain experts to software developers and AI engineers—to build, evaluate, and ship LLM-powered workflows, agents, and function-calling integrations.

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Testing and Evaluation Capabilities

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Structured Data Extraction

Extract nested JSON keys and values using JSONPath.
Extract data from XML-style tags (e.g., <tag>value</tag>) to target specific response segments for validation.
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Rich Metrics/Assertions Operations

Exact equality, fuzzy similarity, LLM-as-judge semantic checks, or custom logic.
Apply assertions to entire JSON outputs or individual elements.
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Rich UI Test Designer

Define and manage data-driven test cases via intuitive no-code interface.
Select individual tests or entire suites and run across models and versions.
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Rapid Iteration & Fast Turnaround

Visualize results instantly, compare outputs, and update prompts on the fly.
Empower the full team with quick feedback loops and version traceability.
Tailored Tools for Every Role
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Whether you're a developer, tester, or product owner, Asserto AI provides tailored tools to help you evaluate prompts effectively.

Product Managers & Domain Experts

Build and manage test cases with intuitive UI controls—no code needed.
Validate prompts against real-world business logic and function-calling schemas.

Software & System Developers

Leverage assertion-driven validations to ensure reliable JSON payloads for system integration.
Decouple prompt logic from application code with CMS-style integrations—update prompts dynamically without redeploying services.

AI Engineers & Prompt Optimization Experts

Compare prompt variations across models using pass/fail ratios, similarity scores, and cost metrics.
Analyze historical trends to refine prompts for accuracy, speed, and budget efficiency.