How you can adopt custom evaluations tailored to your use cases and business objectives.
Executive summary
From human-in-the-loop reviews to multimodal assessment, we outline how enterprises can build evaluation systems that assess real-world performance for safe and accurate model deployment.
1. AI evaluations explained
Understand the importance of AI evaluations, and back up your knowledge with the history of benchmarks and leaderboards.
2. Why standard evaluations and benchmarks miss the mark
Benchmarks were developed to be a common yardstick for measuring AI capabilities, but they come with limitations, enterprise-specific challenges, and unseen costs of doing nothing.
3. The solution: custom evaluations frameworks
Enterprises need to adopt custom evaluation frameworks specifically tailored to their unique use cases and business objectives.
4. How to get started with custom AI evaluations
Invisible's approach includes building a custom system of repeatable workflows that constantly help the model improve and meet emergent needs over time.
5. Frameworks for developing custom evaluations
How these KPIs matter for adoption, compliance, and ROI in your organization: domain knowledge, capabilities, error types, complexity, governance model, and multi-turn interactions.
Take advantage of AI opportunities now
The path to success with AI isn’t just building models — it’s proving they work where it matters. Custom evaluations are the key to turning pilots into production, and hype into measurable ROI. Don’t burn capital on stalled pilots while competitors move ahead with tested, trusted systems.
The path to success with AI isn’t just building models — it’s proving they work where it matters. Custom evaluations are the key to turning pilots into production, and hype into measurable ROI. Don’t burn capital on stalled pilots while competitors move ahead with tested, trusted systems.
The path to success with AI isn’t just building models — it’s proving they work where it matters. Custom evaluations are the key to turning pilots into production, and hype into measurable ROI. Don’t burn capital on stalled pilots while competitors move ahead with tested, trusted systems.
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