Understand your AI Products
Analyze hidden behavioral signals from production log data to continuously improve your AI products.
Problem
Production AI is a black box
Development doesn’t translate
Optimization on small datasets in development can never fully cover and anticipate evolving production usage.
Monitoring masks behavior
Aggregate statistics on performance metrics lack visibility into behavior – the interplay and correlations between users, context, tools, models, and metrics.
The AI product feedback loop is broken
Bespoke inspection of logs doesn’t scale with production AI deployments
solution
Interpret production AI logs with adaptive analytics
Discover behavioral signals
Uncover behavioral insights corresponding to daily shifts, clusters, or outliers from analysis of your production AI logs
Investigate signals with context
Connect signals with contextual evidence from the most relevant production data to quickly triage and take action on these insights
Track signals over time
Codify signals to focus future analysis on the behavior of your AI products that you care about most
Pipeline
Distributional scales data analysis for production AI
Enrich production logs
Augment production AI logs and traces with statistical metrics, attributes, evals, and LLM as judge metrics to create a higher fidelity representation of behavioral state
Analyze logs to uncover behavioral signals
Continuously run adaptive, unsupervised analysis on enriched data, including high-dimensional clustering, topic modeling, anomaly detection, and change detection
Publish relevant insights
Translate data analysis into the most informative human readable insights and notifications on any deviation from thresholds for tracked metrics
Platform
Designed to fit your enterprise needs
Open distribution
Deploy our freely available platform to your VPC of choice with options to install locally or in a scalable Kubernetes cluster for broader usage
Enterprise controls
Ensure data security, control, and management with authentication, access permissions, networking, and privacy that meet the highest enterprise standards
Flexible integrations
Ingest your logs wherever they are, via OTEL, SQL or our SDK. Bring your own evals/metrics, customize ours, and create your own. Use your current LLM providers and frameworks or spin up a GPU analytics cluster as part of deployment
Benefits
Convert production AI logs into actionable behavioral signals
Scale production AI data analysis
Stay current with daily insights
Uncover behavioral clusters, changes, or outliers
Rapidly triage insights with context from relevant traces
Evolve metrics to reflect usage over time
use cases
Discover Insights on AI Products with Distributional
Changes to inputs, responses, tools, or context trends that suggest issues or opportunities for improvement
Discover Insights on AI Products with Distributional
Outliers in the cost, quality, or speed of AI agent data, context, tool, prompt, and call sequences that require further attention
Understand your AI Products
Join the leading enterprises transforming their AI apps with Distributional's adaptive testing platform.