DataFramer is now a Validated Databricks partner.
AI Workflow Intelligence for accurate, high-value AI workflows.
Understand how AI is affecting your users and business. Make every AI-powered workflow more accurate, widely adopted, efficient, and valuable.
Why DataFramer exists
Can you answer how AI is affecting your business and users?
AI’s accuracy and business value are hard to prove.
Business outcomesTeams cannot see whether AI workflows are becoming more accurate, more adopted, faster, and more valuable.
Important signals hide across AI traces and their root causes are hard to pin down.
Discovery & diagnosisBad answers and AI behavior look successful on the surface. Even after you find one, pinning down the root cause can be hard.
Human review is slow and unstructured.
Expert reviewDomain experts know what good looks like, but their feedback gets trapped in spreadsheets, tickets, and one-off reviews.
Optimizations feel like risks.
Fixes & evalsLLM judges need calibration. QA datasets miss messy edge cases. Fixes can introduce regressions.
Continuous improvement is not continuous.
The loopReviews, evals, fixes, and rollout are stitched across tools. Lessons do not compound into reusable business context.
The AI Workflow Intelligence Platform
Better AI comes from connecting business outcomes, accuracy, and human judgment.
DataFramer turns scattered quality work into a connected operating loop.
Unify
Bring every part of the AI workflow together
Connect AI outputs, user behavior, feedback, workflow events, and expert judgment in one place to see how each step affects the user and business outcome.
Business impact
Tie the outcomes that matter to AI accuracy and quality
Measure accuracy, adoption, completion, speed, human effort, cost, and value across the full workflow.
Discover + Diagnose
Find accuracy deviations and important patterns in AI behavior
Surface known and unknown signals across thousands of traces, group related cases into clear findings, and investigate each one with full context.
Human Review
Turn expert review into reusable ground truth
Send traces to domain experts with full context. Their scores, rationales, and corrections become reusable ground truth for judge calibrations and future reviews.
Track + Validate
Track accuracy, regressions, and impact across user journeys
Watch Human-graded, AI Judge scores, and Judge-Human Alignment alongside adoption, completion, cycle time, cost, and business value.
Enterprise clarity with startup voltage.