Model Monitoring and Auditing
Now Available, from the Leader in AI Fairness.
Model Monitoring and Auditing Now Available, from the Leader in AI Fairness.
SolasAI Illumination was designed by experts for experts, combining the most rigorous and advanced statistical model monitoring with the power of a human-controlled agentic orchestrator, helping you optimize your models at the speed and scale your business requires.
Illumination proactively scans for drift, quality, and fairness risks and turns operational data into a strategic asset that makes your AI stronger.
Many model risks, just one workflow. Encode your policies, set your alerts, and generate your compliance reports – all in one.
Step 0:
Start the Model Reporting and Validation Module
- Select the analysis that you want performed: Quality, Drift, and/or Disparity
- The module will conclude with a detailed, fully customizable, and regulator-ready report based on your direction
- All steps of the module require human oversight to approve and proceed
Step 1:
Upload Model Documentation
- Illumination intakes your documentation and provides a summary for review and confirmation
- The documentation will be used to inform the analysis and generation of the report
- If documentation isn’t available or is incomplete, Illumination will proceed with the analysis based on the data sets
Step 2:
Select Your Data Sets
- Select the baseline and comparison data sets you want to evaluate with your analysis
- Illumination analyzes your data to understand how it works and make predictions
- Select the protected and reference groups you want to use for disparity testing
Step 3:
Perform Drift Analysis
- Illumination suggests appropriate metrics for each variable with expert rationale
- Required human review for approval or to provide corrections or selection of different metrics
- Generates a statistical table with results and editable proposed language for the report
Step 4:
Run Quality Analysis
- Illumination makes recommendations on which quality metrics to use based on the documentation and data selections
- Required human review for approval or to provide corrections or selection of different metrics
- Results are presented as both a high-level executive summary, as well as the fully detailed editable report
Step 5:
Perform Disparity Testing
- Illumination recommends the strongest method and scope of testing based on the data
- Customize your thresholds and metrics based on your company’s policies which can be provided as part of the documentation review
- Results are presented as both a high-level executive summary, as well as a fully detailed editable report
Step 6:
Observations and Action Steps
- Illumination will summarize the results of all the analyses and create a list of detailed observations for review
- Responses and next steps for each item can be noted and saved for reporting and tracking purposes
Step 7:
Generate Your Report
- Illumination provides you with an in-depth model validation report
- The report can be formatted to match your standards, practices, and thresholds
- Reports are easily downloaded and fully editable
See the clips below:
Learn About SolasAI Quality Analysis
Learn About SolasAI Disparity Analysis
Interested in learning more about SolasAI Illumination?
Fill out the form below to view the full video and get a closer look at how SolasAI Illumination helps proactively assess models for risk.
When you complete an interactive demo, you’ll also receive a free sample report to keep.