Find what's broken. Fix what matters.
A deep technical review of your existing ML system — data pipeline, model architecture, training setup, inference stack, and monitoring. You get a written report with ranked findings and a clear action plan you can execute immediately.
Most ML systems in production share a common set of problems: leaky data pipelines, models trained on the wrong distribution, no monitoring, slow inference, and accumulated technical debt. Left unaddressed, these issues compound.
SpaceDrift's AI Audit is a structured technical review that surfaces these problems before they become critical failures. Our team reviews your code, your data pipeline, your model architecture, your serving infrastructure, and your monitoring setup — end to end.
Unlike a generic consulting engagement, this is a hands-on technical audit. We read your code. We run your pipeline. We examine your model's actual behavior on real data. The output is a detailed written report you can act on immediately.
What you receive
Comprehensive PDF covering all audit dimensions with findings, severity ratings, and recommendations.
Review of your data ingestion, cleaning, and transformation logic for leaks and inefficiencies.
Evaluation of your current model on representative data — accuracy, robustness, and bias.
Every finding ranked by impact vs. effort. A clear, actionable backlog you can execute immediately.
1-hour call to walk through the report, answer questions, and discuss implementation strategy.
Step by step
You share your codebase (NDA signed first). We define the audit scope and success criteria.
We trace your data from source to model input, identifying leaks and silent failure points.
Architecture, training code, evaluation methodology, and overfitting analysis.
Serving infrastructure, latency profiling, monitoring setup, and deployment configuration.
Structured findings with severity ratings (Critical/High/Medium/Low) and code-level recommendations.
1-hour live walkthrough. You leave with a clear picture of what to fix first and why.
Real numbers
Is this for you?
This service is designed for a specific type of client. If you see yourself in this list, we`re a good fit.
Ask Me AnythingTell me your project details and I`ll respond with a clear scope and fixed quote within 2 hours. No commitment required.