Step-by-Step Workflow

How SpeedBumpML Works

From model upload to compliance certification in four simple steps. Automate governance, eliminate manual audits, and ship AI with confidence.

The Process

AI Governance Made Simple

SpeedBumpML transforms complex AI governance into a streamlined workflow. Our platform handles the heavy lifting—bias detection, compliance audits, and explainability—so you can focus on building great AI products.

10× Faster

Reduce governance workflows from weeks to minutes with automated scans.

100% Compliant

Meet GDPR, HIPAA, and EU AI Act requirements with audit-ready reports.

Zero Setup

No infrastructure changes needed. Upload and scan

WORKFLOW

Four Steps to Governance Excellence

Our streamlined process takes you from model upload to compliance certification with minimal effort and maximum confidence.

01

Upload Your Model

Upload your trained ML & DL model files in minutes. We support all major frameworks including TensorFlow, PyTorch, scikit-learn, XGBoost, and more. Our intelligent system auto-detects your model type and validates compatibility.

Support for .pkl, .joblib, .h5, .onnx, .pt, and more

Multi-framework compatibility (TensorFlow, PyTorch, scikit-learn)

Automatic model validation and metadata extraction

Secure upload and privacy protection

02

Upload Dataset

Provide your dataset for comprehensive validation and testing. Our platform automatically detects format, preprocesses data, and prepares it for thorough model evaluation and governance scans.

CSV, and ZIP archive support

Automatic data type detection and validation

Smart preprocessing and feature extraction

Sensitive attributes for fairness analysis

03

Select Scans

Choose from our comprehensive suite of governance scans tailored to your compliance needs. Run fairness audits, bias detection, explainability analysis, performance monitoring, and regulatory compliance checks—all with one click.

Bias & fairness detection with group-wise metrics

Model explainability (SHAP, LIME, feature importance)

Performance analytics and drift detection

Compliance checks (GDPR, HIPAA, EU AI Act)

04

Compliance & Reporting

Generate audit-ready reports and compliance certificates instantly. Get detailed governance findings, test results, executive summaries

Compliance certificates for major frameworks

Detailed incident logs and remediation guidance

Executive dashboards with trust scores

Quick Start

Get Started Quickly

From signup to your first governance report in under 10 minutes. No credit card required.

01

Sign Up OR Create Organization

Create your account or set up your organization workspace in under 2 minutes. No credit card required.

02

Upload and Scan Model

Upload your model and run governance scans for bias, fairness, performance, and compliance in minutes.

03

Certificates and Reports

Generate compliance-ready reports and certificates for stakeholders and audit requirements.

Platform Features

Our Features

Everything you need for responsible AI development and deployment in one unified platform.

AI Governance & Oversight

Policy management, approval workflows, and audit-ready activity trails.

Performance Analytics

Performance analysis and drift detection.

Compliance & Certifications

Automated evidence collection for GDPR, HIPAA, and EU AI Act.

AI-Powered Support

Chat with Speed for instant assistance and best practices.

Incident Management

Track, triage, and resolve AI incidents with detailed post-mortems.

Learning Modules

Interactive labs teaching validation, governance, and explainability.

Ready to Transform Your AI Governance?

Request a Demo

See how SpeedBumpML can help you ship AI faster with confidence. Book a personalized demo with our team and get started today.