AI Debugging & Steering
Analyze, compare, and augment every model to deliver trusted AI.
Many teams lack AI understanding
As AI models grow more complex, teams struggle to understand how they make decisions — or why they fail. Hidden backdoors, bias, drift, and misaligned reasoning can quietly erode trust, accuracy, and compliance. Without visibility into internal logic and behavior, debugging AI becomes guesswork. Starseer AI Debugging and Steering changes that. It opens the black box, revealing how models think, where errors emerge, and how outputs can be guided in real time.
- Gain deep visibility into model reasoning, decision paths, and influencing factors
- Detect and correct bias, drift, and backdoors before they impact business outcomes
- Actively steer AI behavior to align with organizational policy, ethics, and intent
Decisioning you can prove
Starseer gives you AI decisioning you can see, prove, and control. It reveals how models reach conclusions, provides audit-ready transparency, and lets you steer behaviors, broadly or pin-point, in real time to align with enterprise policies and ethical standards. Every adjustment is tracked and validated ensuring your AI stays accountable, explainable, and trustworthy.
Model Visibility
- Expose decision logic to understand how and why models reach specific outcomes.
- Track reasoning paths and feature influence to see how models evolve and adapt over time.
Bias Detection
- Monitor model behavior for bias, drift, and data poisoning — uncovering unseen changes that degrade accuracy or fairness.
- Identify adversarial manipulation and security weaknesses before they impact trust, compliance, or decision integrity.
AI Steering
- Actively guide AI outputs to align behavior with enterprise policies and ethical standards.
- Adjust decisions in real time to maintain accuracy, reduce risk, and prevent model drift or misalignment.
Decision Proof
- Log every decision and correction to maintain a complete, verifiable record of model behavior and outcomes.
- Map actions to leading frameworks like NIST AI RMF, EU AI Act, and ISO 42001 for continuous compliance and accountability.
AI you can see, control, and trust.
AI Debugging & Steering Tiers
Gain full visibility into how your AI thinks, learns, and behaves.
- Expose decision logic, reasoning paths, and feature influence.
- Detect bias, drift, and backdoors with deep behavioral analysis.
- Illuminate the “black box” so teams can interpret and trust outcomes.
Actively strengthen model layers and decision pathways.
- Inject interpretability and context-awareness into models.
- Enrich model reasoning with reinforcement signals that improve accuracy, alignment, and resilience.
- Transform static AI systems into adaptive, transparent decision engines.
Starseer offers visibility and actionable controls across the entire AI ecosystem.
Competitors focus narrowly on individual elements—such as prompt guards, access controls, or red teaming—while lacking a complete, integrated solution.
Support to discover, control, and trust your AI services and more.
