XpViz — The Explainable Deep Learning Workbench
XpViz gives data scientists and business teams a shared, high-level understanding of how deep models behave — not through low-level introspection, but through clear, actionable explanations that connect performance to business outcomes.
Ante-Hoc Transparency for Deep Model Understanding
XpViz is built on Xpdeep's ante-hoc, natively explainable deep learning framework.
Unlike post-hoc XAI, which approximates a model's behavior after training, XpViz exposes the true internal logic of the model from the start.
No Post-Hoc. Ever.
This foundation enables precise understanding, trustworthy optimization, and actionable intelligence grounded in the model's real reasoning.
Understand, Analyze, and Improve
Within an Xpdeep program delivery, the Xpdeep modeling team uses XpViz — in collaboration with the customer's engineering function — to:
- Analyze the training data and monitor native explainability across epochs.
- Examine which variables truly drive performance and trim those that don't — producing frugal, compliant models aligned with the AI Act and other regulations.
- Identify and correct false positives and false negatives through targeted counterfactual analysis.
- Refine predictive regions one at a time to enhance model precision and stability.
Every optimization is structurally derived — guided by the model's own internal logic, not by trial and error or by post-hoc approximation.
How XpViz Differs from Post-Hoc Tools and AI Observability Platforms
Most solutions explain or monitor a model after it has already been trained or deployed.
XpViz is fundamentally different:
- It visualizes ante-hoc explainability, built inside the model architecture
- It reflects the model's true internal computations, not approximations
- It connects explanations directly to optimization levers
- It enables audit-readiness and certification by tracing decisions back to the model's internal structure
Comparison:
- Post-Hoc XAI: Adds interpretability layers on top of black-box models
- AI Observability: Monitors behavior after deployment
- XpViz: Native transparency → optimization → certification → actionability
From Explainability to Business Alignment
Optimizing a deep model only matters when it serves business goals.
XpViz turns native explainability into a strategic asset, allowing the Xpdeep delivery team to align model behavior with the customer's real-world KPIs — quality, yield, uptime, risk, or sustainability.
It is the workspace where the Xpdeep modeling team, the customer's engineering function, and business owners converge on a model that is structurally fit for the operational objective.
Faster, Smarter Model Design
With XpViz, the Xpdeep modeling team compresses design cycles by up to 4× — moving from exploration to certification with structural clarity at every step.
Every visualization, metric, and prescriptive "how-to improve" insight is generated from within the model itself — enabling faster iteration and higher impact for every training run.
Explainability That Drives Optimization and Action
XpViz transforms explainability into an operational lever.
By exposing the model's internal logic, XpViz enables:
- Precise reduction of unnecessary variables or sensors
- Improved robustness and reduced false positives
- Faster model iteration cycles
- Seamless transition to the XpAct action layer
- Compliance validation in XpComply
Learn how explainability delivers measurable ROI through cost savings and new growth opportunities.
Time-Series Native Explainability
For temporal models, XpViz reveals how the model's reasoning evolves over time — enabling trustworthy analysis of sequences, delays, and multi-step dependencies.
On time-series data, XpViz models achieve accuracy at minimum equivalent to black-box equivalents. The structural advantage is in deployability.
XpViz is the data scientist's workspace within a delivered Xpdeep program. The model architecture work happens here, in collaboration between the Xpdeep delivery team and the customer's engineering function.
XpViz turns native explainability from a diagnostic tool into a strategic advantage — enabling enterprises to design, optimize, certify, and deploy deep models with complete structural transparency and No Post-Hoc approximations.
XpViz is how the Xpdeep team and your engineering function know, together, that the right model has been built — explainable by architecture, optimized, and aligned with your business objectives.
Request a DemoPricing for XpViz and the Xpdeep Hub
Choose the plan that fits your technical and compliance needs — from free exploration to governed enterprise deployment.