pretty relevant
See what your model actually learned — not what you hoped it learned. 40+ methods across PyTorch, TensorFlow, and JAX. Open source.
Real attribution results from xaitalk validation runs.
DistilBERT · gradient_x_input · PyTorch
xaitalk detects your framework automatically. The unified API stays the same — the native implementation underneath changes per framework.
Switch framework to see what runs under the hood.
import torch
import xaitalk
result = xaitalk.explain(model, x, method="gradient", target_class=0)# What happens internally:
model.eval()
x = x.detach().clone().requires_grad_(True)
output = model(x)
target = torch.zeros_like(output)
target[0, 0] = 1.0
output.backward(gradient=target)
attribution = x.grad.detach().cpu().numpy()Explainability has been a research topic for years. xaitalk makes it a practical tool — so you can actually verify, debug, and trust your AI before it reaches users.
Train an open model to replicate a closed-source API on your specific workflow — email classification, content moderation, credit scoring. Then explain every prediction. Replace black-box costs with transparent decisions.
Run attributions at checkpoints to see what your model focuses on at each epoch. Catch Clever Hans moments early — is it learning the feature or the artifact? Compare methods to build confidence before deployment.
Would the credit decision change if the applicant's gender were different? xaitalk's counterfactual fairness method flips protected attributes and compares attributions — concrete evidence for auditors and regulators.
Doctors reviewing AI-flagged scans, loan officers explaining rejections, compliance teams auditing automated decisions — xaitalk turns model outputs into visual evidence that non-technical people can evaluate.
CNNs, Transformers, LLMs, GNNs, RNNs, diffusion models, protein folders, game engines.
0D
Tabular
Credit scoring, features
1D
Sequences
ECG, audio, text
2D
Images
X-rays, photos, scans
3D
Video
Surveillance, sports
4D
Spatiotemporal
Chess, V-JEPA
Open source library. Cloud API. Integration services.