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Model Explainability — SaaS tools & trends 2026

4 products Sparkpulse tracks are shipping around model explainability. The highest-velocity model explainability products right now are shapviz, hstats and kernelshap (ranked by Sparkpulse's velocity score). Tracked products here hold a velocity score of 0.0 out of 10. Below: every tracked product carrying this theme, updated from release data. Everything on this page is regenerated from verified release data, so the ranking reflects the latest changelogs rather than a static list.

Products shipping around model explainability

#01shapvizshapviz refines its SHAP plots release by release while chasing ggplot2's moving target.0.0alternatives →
#02hstatshstats settled into maintenance after its 1.0 restructuring, with model coverage the only thing still growing.0.0alternatives →
#03kernelshapkernelshap makes permutation SHAP practical past eight features, then fixes the kernel weights it had wrong.0.0alternatives →

Frequently asked questions about model explainability

Which SaaS tools ship model explainability in 2026?

shapviz, hstats, kernelshap, treeshap — the model explainability products Sparkpulse tracks, ranked by shipping velocity from verified changelogs.

Which model explainability product has the highest shipping velocity?

shapviz, with the top velocity score (0.0/10) — Sparkpulse's velocity score is derived from verified release data.

How many products are shipping around model explainability?

Sparkpulse currently tracks 4 products carrying the model explainability theme, updated continuously from verified release data.