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bonsai vs Holistics

A side-by-side editorial comparison of bonsai and Holistics — release velocity, themes, recent moves, and the top alternatives to consider.

bonsai vs Holistics: at a glance

FeaturebonsaiHolistics
SectorAnalyticsAnalytics
Velocity score0.05.0
Sparks · 30d00
Top themestidymodels, gradient-boosting, engines, lightgbmbusiness-intelligence, ai-governance, analytics-as-code, access-control
Last editorial update5d ago1d ago
WebsiteVisit →Visit →

What is bonsai?

bonsai keeps widening tidymodels' boosted-tree engine bench, catboost most recently

bonsai exists to attach non-core tree engines to parsnip's boost_tree() and rand_forest(), and the release history reads as a steady accumulation of them: partykit, aorsf, lightgbm, and now catboost. The 0.4.x line is spent making catboost behave like a full tidymodels citizen rather than adding anything new.

Read the full bonsai trajectory →

What is Holistics?

Holistics is adding governance to the AI layer it spent the summer building.

Holistics ships small, frequent notes - often one or two sentences - covering three strands at once: AI features in Explore and Chat, as-code control over presentation through AML, and workspace hygiene like file history and dark mode. The August entries turn to the AI layer's edges rather than its capabilities, with an AI user attribute for restricting what the assistant can reach. Several entries are barely a line long, so scope frequently has to be read from the headline.

Read the full Holistics trajectory →

bonsai vs Holistics: editorial side-by-side

B
bonsai
ANALYTICS
0.0

bonsai keeps widening tidymodels' boosted-tree engine bench, catboost most recently

◆ Current state

bonsai exists to attach non-core tree engines to parsnip's boost_tree() and rand_forest(), and the release history reads as a steady accumulation of them: partykit, aorsf, lightgbm, and now catboost. The 0.4.x line is spent making catboost behave like a full tidymodels citizen rather than adding anything new.

◆ Where it's heading

Each engine follows the same arc — land it, then close the gaps that keep it from tuning cleanly (parameter naming, multi_predict, threading, case weights). Recent work is squarely in that second phase for catboost, with dials supplying the matching parameter objects on its own release schedule. Bug-fix density is high relative to new surface.

◆ Prediction

Expect the catboost integration to keep filling in tuning and GPU-related arguments before any further engine is added; the entries give no signal about which engine would come next.

Holistics logo
Holistics
ANALYTICS
5.0

Holistics is adding governance to the AI layer it spent the summer building.

◆ Current state

Holistics ships small, frequent notes - often one or two sentences - covering three strands at once: AI features in Explore and Chat, as-code control over presentation through AML, and workspace hygiene like file history and dark mode. The August entries turn to the AI layer's edges rather than its capabilities, with an AI user attribute for restricting what the assistant can reach. Several entries are barely a line long, so scope frequently has to be read from the headline.

◆ Where it's heading

The AI work has moved through a recognizable sequence: capability first with chart suggestions, then observability with AI Chat Insights for admins, and now access control with an AI-specific user attribute. Alongside it, Holistics keeps pulling presentation into AML - custom charts, theme palettes, currency formats - so the things analysts used to click are versioned as code. File history is the join between the two threads, giving every dashboard, model, and dataset its own restorable timeline.

◆ Prediction

With capability, visibility, and access control now in place for the AI layer, the next step is likely audit or policy depth - logging what the assistant answered against which data - rather than new AI surfaces.

Alternatives to bonsai and Holistics

Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either bonsai or Holistics.

See all bonsai alternatives → · See all Holistics alternatives →

Recent activity from bonsai and Holistics

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 2d agoHolisticsAI user attribute restricts AI access to sensitive data
  2. 16d agoHolisticsCustom currency and unit formats, per field
  3. 19d agoHolisticsFile history: per-file version timeline and restore
  4. 22d agoHolisticsCustom charts become AML code with GUI authoring
  5. 23d agoHolisticsColor palettes can be assigned at the theme level
  6. 27d agoHolisticsDate-range presets and typed shorthands
  7. 2mo agobonsaicatboost gains multi_predict() and corrected tuning parameters
  8. 1y agobonsaicatboost engine added to boost_tree()
  9. 1y agobonsailightgbm accepts sparse matrices for fit and predict
  10. 2y agobonsaiaorsf fit failure in multisession workers fixed
  11. 2y agobonsaiaorsf engine added; lightgbm gains dataset params and case weights
  12. 3y agobonsailightgbm num_leaves becomes tunable; alias arguments disallowed

Frequently asked questions

What is the difference between bonsai and Holistics?

They serve adjacent needs but don't currently overlap on shipped themes. Holistics is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is bonsai better than Holistics?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Holistics is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.

What are the best alternatives to bonsai?

Top bonsai alternatives in Analytics are ranked by recent ship velocity. Browse the "bonsai alternatives" section above for the current picks, or visit /alternatives/bonsai-r for the full list with editorial commentary on each.

What are the best alternatives to Holistics?

Top Holistics alternatives in Analytics are ranked by recent ship velocity. Browse the "Holistics alternatives" section above for the current picks, or visit /alternatives/holistics for the full list with editorial commentary on each.