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Comparison · Analytics

distributions3 vs Survicate

A side-by-side editorial comparison of distributions3 and Survicate — release velocity, themes, recent moves, and the top alternatives to consider.

distributions3 vs Survicate: at a glance

Featuredistributions3Survicate
SectorAnalyticsAnalytics
Velocity score6.33.8
Sparks · 30d10
Top themesr-package, probability-distributions, empirical-distributions, likelihood-inferencecustomer-research, feedback-platform, ai-insights, research-hub
Last editorial update2h ago2mo ago
WebsiteVisit →

What is distributions3?

distributions3 0.3.0 adds sample-based distributions and likelihood derivatives

An R package giving probability distributions a consistent object interface - d/p/q/r functions, moments, and prodist() methods that pull a fitted distribution out of a regression object. Version 0.3.0 is the first substantive release under Achim Zeileis's maintenance, and it widens what a distribution is allowed to be: Empirical() represents a distribution by a random sample rather than by parameters, and numerical fallbacks now fill in cdf(), pdf(), quantile(), random() and the moments for any object that implements only some of them. New score() and hessian() generics compute first and second derivatives of the log-likelihood with respect to the parameters, analytically for a few distributions and numerically for the rest.

Read the full distributions3 trajectory →

What is Survicate?

Survicate pivots from survey tool to AI-native research platform with Research Hub.

On May 22, 2026, Survicate replaced Insights Hub with Research Hub — a project-based workspace that connects surveys, support tickets, call transcripts, app reviews, and 15+ other feedback sources, producing stakeholder-ready AI-generated reports where every claim links back to the exact feedback it came from. A Research Assistant grounded in the project's own sources handles follow-ups; insights surface and are tracked over time. The prior months show steady survey-craft improvements: in-survey language selectors (March), custom fonts (March), response attributes (March), light/dark theme support (Feb), team-invite role bundling (Feb), and an alternative CSAT calculation (Feb).

Read the full Survicate trajectory →

distributions3 vs Survicate: editorial side-by-side

D6.3

distributions3 0.3.0 adds sample-based distributions and likelihood derivatives

◆ Current state

An R package giving probability distributions a consistent object interface - d/p/q/r functions, moments, and prodist() methods that pull a fitted distribution out of a regression object. Version 0.3.0 is the first substantive release under Achim Zeileis's maintenance, and it widens what a distribution is allowed to be: Empirical() represents a distribution by a random sample rather than by parameters, and numerical fallbacks now fill in cdf(), pdf(), quantile(), random() and the moments for any object that implements only some of them. New score() and hessian() generics compute first and second derivatives of the log-likelihood with respect to the parameters, analytically for a few distributions and numerically for the rest.

◆ Where it's heading

Growth used to arrive as new distribution families contributed from outside - the extreme-value set, Erlang, later the Poisson binomial. This release changes the axis: alongside two new distributions it adds an inference layer (score, hessian) and a forecast-evaluation one (crps() methods against scoringRules), which are capabilities about distributions rather than more of them. Dependency weight is being cut at the same time, with ggplot2 demoted to Suggests and glue replaced by base R sprintf().

◆ Prediction

With numeric fallbacks and the derivative generics in place, expect analytic score() and hessian() methods to be filled in across more of the distribution catalogue. The constructor-default change is the likeliest source of follow-up fixes, since calls like Poisson() now return a length-zero distribution where they previously errored.

S
Survicate
ANALYTICS
3.8

Survicate pivots from survey tool to AI-native research platform with Research Hub.

◆ Current state

On May 22, 2026, Survicate replaced Insights Hub with Research Hub — a project-based workspace that connects surveys, support tickets, call transcripts, app reviews, and 15+ other feedback sources, producing stakeholder-ready AI-generated reports where every claim links back to the exact feedback it came from. A Research Assistant grounded in the project's own sources handles follow-ups; insights surface and are tracked over time. The prior months show steady survey-craft improvements: in-survey language selectors (March), custom fonts (March), response attributes (March), light/dark theme support (Feb), team-invite role bundling (Feb), and an alternative CSAT calculation (Feb).

◆ Where it's heading

The directional move is clear — from "survey tool" to AI-native research platform. The earlier Research Assistant work in January and February was the stepping stone; Research Hub is the destination, and the rebrand from Insights Hub signals the team treating this as a category move, not a feature add. Survey-builder work continues but now reads as table-stakes maintenance underneath the new platform layer.

◆ Prediction

Expect Research Hub to grow new source integrations (sales-call platforms, support systems beyond ticket text) and pre-built templates for common B2B-SaaS research patterns — churn analysis, win/loss, NPS driver mining. Deeper report sharing and distribution would put Survicate directly in Dovetail and Sprig's path.

Alternatives to distributions3 and Survicate

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 distributions3 or Survicate.

See all distributions3 alternatives → · See all Survicate alternatives →

Recent activity from distributions3 and Survicate

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

  1. 2h agodistributions3Empirical distributions, plus score and hessian generics
  2. 29d agodistributions3Maintenance moves to Achim Zeileis; moment calculations corrected
  3. 3mo agoSurvicateIntroducing Research Hub
  4. 4mo agoSurvicateLanguage selector inside the survey
  5. 5mo agoSurvicateCustom survey fonts
  6. 5mo agoSurvicateResponse attributes in web, product, and mobile surveys
  7. 5mo agoSurvicateClose button in minimized web surveys
  8. 5mo agoSurvicateUpdated Team Invite Options
  9. 10mo agodistributions3ggplot2 compatibility for the plotting functions
  10. 1y agodistributions3Poisson binomial distribution, with a normal-approximation fallback
  11. 3y agodistributions3is_discrete and is_continuous generics, plus elementwise type-safety
  12. 4y agodistributions3Extreme-value family, Erlang, and a plotting generic

Frequently asked questions

What is the difference between distributions3 and Survicate?

They serve adjacent needs but don't currently overlap on shipped themes. distributions3 is currently shipping more aggressively (velocity 6.3 vs 3.8), with 1 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 distributions3 better than Survicate?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. distributions3 is currently shipping more aggressively (velocity 6.3 vs 3.8), with 1 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 distributions3?

Top distributions3 alternatives in Analytics are ranked by recent ship velocity. Browse the "distributions3 alternatives" section above for the current picks, or visit /alternatives/distributions3-r for the full list with editorial commentary on each.

What are the best alternatives to Survicate?

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