Coverage is shown for the leading platforms using the category's assessed capabilities.
Optimizely Personalization
Experiment design (A/B/n, bandits): established
Feature flags & rollout: established
Guardrails (holdouts, SRM checks): partial
Real-time decisioning/edge: established
Recommendations (content/product): partial
Stats engine transparency: limited
Targeting (rules + predictive): established
WYSIWYG/SDK delivery: limited
Optimizely Feature Experimentation
Experiment design (A/B/n, bandits): established
Feature flags & rollout: established
Guardrails (holdouts, SRM checks): partial
Real-time decisioning/edge: established
Recommendations (content/product): limited
Stats engine transparency: established
Targeting (rules + predictive): partial
WYSIWYG/SDK delivery: partial
Split.io
Experiment design (A/B/n, bandits): partial
Feature flags & rollout: established
Guardrails (holdouts, SRM checks): partial
Real-time decisioning/edge: partial
Recommendations (content/product): not documented
Stats engine transparency: partial
Targeting (rules + predictive): partial
WYSIWYG/SDK delivery: established
Convert.com
Experiment design (A/B/n, bandits): partial
Feature flags & rollout: partial
Guardrails (holdouts, SRM checks): partial
Real-time decisioning/edge: limited
Recommendations (content/product): not documented
Stats engine transparency: partial
Targeting (rules + predictive): partial
WYSIWYG/SDK delivery: partial
Flagsmith
Experiment design (A/B/n, bandits): partial
Feature flags & rollout: established
Guardrails (holdouts, SRM checks): limited
Real-time decisioning/edge: partial
Recommendations (content/product): not documented
Stats engine transparency: limited
Targeting (rules + predictive): partial
WYSIWYG/SDK delivery: partial
Eppo
Experiment design (A/B/n, bandits): established
Feature flags & rollout: established
Guardrails (holdouts, SRM checks): partial
Real-time decisioning/edge: partial
Recommendations (content/product): limited
Stats engine transparency: established
Targeting (rules + predictive): partial
WYSIWYG/SDK delivery: partial
Frosmo
Experiment design (A/B/n, bandits): partial
Feature flags & rollout: limited
Guardrails (holdouts, SRM checks): not documented
Real-time decisioning/edge: established
Recommendations (content/product): established
Stats engine transparency: limited
Targeting (rules + predictive): partial
WYSIWYG/SDK delivery: limited
Kameleoon
Experiment design (A/B/n, bandits): established
Feature flags & rollout: partial
Guardrails (holdouts, SRM checks): partial
Real-time decisioning/edge: established
Recommendations (content/product): partial
Stats engine transparency: partial
Targeting (rules + predictive): established
WYSIWYG/SDK delivery: partial
ConvertFlow
Experiment design (A/B/n, bandits): partial
Feature flags & rollout: not documented
Guardrails (holdouts, SRM checks): not documented
Real-time decisioning/edge: limited
Recommendations (content/product): partial
Stats engine transparency: limited
Targeting (rules + predictive): partial
WYSIWYG/SDK delivery: partial
Recombee
Experiment design (A/B/n, bandits): not documented
Feature flags & rollout: not documented
Guardrails (holdouts, SRM checks): not documented
Real-time decisioning/edge: partial
Recommendations (content/product): established
Stats engine transparency: not documented
Targeting (rules + predictive): partial
WYSIWYG/SDK delivery: partial
Employee distribution across active platforms
1_10: 2 platforms
11_50: 9 platforms
1k_5k: 3 platforms
201_1k: 4 platforms
51_200: 4 platforms
over_20k: 5 platforms
Not reported: 15 platforms
Revenue distribution across active platforms
100m_1b: 3 platforms
1b_10b: 1 platforms
25m_100m: 5 platforms
5m_25m: 4 platforms
over_10b: 5 platforms
under_5m: 4 platforms
Not reported: 20 platforms
Recent milestones from leading platforms
Optimizely Personalization: Optimizely Adds AI Agents to Opal Marketing Platform (2025-09-10) — Sep 10, 2025 ... Optimizely announced new agentic capabilities for its AI offering, Optimizely ... According to company officials, the new features aim to ...
Optimizely Feature Experimentation: Optimizely Adds AI Agents to Opal Marketing Platform (2025-09-10) — Sep 10, 2025 ... Optimizely announced new agentic capabilities for its AI offering, Optimizely ... According to company officials, the new features aim to ...
Optimizely Personalization: Optimizely and commercetools Launch Partnership - Optimizely (2025-05-21) — May 21, 2025 ... NEW YORK, May 21, 2025 — Optimizely, the leading digital experience platform (DXP) provider, today announced a strategic technology partnership ...
Optimizely Feature Experimentation: Optimizely and commercetools Launch Partnership - Optimizely (2025-05-21) — May 21, 2025 ... NEW YORK, May 21, 2025 — Optimizely, the leading digital experience platform (DXP) provider, today announced a strategic technology partnership ...
Optimizely Personalization: Optimizely Opal Undergoes Massive Transformation to Help ... (2025-05-07) — May 7, 2025 ... With the launch of an all-new user interface and a direct embed across the Optimizely One product suite, Opal unlocks infinite use cases for ...