Constructor.io

⚔️ Constructor.io Competitive Position

In Product Recommendations, Constructor.io ranks #5 among 4 tracked competitors.

Head-to-Head Comparison

Brand	AI Score	Gap
Constructor.io	87%	—
Ambassador (now Yotpo)	92%	-5%
Algolia Recommend	92%	-5%
Klevu	89%	-2%

Competitive Dynamics

Challenger Position: Constructor.io trails the category leader by 5 points. Closing this gap requires increased contextual_emergence in AI training data.

Watch List

These competitors could impact Constructor.io's position:

• Ambassador (now Yotpo) (92%): Close competitor, monitor weekly

• Algolia Recommend (92%): Close competitor, monitor weekly

• Klevu (89%): Close competitor, monitor weekly

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*Data from OutCited.com • Week 49, 2025*