Skip to content
Z Zendikt
C
Personalization Engines Software · Rank #10 of 10

Constructor review and pricing

Modern e-commerce search plus recommendations with attention-based AI ranking.

By Constructor · Founded 2015 · San Francisco, CA · private

Constructor (constructor.io) launched 2015 (founder Eli Finkelshteyn) and built a category position around modern e-commerce site search plus product-discovery recommendations with attention-based AI ranking. The platform serves upper-mid-market and enterprise e-commerce with revenue-attribution-based ranking and merchandising. Wins on enterprise e-commerce positioning, attention-based AI ranking differentiation, and modern UX. Loses on US enterprise positioning narrower than Algolia and Klevu, smaller installed base, and implementation services running 30-50% of platform cost.

Visit Constructor Compare to Klevu
Best for

Upper-mid-market and enterprise e-commerce (1000-50,000 employees) wanting revenue-attribution-based AI ranking for product discovery and search.

Worst for

B2B SaaS website personalization (Mutiny fit better); developer-led API-only (Algolia fit better); SMB e-commerce (Klevu fit better at lower price).

Vendor Trust Score

Is Constructor a trustworthy vendor?

7.9/10
Mixed
Pricing transparency
Published rates; no hidden fees
5.4
Contract fairness
Reasonable terms; no auto-renew traps
8.1
Incident response
How they handle outages and breaches
8.4
Post-acquisition behavior
Customer treatment after M&A or PE
8.8
Executive stability
Leadership churn over 24 months
8.6
Roadmap honesty
Public commitments held
8.4
Trust signal log
  • 2021-10-15
    Series A close $55M led by Cyrus Capital; founder-led growth
  • 2024-09-15
    Attention-based AI ranking deepened; enterprise e-commerce reference wins
  • 2025-09-20
    Founder-led with consistent strategy through 2026; no PE-control events
Vendor Trust is scored independently of product quality. A great product from an unfair vendor still earns a low trust score.
Review Intelligence

What 170 reviews actually say

Synthesized from G2, Capterra, Reddit, Trustpilot. Patterns >15% prevalence shown.

Last synthesized
2026-04-29

Praise patterns

  • Modern e-commerce search with attention-based AI ranking
    78% →
  • Revenue-attribution-based ranking (rare in category)
    71% →
  • Strong enterprise e-commerce references
    64% →

Complaint patterns

  • US enterprise positioning narrower than Algolia and Klevu
    41% ↓
  • Smaller installed base than category leaders
    38% →
  • Implementation services 30-50% of platform cost typical
    31% →
Sentiment trend (6 months)
84/100 +2 pts
12
01
02
03
04
05
Patterns are extracted from review corpus and human-verified. We surface trends, not anecdotes.
Verified Pricing

What buyers actually pay

54 anonymized deal disclosures · last updated 2026-05-01

Contribute your deal price
Company size Median annual
500-5000 employees $78,000
5000+ employees $190,000
Verified pricing is crowdsourced from buyers under anonymity guarantees. Vendor-listed prices are validated against actual deals quarterly.
Compliance & Security

Auto-verified certifications

Verified 2026-05-01
SOC 2 Type II
ISO 27001
HIPAA
GDPR
CCPA
PCI DSS
FedRAMP

Editorial: Strengths

  • Modern e-commerce search with attention-based AI ranking
  • Revenue-attribution-based ranking (rare in category)
  • Strong enterprise e-commerce references (Sephora, Bonobos, Petco tier)
  • Modern UX with merchandiser + data-team-friendly workflow
  • Recommendations across category, search, product, cart pages
  • Founder-led with consistent strategy through 2026

Editorial: Weaknesses

  • US enterprise positioning narrower than Algolia and Klevu
  • Smaller installed base than category leaders
  • Implementation services 30-50% of platform cost typical
  • Pricing transparency limited; all deals call-for-quote
  • EU presence thinner than Klevu
  • Capital base smaller than Algolia

Key features & integrations

  • +Modern e-commerce site search with attention-based AI ranking
  • +Revenue-attribution-based ranking (rare in category)
  • +Product recommendation engine across category, search, product, cart
  • +Merchandising and curation UI
  • +A/B testing for search and ranking
  • +Multi-language and multi-currency platform
  • +Strong analytics and search insights
  • +Headless commerce + Shopify Plus + Salesforce Commerce Cloud integration
70+ integrations
Shopify PlusSalesforce Commerce CloudcommercetoolsBigCommerceSAP Commerce CloudAdobe CommerceSegmentmParticle
Geography supported
North America · Europe · Asia-Pacific
Best fit
500-50,000 employees · Upper-mid-market and enterprise e-commerce
Editorial deep-dive

Read our full ranking of Personalization Engines Software

Constructor ranks #10 in our editorial review of 10 personalization engines software platforms. The deep-dive covers methodology, comparison tables, decision matrix, migration scoring, and FAQs.

Read the full ranking

Closest alternatives in Personalization Engines Software

#9
Klevu
E-commerce site search plus personalization with strong Shopify and BigCommerce footprint.
★ 4.5 partial
#8
Optimizely Personalization
Optimizely DXP personalization extending Web Experimentation into rule-based plus AI.
★ 4.3 opaque
#7
Adobe Target
Adobe Experience Cloud personalization with deep AEM and Analytics integration.
★ 4.3 opaque
Help the next buyer

Contribute your verified deal price

Pricing in B2B software is opaque because vendors want it that way. Verified buyer prices fix that, anonymously. Share what you actually paid for Constructor; we’ll add it to the verified pricing dataset on this page (with company size band only, no identifying details).

Submit anonymously