Constructor
AI-native product discovery platform that reasons over shopper intent across search, browse, recommendations and onsite agents.
By Constructor · 4.8/5 verified-buyer score
Positioning guardrails
Best for
- Enterprise retailers with large, complex catalogs that need relevant search and browse at scale
- Ecommerce teams that want transparent, override-able AI rather than a black-box ranking model
- Brands unifying search, browse, recommendations and onsite agents as one discovery layer
- Retailers who need fast time-to-value; vendor claims setup in eight weeks or less
Ideal size: Ecommerce team of 5+ people · Scale-up or enterprise retailer with structured catalog and behavioral data
Not for
- Small shops without the catalog depth or traffic to train relevance models
- Buyers who need published, self-serve pricing before they can evaluate
- Companies looking for a full commerce platform instead of a headless discovery layer
- Teams without engineering resources for an API-first, headless integration
Value metrics scorecard
Time-to-Value
8 weeks or less
~56 days to first production value
Total Cost of Ownership
$0/yr
Starts at $0 · Not published on the vendor site; enterprise quote-based. Contact sales for pricing.
Implementation Friction
3/5
Engineering + admin effort required
Buyer Score
out of 5 · verified buyers
Full cost breakdown
Mandatory implementation fee
None
Seat tiers
Not listed
Add-on costs
- None
Company & support
Who is behind Constructor, and how your team gets help once it is live.
Company
- Founded
- 2015 · 11 yrs in business
- Headquarters
- Not recorded
How you get support
We haven’t recorded support channels for Constructor yet. Nothing here means unverified — not absent.
Market position
Where Constructor sits against its closest alternatives. Pick any two of cost, speed, friction and buyer score, and up to 9 companies to compare.
Quadrant view
Typical annual cost × Time-to-value
The lines cross at the median of the solutions shown, so about half sit on each side of each line.
Companies on the chart 6 / 10
- Constructor
- Manago AI
- PrestaShop
- RepSpark
- Lightspeed Retail
- Nosto
Add or change companies
Up to 10 companies including Constructor. Listed closest first.
Stack fit signal
Compatibility with standard B2B ecosystems.
No supported MCP path today, so it cannot be driven from an AI client.
AI & MCP readiness
What Constructor ships in AI, and what it asks of your ecosystem.
AI features shipped
Sources describe AI Shopping Agent, Product Insights Agent and Merchant Intelligence Agent, GenAI attribute enrichment, and cognitive-embeddings search over behavioral, contextual and catalog data. No source states which model provider is used or documents per-action AI logging, so model and audit fields stay unknown.
In your ecosystem
- AI connection
- Not supported
- Model key
- Not recorded
- AI usage audit
- Not recorded
Compliance attestations
* IAPP AIGP certifies individuals, not products. It means named staff hold the credential — not that the platform does.
Bottom line
Constructor is an AI-native product discovery platform for retail ecommerce. It reasons over behavioral, contextual and catalog data to power search, browse, recommendations, collections, retail media and onsite AI agents, plus email, SMS and in-store touchpoints. The vendor reports 400B+ requests a year, 98.5% average client retention and setup in eight weeks or less, and positions the platform as API-first, headless and platform-agnostic. Customers include Petco, Belk, Pick n Pay, Target Australia and home24. Pricing is quote-based and not published.
Frequently asked questions
What does Constructor actually do?
It is a product discovery layer for ecommerce: AI-driven search, browse, recommendations, curated collections, retail media, and onsite agents such as an AI Shopping Agent and Merchant Intelligence Agent. The platform also extends offsite via email recommendations, SMS and mobile notifications, and in-store experiences.
How long does implementation take?
The vendor states setup in eight weeks or less. Because the platform is API-first and headless, it is designed to sit on top of an existing commerce stack rather than replace it, though integration still requires engineering work.
How is Constructor priced?
No public price list or self-serve tier is published on the vendor site; pricing is quote-based and negotiated with sales. Buyers should treat per-seat and baseline figures as unspecified and request a tailored quote.
Which integrations does Constructor support?
The vendor describes the product as API-first, headless, composable and platform-agnostic so it integrates with an existing technology stack, and lists commerce partners. Specific named platform integrations are not itemised on the pages reviewed.
What compliance certifications does Constructor hold?
None could be confirmed. The vendor pages reviewed do not include a security, trust or compliance page stating SOC 2, ISO 27001, GDPR, HIPAA or FedRAMP status. Ask the vendor directly for current certifications and audit reports.