battles / Search

Constructor vs EasyAsk

Constructor ($12,500/mo/mo, vibe code 3/10) vs EasyAsk ($1,200/mo/mo, vibe code 4/10). EasyAsk is the easier one to rebuild yourself — here is what you lose either way.

Search

$12,500/mo/mo

Vibe code3/10
Moat7/10
MVP
2-3 weeks
Full replacement
12-18 months
get the build prompt →

Search

$1,200/mo/mo

Vibe code4/10
Moat4/10
MVP
1-2 weeks
Full replacement
3-6 months, due to complex B2B rule engines, facet configuration, and manual visual merchandising UI requirements

easier to rebuild

get the build prompt →

price gap / year

$135,600/mo

running both / year

$164,400/mo

our call

Start with EasyAsk — highest vibe code, weakest moat.

Constructor

You can write a basic vector search microservice in an afternoon using Meilisearch or Pgvector, but Constructor's core engine relies on processing millions of real-time clickstream events to optimize ranking directly for revenue and margin. Replacing its real-time event pipelines, Learning-to-Rank models, and enterprise merchandising controls requires a full engineering team, not an AI prompt.

you can rebuild

  • Basic search autocomplete and autosuggest UI.
  • Static BM25 keyword matching and simple vector semantic search.
  • Category page rendering and basic attribute filtering (facets).
  • Manual product pinning and boosting rules engine.
  • Basic search analytics dashboard (top searches, zero-result queries).

what you lose

  • Automated revenue- and margin-optimizing search ranking models.
  • Real-time processing of user click, cart, and purchase event streams.
  • Enterprise SLAs for high-concurrency peak events (e.g., Cyber Monday).
  • Complex enterprise merchandising workflows and multi-user administrative roles.
  • Turnkey connectors for Salesforce Commerce Cloud, SAP Commerce, and Shopify Plus.

real moats

  • Enterprise clickstream data scale: millions of historical search-to-purchase sessions used to optimize ranking models.
  • Sub-50ms SLA commitments under high-concurrency traffic bursts (Black Friday load).
  • Deep visual and programmatic merchandising tools built for enterprise retail merchandising teams.
  • Pre-built enterprise integrations into SAP Commerce, Salesforce Commerce Cloud, and custom headless stacks.

open source escape hatches

EasyAsk

Basic semantic site search with vector databases (like Typesense or Meilisearch + OpenAI embeddings) can be built in a weekend. However, EasyAsk's legacy footprint includes complex B2B pricing awareness, catalog hierarchy navigation, and visual merchandising override rule engines. Replacing basic search is easy; replacing the enterprise B2B merchandising suite requires real engineering effort.

you can rebuild

  • Natural language semantic query parsing and text expansion
  • Real-time autocomplete and product search suggestions
  • Dynamic product filtering and facet generation
  • Vector-based hybrid search ranking and re-ranking
  • Basic search dictionary and synonym management

what you lose

  • B2B customer-specific pricing aware search filtering
  • Visual drag-and-drop merchandising position override UI
  • Native turn-key legacy ERP and Magento ecommerce connectors
  • Automated merchandising rule conflict resolution engine
  • Dedicated enterprise search optimization and tuning SLAs

real moats

  • Deep enterprise integration into legacy B2B backend ERPs and custom cart engines
  • Long-standing enterprise sales contracts and dedicated support SLAs
  • Entrenched merchandiser workflow lock-in with legacy boost/bury rules

open source escape hatches

Questions people ask

Which is easier to rebuild with AI, Constructor or EasyAsk?

EasyAsk. It scores 4/10 on vibe code with a moat of 4/10, so an AI-assisted MVP takes about 1-2 weeks and a full replacement about 3-6 months, due to complex B2B rule engines, facet configuration, and manual visual merchandising UI requirements.

Which one costs less, Constructor or EasyAsk?

EasyAsk at $1,200/mo/mo for a typical mid-market store. The gap between the two is about $135,600/mo a year.

What do I lose if I replace Constructor?

Automated revenue- and margin-optimizing search ranking models. Real-time processing of user click, cart, and purchase event streams. Enterprise SLAs for high-concurrency peak events (e.g., Cyber Monday).

What do I lose if I replace EasyAsk?

B2B customer-specific pricing aware search filtering Visual drag-and-drop merchandising position override UI Native turn-key legacy ERP and Magento ecommerce connectors

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