01
AI Chatbot Development in 2026: Five Claims the Category Makes, and What the Evidence Says
Most AI chatbot development pitches rest on claims that do not survive checking. Here are five, tested against the evidence.
HomeServicesAI DevelopmentE-Commerce
AI Development for E-Commerce
Woltrio builds ecommerce software and the AI that lifts revenue per session: recommendation engines, semantic search and merchandising, headless storefronts, Shopify and Shopify Plus development, and replatforming without losing a quarter of trading. We work with DTC brands, mid-market retailers and B2B distributors across the US and UK on $5,000 to $150,000 engagements, and we will tell you when your existing stack is already good enough.
What We Build
Commerce work judged on revenue per session and conversion rate, not on how modern the architecture diagram looks.
Recommendation engines trained on your own catalogue and purchase history, covering home, product, cart and post-purchase placements. Personalized recommendations account for roughly 31 percent of ecommerce revenue for many retailers.
The Licence Fee Is the Smallest Number
A $50,000 Adobe Commerce licence quote costs $122,000 to $450,000 a year to actually run once hosting, integrations, agency time and maintenance are counted. Platform decisions get made on the sticker price and then paid for over three years, so we start from total cost of ownership.
Total cost of ownership, stated upfront
Licence, hosting, integration, app subscriptions and ongoing development modelled across three years before a platform is chosen, because the cheapest build is regularly the most expensive system.
Performance as a revenue lever
Core Web Vitals, image and script budgets and edge rendering treated as conversion work rather than as a technical scorecard, since page speed moves revenue on mobile more reliably than most features do.
Recommendation quality, honestly measured
Cold-start handling, catalogue coverage and long-tail exposure measured against a holdout, so you learn whether the model lifted revenue or simply took credit for products people would have bought anyway.
Migrations that keep their rankings
URL and redirect mapping, structured data parity, and staged cutover with rollback. Most replatforming horror stories are organic traffic losses, not technical failures.
Consent, data and privacy
First-party data capture, consent mode and GDPR-aware personalisation, built so measurement survives the next tracking restriction rather than breaking with it.
The stack we build on
Shopify and Shopify Plus, Hydrogen and Next.js, commercetools and Medusa, Algolia, Klaviyo, Segment and BigQuery, with the Anthropic and OpenAI APIs for search and content.
Why a Boutique Ecommerce Partner
Ecommerce builds run $5,000 to $40,000 for a small templated store, $80,000 to $250,000 for a mid-market custom storefront with integrations, and $400,000 to $750,000 and up for complex enterprise B2B. Headless implementations typically start near $150,000 and can pass $400,000. A mid-market replatform runs $150,000 to $300,000 all-in over five to ten months. Shopify Plus alone is $2,300 to $2,500 a month before implementation. Woltrio works at $5,000 to $150,000 on storefronts, AI layers, custom apps and migrations, and we are happy to tell you when staying on your current platform is the better commercial decision.
DTC brands adding personalisation and better searchMid-market retailers weighing a replatformB2B distributors needing quoting, pricing tiers and account portalsMarketplaces and multi-vendor operatorsBrands whose app subscriptions now cost more than a custom build
Our Development Process
Frequently
Asked Questions
Seeking basic information? Our FAQ section is a ready reckoner with precise answers to the most probable queries.
How much does ecommerce development cost in 2026?
A small templated store runs $5,000 to $40,000. A mid-market build with a custom storefront and several integrations costs $80,000 to $250,000, and complex enterprise B2B implementations reach $400,000 to $750,000 and beyond. Headless builds typically range $60,000 to $250,000, often starting near $150,000. Woltrio delivers at $5,000 to $150,000 by scoping to a storefront, an AI layer, a custom app or a migration.
Is headless commerce worth it?
Sometimes, and less often than it is sold. Headless earns its cost when you need a genuinely custom front-end experience, multiple channels from one backend, or the freedom to plug AI services in independently. It is the wrong call when your storefront needs are conventional, because you take on $150,000-plus of build and permanent front-end maintenance to solve problems a well-built theme already solves.
What does replatforming actually cost, and how long does it take?
A mid-market replatform runs $150,000 to $300,000 all-in and takes five to ten months. Magento to Shopify Plus is $25,000 to $50,000 for a simple store under 1,000 SKUs, $50,000 to $120,000 for a mid-market store with light B2B, and $120,000 to $300,000 or more for complex B2B or headless. The cost that gets missed is the trading disruption, which is why cutover planning matters more than platform choice.
Shopify or a custom build?
Shopify, for most merchants. A professional setup is $5,000 to $15,000, and Plus with advanced customisation $15,000 to $30,000 plus the $2,300 to $2,500 monthly platform fee. That is far cheaper than owning a platform. Build custom when your business model does not fit the checkout, when app subscriptions have quietly grown past a build's cost, or when your product configuration logic is genuinely unusual.
How much revenue do AI product recommendations actually drive?
Personalized recommendations account for around 31 percent of total ecommerce revenue for many online retailers, which makes them one of the highest-return AI investments in commerce. The caveat is attribution: a recommendation widget gets credit for purchases that would have happened anyway, so we measure against a holdout group to isolate the genuine lift.
Will AI search actually improve conversion?
Usually more than recommendations do, because search users have already declared intent. Semantic search that understands meaning rather than matching keywords fixes the two expensive failure modes: zero-result queries and results that are technically correct but commercially wrong. Sites with large or poorly tagged catalogues see the biggest gains.
Can you work with our existing Shopify or Magento store?
Yes, and that is most of what we do. Adding a recommendation layer, better search, custom app functionality or an ERP integration to a store that already trades is faster, cheaper and lower risk than rebuilding. We only recommend replatforming when the current stack is genuinely blocking revenue rather than just feeling dated.
More in this service
Artificial Intelligence Development Services.
Related insights
Further reading.
02
Local AI Coding Agent: The Complete Guide (2026)
A deep dive into the hardware constraints and performance tradeoffs of running local AI coding agents, focusing on VRAM and model quantization.
AI Development for E-Commerce.
We reply the same business day, sign an NDA within 24 hours, and send a scoped quote within 3 business days.
