Complex Commerce

Commerce Engineering for Products That Are Hard to Buy

Most eCommerce software is designed for simple products you can sell with one photo and one price. But not every product is simple. We engineer commerce for complex commerce, where compatibility data, configuration rules, technical specifications, account-specific pricing, or expert guidance stands between interest and purchase. We use AI to make complex commerce simple.

Complexity Used to Be Your Handicap.
AI Makes It Your Advantage.

Browser-era commerce punished technical catalogs: deep SKU counts, compatibility questions, and specialist buying journeys suppressed conversion while simple products raced ahead. AI-driven buying inverts that. Agents and AI-assisted buyers are constraint-solvers, and the seller whose catalog encodes what fits, what complies, and what a job requires becomes the answer they trust. At the same time, simple products collapse into price comparison. The condition is unforgiving: complexity must be structured, machine-readable, and live. We engineer that condition.

What We Engineer

Six capability layers are common to every complex commerce business.

01 Compatibility resolution

AI engines turn an under-specified question into a confident answer. They take a vehicle, a machine serial, or a system spec and use logic to analyze intent, knowing when to present products or when to ask clarifying questions.

02 Structured product data pipelines

AI engines combine complex catalogs, built on the standards your industry runs on, with an enrichment layer that merges feeds, resolves supersessions, and patches what the licensed data misses.

03 Live commercial truth

AI combines real-time information from ERP and warehouse systems to inform stock levels, pricing, and delivery promises.

04 Machine-readable access

Your catalog needs to be served in a form software can read, not just people. Documented APIs and emerging agent protocols ensure procurement systems, fleet software, and AI agents can check fit, price, and stock without a human in the loop.

05 B2B account complexity

AI simplifies and optimizes B2B sales complexity, including tiered pricing, negotiated catalogs, quote and approval workflows, credit and branch structures, and the commercial logic of trade relationships.

06 Feedback loops

AI learns and improves by leveraging transaction outcomes, conversions, returns, and co-purchases to improve future interactions.

OUR WORK

Proven Success Stories

automotive Aftermarket Ecommerce

GSF Car Parts: The Replatform That Fixed Parts Search and Turned a Legacy Storefront Into a 140% Revenue Growth Engine

Online revenue growth after a headless Adobe Commerce rebuild: vehicle-aware search, structured fitment data, product exports from 16 hours to 17 minutes.

140%Revenue increase after the overhaul
Read case study
B2B wholesale

Hancocks: A Modern Commerce Platform for a Business Trading Since 1962​

The UK's leading confectionery wholesaler on Adobe Commerce: tiered B2B pricing, account-based ordering, and deal automation at high-SKU scale.

Thousands of SKUs
Read case study

Supporting Complex Commerce in All Its Forms

Fitment

Automotive Aftermarket

VIN and registration resolution, ACES, PIES, and TecDoc data, supersession chains proven at the scale of Europe's largest parts sellers.

Cross-reference

Industrial Distribution

Equipment generations, OEM cross-references, MRO catalogs where the wrong part stops a production line.

Ratings & standards

Electrical Supply

Voltage, load, and certification compliance, catalogs where UL and IEC ratings decide what can be sold together.

Capacity matching

HVAC

System pairing, capacity calculations, refrigerant compatibility, products bought as systems, not items.

Dimensional specs

Plumbing

Fitting standards, dimensional tolerances, and system compatibility across brands and generations.

Serial ranges

Heavy Equipment

Parts books keyed to serial-number ranges, attachment compatibility, and fleets that mix decades of machines.

Device compatibility

Medical Devices

Providing UDI data standards, device and accessory compatibility, and the catalog rigor a regulated buyer expects. We engineer the commerce and data layer alongside your regulatory holders.

Effectivity

Aerospace Parts

Applicability by serial and tail-number range, illustrated parts data, traceability, and authenticity. We engineer the catalog and commerce layer; airworthiness stays with the certified.

Complex Commerce

Your Catalog's Complexity is Limiting Your Sales. We Can Help.

Bring the catalog, the data standards you work with, and the questions your buyers ask. A senior engineer will tell you honestly where you stand and what the first build looks like.

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