AI Commerce Engine

Sleek Sartor scaled product ops, hit 99% classification accuracy, and lifted AOV by 15% with an AI commerce engine.

Cleer Consulting built and integrated a custom AI pipeline that automated HS-code and category classification, enriched product content, and added predictive analytics, eliminating manual work and unlocking data-driven growth.

Live Project

eCommerce

Shopify

Computer Vision

Sleek Sartor is a fast-growing eCommerce retailer with a catalogue exceeding 10,000 SKUs, selling internationally via Shopify and third-party marketplaces.

The Challenge

Manual product classification was a scaling bottleneck. Assigning HS-Codes and categories by hand caused customs delays, inconsistent taxonomy, weak SEO, and heavy operational load, making it hard to expand the catalogue and markets without spiralling costs.

Pain points

Manual classification slowed every release and blocked scale
Wrong HS codes caused customs holds, fines, and returns
Inconsistent categories hurt search, filters, and SEO
Teams spent too many hours cleaning data instead of trading
Decisions were hunch driven with little visibility into what drives engagement and conversion

Business goals

Remove manual HS code and category work across the whole catalogue
Cut cost per SKU while boosting daily throughput
Improve accuracy, trade compliance, and data consistency across markets
Grow organic traffic and conversion with richer structured product content
Enable proactive merchandising with clear, predictive insight

Cleer's Solution

We designed a Shopify native AI pipeline to automate product data operations end to end and surface proactive, revenue impacting insights.

Automated data processing: Ingests product data, normalises attributes, de duplicates variants, and runs idempotent updates for consistent downstream inference.
Intelligent classification: Custom trained models assign HS code and category with confidence scoring, with optional human in the loop review when confidence dips.
SEO rich enrichment: Vision and text models generate on brand titles and descriptions from images and specs to lift search, on site discovery, and conversion.
Predictive analytics: Engagement models reveal trends across clicks, add to cart, and conversion to guide merchandising and pricing decisions.
Compliance and observability: Accuracy dashboards, audit trails, and alerts ensure trade compliance and continuous quality.

End-to-End Automation

Embedded in Shopify from intake to publish, removing hand entry entirely.
Attribute standardisation, variant consolidation, and safe re-runs without duplicates.
Human review triggers only when model confidence falls below set thresholds.

99% Accurate Classification

Assigns HS codes and categories with per-decision confidence values.
Every decision is traceable with reversible overrides.
Accuracy monitored against holdout datasets for continuous improvement.

SEO-Rich Content

Generates brand-aligned titles and descriptions at scale.
Extracts specs from images to close attribute gaps.
Publishes structured data that boosts search relevance and product discovery.

Predictive Insights

Detects momentum across views, add to cart, and conversion.
Converts signals into pricing and merchandising recommendations.
Lightweight dashboards connect insight to next action.

Compliance & Observability

Built-in trade checks with alerts before export or fulfilment.
Quality targets with live accuracy reporting.
End to end audit history for regulators and internal QA.

Scale & Cost Efficiency

Processes large catalogues daily with linear scaling.
Low cost per item through batching and right-sized models.
Frees teams from repetitive work so they can focus on trading and growth.

The Value We Delivered

Automation removed the operational ceiling while improving quality and growth. The platform now processes 20,000+ products per month at < $0.006 per item, delivers > 99% accurate HS code and category assignments, eliminates manual classification and saves 60+ hours per week, drives a 15% uplift in average order value, and maintains 100% trade compliance with a full audit trail for confidence at scale.

15%

AOV uplift

Better taxonomy and SEO rich content increased basket value.

100%

trade compliance

Accurate HS codes with audit trail eliminated customs delays.

20k+

Month throughput

Sub cent processing cost (< $0.006 per item) at catalogue scale.

99%

Classification accuracy

High precision HS code and category assignments with confidence scoring.

60+

Hours saved/week

Full automation removed manual classification from operations.