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Ridhi Dua

All industries

Auto Parts & Industrial Supply

Make complex product catalogues easier for customers and sales teams to navigate.

Automate workflows, connect fragmented product data, improve search and help customers identify the right part or product with greater confidence.

Search & Discovery

Making it easy to find the right thing, fast.

“brake pad for a 2019 F-150 XLT” returns a pad that fits the base trim, not this one

Search That Understands Intent

Hybrid Semantic + Keyword Search

A search for “alternator” surfaces the right part even when the customer typed the make and model instead of the part number.

Best Results First

Relevance & Ranking Tuning

Ranking weighted on what actually gets ordered and doesn’t get returned, not just how closely the words match.

Forgiving, Natural Search

Typo Tolerance & Query Understanding

Misspelled part names and shorthand, like “brk pd” or “alt,” still land on the right listing.

Fit-Guaranteed Results

Compatibility & Attribute-Aware Retrieval

Filters out parts that don’t fit this exact trim and model year before they ever reach the results page.

Data Engineering

Turn fragmented data into dependable infrastructure.

The same part ships under four different SKUs across two warehouses and a supplier feed

Clean, Trustworthy Data

Data Normalization & Extraction

Reconciles the same part number spelled four different ways across two warehouses and a supplier feed into one listing.

Instant Inventory Visibility

Real-Time Indexing Pipelines

A part that just arrived on the dock is searchable within minutes, not the next morning’s batch job.

One Search, Every System

Unified Search Across Systems

Counter staff search one box instead of switching between the warehouse system, the supplier portal and the price list.

Applied AI Automation

Use AI where it creates measurable value.

A new supplier feed lands as a spreadsheet with its own naming convention; someone retypes it by hand

Less Manual Catalogue Work

AI Automation & Agentic Workflows

New supplier feeds get tagged and categorised automatically instead of retyped line by line.

Data Analytics

Good decisions depend on good information. Make your data easier to understand and act on.

A part is trending on the floor for a week before the backorder report says so

See Demand the Day It Happens

Real-Time Analytics Pipelines (Kafka, OLAP)

See a part trending before the backorder report tells you it sold out.

The Demand You’re Not Seeing

Search & Behaviour Analytics

Zero-result searches for a part you don’t stock read as a buying signal, not a dead end.

One Version of the Numbers

Metrics Layer & Reporting Models

Sales, margin and fill rate mean the same thing whether counter staff or finance is looking at the number.

Dashboards people want to use

Self-Serve BI & Visualization

Views built around what a counter manager actually checks each morning, not a report library nobody opens.

Monitoring & Risk

Be assured that your AI and tech systems are running smoothly while you focus on your business.

A supplier feed silently stops updating for two days before anyone notices the catalogue has gone stale

Know When Something Breaks

Data Quality & Pipeline Monitoring

A stalled supplier feed gets caught before a customer sees an empty category.