Solutions

Technology should solve a business problem, not create another one.

Or go straight to your industry, where these solutions are described in its own terms.

E-Commerce & Marketplaces → Auto Parts & Industrial Supply → Legal & Compliance → Healthcare & Pharma → Financial Services →

Search & Discovery

Making it easy to find the right thing, fast.

Search That Understands Intent

Hybrid Semantic + Keyword Search

Matches meaning and intent alongside exact keywords, so natural-language and imprecise queries still return the right results.

Best Results First

Relevance & Ranking Tuning

Ranking weighted on the signals that predict a good outcome: conversions, fitment, recency, not just text similarity.

Forgiving, Natural Search

Typo Tolerance & Query Understanding

Handles misspellings, synonyms, and natural phrasing without extra effort from the user.

Fit-Guaranteed Results

Compatibility & Attribute-Aware Retrieval

Filtering results against hard constraints — fitment, specs, jurisdiction — not just keyword overlap.

Data Engineering

Turn fragmented data into dependable infrastructure.

I design and build scalable pipelines that bring fragmented data together, automate processing and reduce the operational work required to keep information current.

Clean, Trustworthy Data

Data Normalization & Extraction

Reconciling messy, inconsistent, or PDF-locked data into clean, structured, searchable records.

Instant Inventory Visibility

Real-Time Indexing Pipelines

New or changed data becomes searchable within minutes, not days.

Knowledge That Stays Current

Knowledge Base Sync Pipelines

Keeps a retrieval system current automatically as source material changes.

One Search, Every System

Unified Search Across Systems

One search layer spanning multiple disconnected databases or repositories.

Applied AI Automation

Use AI where it creates measurable value.

Build practical AI systems for retrieval, knowledge access, document workflows, automation and decision support, with outputs that can be traced back to their sources.

Trustworthy AI Answers

Citation-Grounded RAG

Generated answers are traceable to a verified source every time, with no invented facts.

Less Manual Catalogue Work

AI Automation & Agentic Workflows

Targeted automations for tagging, summarizing and routing, through to workflows that complete a process end to end with a human checking the result.

Instant Answers for Your Team

Internal Search & Copilot Tools

Purpose-built internal tools that get an answer to the person who needs it, fast.

Data Analytics

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

Build the foundations needed to understand demand, customer behaviour, operational performance and business trends with greater speed and confidence.

See Demand the Day It Happens

Real-Time Analytics Pipelines (Kafka, OLAP)

Live dashboards built on the same data pipeline as your search, surfacing zero-result queries, demand spikes and inventory or pricing shifts as they happen.

The Demand You’re Not Seeing

Search & Behaviour Analytics

Turns query logs, clicks and zero-result searches into a readable picture of demand and intent.

One Version of the Numbers

Metrics Layer & Reporting Models

A single defined set of metrics behind every dashboard, so teams stop reconciling conflicting reports.

Dashboards people want to use

Self-Serve BI & Visualization

Views built around the questions each team asks, rather than a report library nobody opens.

Monitoring & Risk

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

I build systems that surface meaningful anomalies, reduce noise and help teams spend less time on false positives and more time acting on what matters.

Automatic Red-Flagging

Pattern & Anomaly Detection

Hybrid rule-based and ML systems that flag what matters in high-volume data.

Know When Something Breaks

Data Quality & Pipeline Monitoring

Checks on freshness, volume and schema drift, so a broken feed is caught before it reaches your users.

Fewer False Positives

Alert Tuning & Triage Workflows

Thresholds, scoring and routing tuned so the alerts that reach a person are the ones worth reviewing.