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Outcomes, written with restraint.

Eighteen AI engagements across four sectors — anonymised to protect clients, described by the outcome that mattered.

By the numbers

Outcomes, counted.

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AI engagements delivered across four sectors, each anonymised and described by outcome.

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Sectors covered — retail & commerce, financial services, infrastructure, and media & travel.

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Languages supported in a single localisation engagement, without losing dialect nuance.

case
01

Store-level demand forecasting became the backbone of merchandising decisions — not a side experiment run alongside the real process.

Inventory Demand ForecastingHigh-volume retail · Vertex AI

Before

Manual buyer intuition, thin stock data, frequent overstock and stockouts.

After

Store-level predictions across thousands of SKUs, reviewed weekly, not guessed quarterly.

Retail demand forecasting
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Showing 18 of 18All eighteen engagements, across four sectors.

01Warehouse storage aisle
High-volume retail

Inventory Demand Forecasting

Vertex AI generating store-level demand predictions, optimising stock for thousands of SKUs.

Result · Capital efficiency
02Fashion designer sketching a garment
Global fashion

Trend Prediction & Generation

Google Trends + BigQuery to predict micro-trends and synthesise marketing copy before competitors.

Result · Speed to market
03Warehouse stock check operations
Commerce platform

Automated Merchant Onboarding

Document AI to extract and verify identity data — licences and registrations — at scale.

Result · Scale without cost
04Cargo containers docked at port
Commerce platform

Demand & Sales Forecasting

Robust regression models on Vertex AI with MLOps to predict trends and simulate ad auctions.

Result · Financial reliability
05Customer support agent with headset
Commerce platform

Support Modernisation

A generative AI solution grounded in proprietary docs to answer enterprise-grade queries.

Result · Reduced hallucination
06Payment terminal on checkout counter
Payment processor

Technical Merchant Support

GenAI grounded in technical documentation answering complex integration questions 24/7.

Result · Churn reduction
07Hands signing a document
Digital mortgage

Automated Underwriting

A compound AI system using DocAI for digitisation and LLMs to audit document trails for compliance.

Result · Process velocity
08Desk with financial charts and calculator
Insurance carrier

Risk Pricing (Tariffication)

Specialised medical LLMs analysing applicant histories for hyper-segmented risk assessment.

Result · Precision pricing
09Stock market candlestick chart on screen
Insurance carrier

MLOps Maturity

MLOps workshops to streamline model deployment and monitoring across enterprise data teams.

Result · Reliability
10Industrial control panel with switches
National railway

Conversational Log Analysis

Vertex AI Agent Builder lets engineers query terabytes of telemetry logs in natural language.

Result · Operational agility
11Worker inspecting railway tracks
National railway

Visual Anomaly Detection

A Vision AI + BigQuery pipeline automating detection of structural defects in train components.

Result · Safety & prevention
12Rows of old books on tall library shelves
National railway

'Corporate Brain' Knowledge

Enterprise Search ingesting 15 years of maintenance logs, manuals, and tribal knowledge.

Result · Reduced MTTR
13High-voltage transmission towers over forest
Power utility

Vegetation Management

Geospatial AI with predictive modelling to estimate vegetation growth and outage risk.

Result · Grid resilience
14Industrial factory floor with machinery
Manufacturing

Visual Archive Preservation

Cloud Search + Vision AI performing face and event recognition on historical media.

Result · Institutional memory
15Video editor working across multiple monitors
Content owner

Video Metadata Extraction

Vision AI automatically tagging characters, brands, and interactions within a massive archive.

Result · Asset monetisation
16Photography studio lighting and camera setup
Image platform

Automated Image Labelling

Vertex AI Vision generating consistent tags for vast libraries, replacing user-generated tags.

Result · Search relevance
17Welcome signage in multiple languages
Global travel

"Transcreation" for Localisation

AutoML capturing dialect nuance and SEO requirements across 12+ languages.

Result · Conversion growth
18Holding a video game controller
Game developer

Sentiment Analysis

NLP models analysing player feedback and ML models for personalised ad targeting.

Result · Churn prevention
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