Use cases

Real problems. Representative builds.

From e-commerce to healthcare, here's how automation and AI solve what's slowing you down.

Representative outcomes for builds of this shape; specifics vary by engagement.

No lead leftbehindSCORING AND SEQUENCINGQuestionsansweredTEAM TAKES THE COMPLEXONESBugs triagedinstantlyCATEGORISED, PRIORITISED,ASSIGNEDClean, unifieddataETL PIPELINE, DAILYDashboard updatesitselfNO MANUAL COMPILINGNo lead leftbehindSCORING AND SEQUENCINGQuestions answeredTEAM TAKES THE COMPLEXONESBugs triagedinstantlyCATEGORISED,PRIORITISED, ASSIGNEDClean, unifieddataETL PIPELINE, DAILYDashboard updatesitselfNO MANUAL COMPILING
DwgWhat changes when you automate
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E-Commerce

4 builds
  • Operations

    AI Customer Support Chatbot

    AI-powered bot handling product questions, order tracking, and returns across web and WhatsApp.

    Routine questions answered without waiting for a person

  • Operations

    Inventory Sync Automation

    Real-time stock sync between Shopify, Amazon, and warehouse management system via custom middleware.

    Stock levels match across every channel

  • Operations

    Product Catalog Pipeline

    Automated enrichment pipeline that generates SEO descriptions, resizes images, and publishes listings.

    New listings published without manual copy-paste

  • Operations

    Order-to-Fulfilment Pipeline

    End-to-end automation from payment confirmation to shipping label generation and tracking notifications.

    Hands-off order processing

Marketing

4 builds
  • People

    AI Content Pipeline

    Automated blog, social, and email content generation with brand-voice fine-tuning and approval workflows.

    More content out the door without adding headcount

  • Sales

    Lead Scoring Engine

    ML-powered scoring model that ranks inbound leads by conversion likelihood using CRM and behavioural data.

    Sales time goes to the leads most likely to convert

  • Reporting

    Reporting Dashboard

    Real-time marketing dashboard pulling data from Google Ads, Meta, Mailchimp, and GA4 into one view.

    Weekly reporting without the spreadsheet marathon

  • Social Monitoring Bot

    AI bot that monitors brand mentions, sentiment, and competitor activity across Twitter, Reddit, and news.

    Real-time alerts on brand-critical events

Finance

3 builds
  • Finance

    Invoice Processing Automation

    OCR + AI pipeline that extracts data from invoices, validates against POs, and pushes to QuickBooks.

    Invoices captured and checked before anyone re-types them

  • Finance

    Expense Categorisation Bot

    AI-driven auto-categorisation of expenses from bank feeds with smart rule learning and anomaly flagging.

    A shorter, calmer month-end close

  • Reporting

    Financial Reporting Dashboard

    Automated P&L, cash flow, and KPI dashboards pulling from multiple accounting and banking sources.

    No more manual Excel consolidation

Healthcare

3 builds
  • Operations

    Patient Intake Automation

    Digital forms with AI pre-fill, insurance verification, and automatic EHR data entry.

    Less re-keying between intake forms and records

  • Sales

    Appointment Scheduling Bot

    AI chatbot for booking, rescheduling, and reminders across SMS, web, and patient portal.

    Reminders and rebooking handled automatically

  • Operations

    Medical Records Pipeline

    Automated extraction and structuring of unstructured clinical notes into coded, searchable data.

    Structured data from free-text records

Real Estate

3 builds
  • Sales

    Lead Qualification Chatbot

    AI chatbot on listing pages that qualifies buyers, schedules viewings, and syncs to your CRM.

    Buyers qualified before an agent picks up the phone

  • Reporting

    Market Analysis Automation

    Automated comp analysis pulling from MLS, public records, and market trends into investor-ready reports.

    Market reports assembled automatically, not by hand

  • Listing Description Generator

    AI-powered tool that generates MLS-ready descriptions from property data, photos, and agent notes.

    First-draft descriptions ready for agent review

SaaS

3 builds
  • Finance

    Full-Stack MVP Build

    Complete SaaS application with auth, billing, dashboard, API, and deployment, from zero to launch.

    Market-ready MVP in 2-4 weeks

  • People

    Onboarding Automation

    Multi-step onboarding flow with progress tracking, contextual tooltips, and automated email sequences.

    New users guided to first value without manual follow-up

  • Reporting

    Bug Triage Automation

    AI-powered system that categorises, prioritises, and routes bug reports from users to the right team.

    Bug reports reach the right team without manual sorting

Education

3 builds
  • AI Course Content Generator

    Automated curriculum builder that generates lesson plans, quizzes, and supplementary materials from topics.

    Lesson materials drafted for teacher review

  • Student Portal Platform

    Full-stack learning platform with video hosting, progress tracking, assignments, and grade management.

    Complete LMS platform delivered

  • Grading Automation System

    AI-assisted grading for essays and short answers with rubric-based scoring and feedback generation.

    Consistent, rubric-based feedback for teachers to review

Professional Services

3 builds
  • People

    Client Onboarding Automation

    Automated intake forms, contract generation, project setup, and welcome sequences for new clients.

    New clients set up without manual admin

  • Contract Data Extraction

    AI extraction of key terms from contracts, proposals, and legal docs into structured, searchable data.

    Key terms searchable, unclear fields flagged for review

  • Sales

    Custom CRM Dashboard

    Tailored CRM built on your stack with pipeline tracking, automated follow-ups, and reporting.

    No more spreadsheet CRMs

Logistics & Supply Chain

4 builds
  • Route Optimisation Engine

    AI-powered delivery route planning that factors in traffic, weather, time windows, and vehicle capacity for optimal fleet routing.

    Routes planned around real constraints, not guesswork

  • Operations

    Warehouse Inventory Tracker

    Real-time inventory monitoring with automated reorder points, stock alerts, and barcode/RFID integration across multiple warehouses.

    Reorders triggered before stock runs out

  • Reporting

    Shipment Tracking Dashboard

    Unified tracking portal pulling from UPS, FedEx, DHL, and freight carriers with automated customer notifications and delay alerts.

    Customers hear about delays before they have to ask

  • Sales

    Demand Forecasting Pipeline

    ML model trained on historical sales, seasonality, and market trends to predict demand and optimise purchasing schedules.

    Purchasing planned from data, not memory

Data & Analytics

4 builds
  • Reporting

    Big Data ETL Pipeline

    Automated extraction, transformation, and loading of records from multiple sources into a unified data warehouse for real-time analytics.

    Data lands in one warehouse on schedule, no manual exports

  • Reporting

    Business Intelligence Dashboard

    Interactive dashboards pulling from PostgreSQL, APIs, and spreadsheets. Auto-refreshing KPIs, trend analysis, and anomaly detection.

    Decisions backed by real-time data, not gut feeling

  • Operations

    Data Cleaning & Streamlining

    Automated pipelines that deduplicate, validate, normalise, and enrich messy datasets. Turns inconsistent CSVs into clean, structured data.

    Clean, consistent data that reports can trust

  • Reporting

    Predictive Analytics System

    ML models that forecast demand, churn, revenue, or inventory needs. Trained on your historical data, deployed as automated scheduled reports.

    Forecasts refreshed automatically from your own history

What changes when you automate

Before vs after
  • Before

    Manually answering the same customer emails every day

    After

    A chatbot answers the routine questions, the team handles the complex ones

  • Before

    Losing days every month compiling marketing reports in Excel

    After

    A dashboard that updates itself, with no manual compiling

  • Before

    Losing leads because follow-ups fall through the cracks

    After

    Automated lead scoring and sequencing, no lead left behind

  • Before

    Developers losing hours to triaging and routing bug reports

    After

    AI categorises, prioritises, and assigns bugs instantly

  • Before

    Messy spreadsheets with duplicate, inconsistent data across many sources

    After

    Automated ETL pipeline delivers clean, unified data warehouse daily

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