CCargill

Use Cases

Real-world examples

A look at the kinds of problems I solve and what they unlock for the businesses I work with. Every engagement is different — these are starting points, not templates.

AI & Automation

AI agents and workflow automation

Deploying AI where it creates leverage — automating email, research, support, enrichment, and the repetitive workflows your team shouldn't be doing manually.

AIEmailAutomation

Inbox triage and AI-drafted responses for a high-volume team

Agency team receiving 150+ inbound emails daily across client, supplier, and sales enquiries

Built an AI layer on top of their Gmail inbox that reads every incoming email, classifies it by type and urgency, and for routine categories — status requests, booking enquiries, supplier confirmations — drafts a contextually accurate reply ready for one-click send. Urgent and sensitive emails are flagged with a plain-English summary and routed to the right person.

Time spent on email reduced by 2.5 hours per person per day
Response time to client enquiries dropped from same-day to under 30 minutes
Zero missed high-priority emails since go-live
AIEmailCRM

Inbound email to CRM record — zero manual entry

B2B company receiving purchase enquiries and project briefs entirely via a shared inbox

Built a workflow that monitors the shared inbox, uses an LLM to extract structured data from each email — contact details, project type, budget signals, timeline — creates the CRM record with fields pre-populated, assigns to the right rep, and fires an acknowledgement reply, all within seconds of the email landing.

Manual data entry from emails eliminated entirely
Average lead response time reduced from hours to under 3 minutes
No enquiries lost to inbox chaos or team handover gaps
AIEmailAutomationCRM

Smart follow-up sequences triggered by email behaviour

SaaS company running manual follow-up processes after trial sign-ups and demo requests

Designed and built an email workflow engine that fires the right sequence based on what each prospect actually does — opens, clicks, in-product events, or silence. Sequences escalate, pause, or branch depending on behaviour, with AI-written copy variations to avoid repetition. Every interaction syncs back to HubSpot.

Trial-to-paid conversion rate up 28%
Sales team freed from manually tracking and chasing follow-ups
Each prospect receives contextually relevant messaging rather than a one-size blast
AIRAGInternal Tools

Internal knowledge base powered by RAG

Professional services firm with 5 years of proposals, reports, and SOPs scattered across Google Drive

Built a retrieval-augmented generation system that lets the team ask questions in plain English and get accurate, sourced answers from their own document library. Integrated with their existing Slack workspace.

New starters onboarding time reduced by 40%
Proposal drafts that took half a day now take under an hour
Over 200 documents indexed, answers cited with source links
AIAutomationCustomer Support

AI-powered support ticket triage and routing

SaaS company with a support team overwhelmed by volume and inconsistent prioritisation

Deployed an AI classifier that reads incoming tickets, categorises by issue type and urgency, drafts a suggested response for straightforward queries, and routes complex cases to the right specialist with context pre-filled.

60% of tickets resolved without human intervention
First response time reduced from 6 hours to under 20 minutes
Support team capacity effectively doubled without new hires
AIAutomationCRM

Lead enrichment and CRM qualification pipeline

B2B sales team spending significant time researching and manually logging inbound leads

Built an automated pipeline triggered on form submission or list import: company data enrichment, LinkedIn profile matching, ICP scoring, and CRM record creation — all before the lead reaches a salesperson.

Sales team time spent on research cut by 70%
Lead-to-first-call time reduced from 2 days to under 30 minutes
ICP match rate of qualified pipeline improved from 51% to 79%

E-commerce

Ecommerce operations & integrations

From inventory orchestration to AI-powered content and fully automated fulfilment pipelines — built for the realities of modern ecommerce.

E-commerceIntegrationAutomation

Multi-channel inventory sync across 5 platforms

Online retailer selling across Shopify, Amazon, eBay, Etsy, and a B2B portal

Built a real-time inventory orchestration layer that propagates stock changes across all channels within seconds of any sale, return, or manual adjustment — eliminating overselling and hours of daily manual reconciliation.

Zero oversells within the first week of go-live
3 hours per day of manual stock management eliminated
Scaled to two new channels in the same month with no extra ops work
E-commerceIntegrationERP

Shopify to ERP real-time order pipeline

Fast-growing DTC brand needing to replace a manual CSV export workflow

Designed and shipped a webhook-driven integration between Shopify and NetSuite. Orders flow into the ERP within seconds, fulfilment statuses sync back to Shopify, and finance get clean data for reconciliation automatically.

Order processing time reduced from 4 hours to under 2 minutes
Finance close cycle shortened by 2 days per month
Eliminated a part-time data entry role previously needed for reconciliation
E-commerceAIContent

AI-generated product content at scale

Retailer with a 12,000 SKU catalogue and inconsistent, incomplete product listings

Built a pipeline using a fine-tuned LLM to generate SEO-optimised product titles, descriptions, and bullet points from raw supplier data. A human review layer flags any low-confidence outputs before publish.

10,000 product listings rewritten in 4 days
Average listing length increased 3× with no additional headcount
Organic search traffic up 34% within 90 days
E-commerceAutomation3PL

Returns and refunds automation

Apparel brand processing 200+ returns per week entirely by hand

Automated the full returns lifecycle — customer portal submission, warehouse notification, condition assessment routing, refund or exchange triggering, and carrier label generation — integrated with their Shopify and 3PL.

Returns processing time from 3 days to under 4 hours
Customer satisfaction scores up 18 points
CS team handling returns freed to focus on pre-sale support
E-commerceIntegrationLogistics

3PL fulfilment integration with real-time tracking

Brand switching from in-house fulfilment to a third-party logistics provider

Built the integration layer between Shopify, the new 3PL's API, and a tracking aggregator — including automatic order routing, status webhooks, branded tracking emails, and a fulfilment health dashboard.

Migration completed with zero customer-facing disruption
Tracking email open rate of 68% (vs 22% industry average)
Fulfilment exceptions surfaced automatically vs discovered by customer complaints

Integrations & Data

System integrations and data pipelines

Connecting the tools your business runs on — so data flows where it needs to, automatically, without manual intervention.

IntegrationDataAnalytics

Unified data layer across 8 business tools

Scale-up with customer and revenue data siloed across Stripe, HubSpot, Intercom, Shopify, and four internal spreadsheets

Designed and implemented a central data warehouse with automated ingestion from all source systems, a clean customer entity model, and a live dashboard for the leadership team — ending the weekly 'data reconciliation' meeting.

Single source of truth for customer and revenue data
Weekly data reconciliation meeting eliminated entirely
Board reporting time reduced from 2 days to 2 hours
IntegrationSaaSAutomation

Subscription billing and entitlement automation

SaaS product with manual provisioning creating delays and occasional access errors

Integrated Stripe Billing with their internal product database and support tooling. Subscription events automatically provision or deprovision feature access, update the CRM, trigger onboarding sequences, and notify CS of at-risk accounts.

Provisioning errors reduced to zero
New customer time-to-value from 48 hours to under 5 minutes
Churn early-warning signals surfaced automatically from usage + billing data
IntegrationAutomationAgency

Agency client reporting, fully automated

Digital agency manually compiling weekly performance reports for 30+ clients

Built a reporting pipeline that pulls data from Google Ads, Meta, GA4, and Search Console, maps it to each client's custom KPIs, generates a branded PDF report, and delivers it to the client — every Monday morning without anyone lifting a finger.

30 hours per week of manual report production eliminated
Reports delivered consistently — no more Monday morning scrambles
Clients receive richer data visualisations than the previous manual format

Ready to build yours?

These examples span a range of sectors and complexity — if you see something close to your situation, or have something entirely different in mind, I'd love to hear about it.

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