REF / AUTOMATION
Automation work.
AI automation and business process automation: workflow systems, AI agents, OCR pipelines, and operational tooling. Quiet engines that compound for the businesses that adopt them.
01
INDEX
All projects.
Scan the row, click to read the full case study.
#ProjectDomainRoleYearOutcome
01Dubai Property Management - Tenant Lifecycle Automation for 1,800 UnitsDubai-based property management company (1,800 units AUM) · The Problem
A Dubai property manager handling 1,800 residential units across 14 buildings was running its operations the way most mid-sized PM companies do. heroically, on the goodwill of overworked staff. Tenant onboarding took 4-7 days. Maintenance requests
AutomationAutomation Architect20254 FTE roles reclaimed, NPS +2702London Boutique Law Firm - Contract Review and Intake AutomationLondon boutique commercial law firm (9 lawyers) · The Problem
A 9-lawyer commercial firm in central London was watching its margins erode under the weight of non-billable work. Lawyers were spending 8-12 hours a week each on tasks that didn't bill: reviewing routine NDAs, summarising lengthy contracts for par
AutomationAutomation Lead2025+22 billable hours/lawyer/week03Karachi Cardiology Clinic - From Manual Front Desk to Self-Running IntakeKarachi Cardiology & Vascular Clinic · The Problem
A single-consultant cardiology clinic in Karachi was running everything through one front-desk attendant: phone bookings, WhatsApp enquiries, appointment reminders, follow-up calls, lab report distribution, and ad-hoc patient questions. The consult
AutomationAutomation Lead2025−28h/week admin time04Austin B2B SaaS - Customer Onboarding and Support Triage AutomationAustin-based B2B SaaS startup (Series A, ~80 customers) · The Problem
A 32-person B2B SaaS company had recently raised a Series A and was acquiring customers faster than its 4-person customer success team could onboard them. New customers were waiting 2-3 weeks for a kickoff call. Support tickets were piling up in Li
AutomationAutomation Lead2025Onboarding NPS +31, churn −44%05Riyadh E-commerce - Arabic-First Customer Service and Multi-Channel ListingRiyadh-based DTC home goods brand · The Problem
A Saudi DTC home goods brand was selling on Salla, Amazon.sa, Noon, and Instagram. Customer service was running through a 6-person team handling Arabic and English in roughly equal mix; response times averaged 3 hours during the day and 14 hours ov
AutomationAutomation Lead2025−74% CS response time, +52% AOV06Lahore Couriers - AI Dispatch and Customer Comms for a 60-Rider FleetLahore Couriers (mid-market last-mile) · The Problem
A 60-rider last-mile courier company in Lahore was assigning deliveries by spreadsheet. every morning, two dispatchers sat with the day's orders and manually grouped them into rider routes. Customer notifications were sent by hand from a single SIM
AutomationAutomation Lead2025−31% cost per delivery07Islamabad Real Estate Developer - Sales Pipeline Automation at ScaleIslamabad-based real estate developer (anonymised) · The Problem
A 380-person developer with multiple active projects was leaking leads at every stage of the funnel. Inbound enquiries arrived across 7 different channels (website, Meta ads, IG DMs, WhatsApp, walk-ins, agent referrals, phone). Each channel had its
AutomationAutomation Architect2025+41% closed deals08Manchester Manufacturer - Invoice OCR and Vendor Management at ScaleManchester engineering manufacturer (1,200+ staff) · The Problem
A 1,200-staff engineering manufacturer in the Manchester area was processing 14,000+ vendor invoices per month through a 9-person AP team. Each invoice was OCR'd by a legacy system, then manually corrected by humans (the OCR was wrong on roughly 40
AutomationAutomation Architect20256 FTE roles recovered, 89% touchless AP09NYC Boutique Investment Fund - Pipeline and LP Reporting AutomationNYC boutique growth-equity fund ($180M AUM) · The Problem
A $180M boutique growth-equity fund with 18 portfolio companies and a 4-person investment team was drowning in process work. Every quarter, the team spent ~3 weeks producing the LP reporting package. emailing portfolio CEOs for KPI updates, chasing
AutomationAutomation Lead2025Quarterly close 3 weeks → 4 days10Karachi DTC Cosmetics Brand - Multi-Channel Sync and AI Customer ServiceKarachi-based DTC cosmetics brand · The Problem
A founder-led cosmetics brand had grown from one Instagram shop to selling on Shopify, Instagram Shopping, Daraz, and through WhatsApp DMs. across four channels with completely separate inventory tracking. The founder's mother (who managed operatio
AutomationAutomation Lead2025−96% order errors, 3 channels synced11California EdTech - AI Grading and Parent Reporting AutomationCalifornia-based K-12 edtech platform (~28K students) · The Problem
A California-based K-12 supplemental learning platform serving ~28K students was promising teachers personalised insights into student progress. but the back end was running on goodwill. Teachers were grading written responses and short-answer ques
AutomationAutomation Lead2025+11h/week per teacher12Karachi Restaurant Chain - Daily Ops Automation Across 5 LocationsKarachi-based restaurant chain (5 locations) · The Problem
A 5-branch restaurant chain in Karachi was managed by an owner who started his day with 45 minutes of phone calls. calling each branch manager to ask about yesterday's sales, today's stock levels, and what staffing issues were brewing. By mid-morni
AutomationAutomation Lead2025−14% food cost, 5 locations unified13Toronto Healthcare Network - Discharge Summary and Claims AutomationToronto multi-specialty healthcare network (7 clinics, 240 staff) · The Problem
A 7-clinic multi-specialty network with 240 staff in the Toronto area was struggling with two adjacent problems. Physicians were spending 90+ minutes a day on documentation. particularly discharge summaries that had to satisfy clinical, billing, an
AutomationAutomation Architect2025Claim cycle 14d → 3d, denial rate −58%14Karachi Marketing Agency - Reporting + Brief-to-Deck AutomationKarachi marketing agency (12 staff, 18 active clients) · The Problem
A 12-person performance marketing agency was losing its best people to admin. Every Friday, three senior strategists spent 4-6 hours each pulling data from Meta Ads Manager, Google Ads, GA4, and Shopify into hand-built client decks. Every new clien
AutomationAutomation Lead2025−60% senior team admin time15Berlin Logistics Tech - Customs Documentation and Exception HandlingBerlin-based logistics tech firm (cross-border B2B) · The Problem
A Berlin-based logistics tech firm specialising in EU-China trade lanes was processing ~3,200 shipments monthly. Each shipment required documentation: commercial invoice, packing list, bill of lading, certificate of origin, customs declarations for
AutomationAutomation Lead2025−64% cost per shipment, 92% exceptions auto-resolved16Sydney Recruitment Agency - Resume Parsing and Candidate Sourcing AISydney-based mid-market recruitment agency · The Problem
A 14-recruiter agency in Sydney specialising in mid-market tech roles was losing the war for speed. By the time their recruiters had read through inbound applications, ranked candidates, and scheduled screening calls, the best candidates had alread
AutomationAutomation Lead2025+84% placements per recruiter17Rawalpindi Auto Dealership - Inventory, Lead, and Financing AutomationRawalpindi multi-brand auto dealership · The Problem
A multi-brand auto dealership had 60+ vehicles in stock at any time, listed across PakWheels, OLX, their own website, Facebook Marketplace, and a couple of WhatsApp broadcast lists. Each listing was maintained separately. When a unit sold, the team
AutomationAutomation Lead2025+128% closed deals, 90s lead-to-touch18Bahrain Insurance Broker - Quote, Renewal, and Claims Triage AutomationBahrain-based insurance broker (commercial + retail) · The Problem
A mid-market insurance broker in Bahrain handling both commercial and retail policies was losing business to faster competitors. A client requesting a motor or property quote would typically receive comparison terms 24-48 hours later. by which time
AutomationAutomation Lead2025Quote turnaround 48h → 90min19Faisalabad Textile Manufacturer - Order, Production, and Vendor AutomationFaisalabad textile manufacturer (800+ staff, exports) · The Problem
An export-focused textile manufacturer with 800+ staff was running on SAP, but the system was being used as a glorified ledger. Orders came in via email from international buyers in 4 different formats. Production planning happened on a whiteboard.
AutomationAutomation Architect2025−38% order-to-shipment time20Amsterdam Travel Agency - AI Itinerary Builder and Multilingual SupportAmsterdam-based boutique travel agency (luxury + experiential) · The Problem
A boutique travel agency in Amsterdam specialising in luxury and experiential trips was losing inquiries to faster competitors. A client requesting a custom 10-day Italy + Greece itinerary would typically wait 2-4 days for a first draft (research-h
AutomationAutomation Lead2025−87% itinerary turnaround21Mumbai Construction Firm - RFI, Vendor Invoice, and Document AutomationMumbai-based construction firm (2,400+ staff, large infra projects) · The Problem
A 2,400-staff construction firm running multiple large infrastructure projects across western India was losing time and money to documentation drag. Requests for Information (RFIs). the standard mechanism for resolving construction-site questions w
AutomationAutomation Architect2025RFI cycle 11d → 2.4d, ₹6.8Cr saved22Singapore Accounting Firm - Bookkeeping and Compliance AutomationSingapore-based mid-market accounting firm (~120 SME clients) · The Problem
A Singapore accounting firm serving ~120 SME clients was hitting a capacity wall. Each accountant could manage 8-12 clients before bookkeeping volume crushed them. receipts to categorise, invoices to reconcile, GST returns to prepare quarterly. The
AutomationAutomation Lead2025+140% client capacity per accountant23Cape Town Retail Chain - AI-Driven Replenishment and Demand ForecastingCape Town-based retail chain (24 stores, lifestyle category) · The Problem
A 24-store South African lifestyle retail chain was running replenishment the way most mid-sized retailers do. store managers placed weekly orders based on instinct, the central buying team consolidated, and the warehouse fulfilled. Stockouts on be
AutomationAutomation Lead2025−71% stockouts, −18% inventory holding