REF / AUTOMATION

Karachi Marketing Agency - Reporting + Brief-to-Deck Automation

Built reporting automation and an AI brief-to-deck pipeline for a 12-person agency - recovered 60% of senior team time previously lost to deck assembly.

RoleAutomation Lead
Year2025
Outcome−60% senior team admin time
DomainAutomation
00
STACK

Tech used.

Claude Sonnet 4.6n8nLooker StudioGoogle Slides APINotion

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 client brief was being turned into a "kick-off deck" by hand. another 8 hours of work per pitch. The team was good at the actual marketing; they were drowning in the paperwork around it.

What I Built

Two distinct automation systems:

1. Weekly reporting engine. Each client has a Looker Studio dashboard auto-populated nightly from connected ad accounts, GA4, and (where applicable) Shopify. Friday morning, an n8n workflow pulls dashboard screenshots, generates an AI-written commentary section ("here's what changed this week, here's why, here's what we're doing about it"), and assembles it into a templated Google Slides deck. The strategist reviews and adds their voice for ~20 minutes; deck is sent.

2. Brief-to-deck AI pipeline. When a new client brief lands (in Notion), an automation:

  • Researches the company (web search, social presence, competitor scan)
  • Drafts a positioning hypothesis
  • Generates an initial pitch deck with channel recommendations
  • Surfaces 3-4 strategic questions that need the strategist's judgement

The strategist now starts with an 80%-done deck instead of a blank document. Pitch turnaround dropped from 3 days to 6 hours.

−60%
Senior strategist admin time
20m → 4h
Per-client weekly report
5x faster
6h
Pitch deck turnaround
from 3 days
+8
Clients absorbed without hires
Time Allocation. Strategists' Week
MetricBeforeAfterΔ
Hours on weekly client reporting16h4h−12h
Hours on pitch decks12h3h−9h
Hours on actual strategy8h29h+21h
Active clients per strategist610+67%

Outcome

The agency absorbed 8 new retainer clients in 4 months without hiring. Strategist net promoter scores (internally tracked) climbed from 6.2 to 8.9 because they were finally doing the work they'd been hired for. The agency's average proposal-to-signed conversion went up because the pitches arrived faster and looked more researched than competitors.