Portfolio · Revenue Systems

Annie James
Revenue Systems
Architect

AI Automation · Growth Marketing · Business Systems

I build the infrastructure that turns marketing activity into measurable revenue. Built by combining AI automation, CRM systems, and marketing strategy into a single, compounding engine for businesses that are done leaving money on the table.

Annie James
Open to Work
What makes this different
Marketing Is the Front Door
I design content strategy, positioning, and multi-channel campaigns that attract the right audience. Every marketing decision is engineered backwards from a revenue outcome, not a vanity metric.
Automation Is the Engine
Every lead that comes in is captured, qualified by AI, routed to the right pipeline, and followed up automatically while you sleep. No manual work. No missed opportunities.
Data Is the Proof
I connect your marketing activity to your revenue data through dashboards and reporting pipelines so you always know which content generates customers, not just clicks.
What I Build

End-to-End Revenue Systems.
Built for Scale.

Every system is custom-engineered to your business, connecting marketing activity to real revenue outcomes through AI, automation, and intelligent data pipelines.

01
AI-Powered Lead Systems
Autonomous pipelines that capture every inbound lead: from social media DMs, website forms, cold email replies, ad clicks, and referral links, qualify them using AI, assign a lead score, and route them to the right stage of your sales pipeline. No manual sorting. No missed opportunities. No human touching a message until it already has a priority label on it.
Lead CaptureAI QualificationCRM Routing
02
Social → Revenue Pipeline
I engineer the full system behind your marketing: from the campaign or content that generates attention, to the lead capture, to the follow-up sequence, to the sale. Every touchpoint tracked. Every lead accounted for.
Instagramn8nWhatsApp Follow-Up
03
Autonomous Cold Outreach
AI-driven prospecting systems that find qualified leads, verify contact data, write personalised emails, and send them on autopilot. Built for B2B businesses that need a full pipeline without a full sales team.
Groq / LLaMAApifyBrevo
04
Marketing Intelligence & Reporting
Automated dashboards that pull data from every platform: Instagram, Meta Ads, CRM, and website. They use AI to tell you which content is generating revenue. Real decisions from real data, delivered weekly without lifting a finger.
Looker StudioSupabaseOpenAI Analysis
05
AI Customer Support & Routing
Conversational AI agents that handle inbound DMs and inquiries, categorising intent, answering common questions, routing to the right team, and escalating to humans only when it matters.
VoiceflowOpenAIIntent Routing
06
Custom Business Systems
Client onboarding, operational workflows, service delivery pipelines, review collection systems. If your business has a manual process eating time and money, I build the system that eliminates it permanently.
End-to-EndCustom-BuiltFully Documented
Every Project Includes

What You Get.

Custom-Built System. Zero Templates.
Every pipeline, workflow, and automation is engineered specifically for your business. No copy-paste solutions. No one-size-fits-all templates that sort-of work.
Full Workflow Documentation
You receive a complete written breakdown of every system built: what it does, how it runs, and how to manage it. You are never dependent on me to understand your own infrastructure.
Testing & Quality Assurance
Every workflow is stress-tested across edge cases before handoff. If a lead comes in at 3am, if a DM contains unexpected text, if an API returns an error, the system handles it.
Live Walkthrough & Handoff Session
Before I close a project, we go through the entire system together. You see exactly what was built, why each piece exists, and how it connects to your revenue, in plain language with no jargon.
Built to Scale as You Grow
Systems are architected with growth in mind. Whether you go from 10 leads a day to 1,000, the infrastructure holds. No rebuilds, no bottlenecks, no ceiling.
Post-Delivery Support. No Extra Cost.
I do not build and disappear. Post-delivery support is included at no additional cost. If something breaks, needs adjusting, or a new edge case appears, I am there.
"I do not sell you a system and vanish. I build infrastructure that compounds your competitive advantage, permanently."
How I Work

From Chaos to
Intelligent System.

My process is methodical. I do not guess. I engineer. Every build starts with a deep understanding of your business: your marketing channels, sales process, operations, and existing tools, before I touch a single workflow.

6+
Service Areas
15+
Platforms Mastered
∞
Hours Saved
100%
Custom Builds
01
Deep Business Audit
I study your entire operation: your social funnels, email sequences, cold outreach, CRM setup, internal workflows, and customer journey, mapping every point where leads leak, revenue disappears, or manual work is slowing growth. Nothing is assumed. Everything is verified before I recommend a single thing.
02
System Architecture
I design a custom revenue system blueprint, connecting your social channels, email outreach, website, automation layer, CRM, AI qualification engine, and reporting dashboards into one coherent, compounding machine. No templates. The full architecture is locked in and approved before a single workflow is built.
03
Build & Integration
I engineer your system using the right stack: n8n, Make, OpenAI, GoHighLevel, Supabase, FastAPI, and more. Every API connection is tested, every workflow verified across edge cases, every data pipeline confirmed before you ever see a single output.
04
Delivery & Handoff
You receive a fully functional, documented system with complete workflow documentation, a live walkthrough session, and post-delivery support. You understand exactly what was built, how it runs, and what it is doing for your revenue every day going forward.

The Stack

Tools I use to build revenue systems, not just content calendars.

Automation
n8n
Make.com
Zapier
AI & LLMs
OpenAI (GPT-4)
Groq / LLaMA 3
Claude
Voiceflow
CRM & Sales
GoHighLevel
Supabase
Airtable
Data & Reporting
Looker Studio
Supabase
Meta Ads API
Instagram Graph API
Outreach
Brevo
Hunter.io
Apify
WhatsApp Business API
Backend
FastAPI
Python
REST APIs
Webhooks
Marketing
Instagram
Facebook
LinkedIn
YouTube
Notifications
Slack
Telegram
Email Sequences
Case Studies
01 Autonomous Cold Email Outreach System (Bot4orge) AI · Outreach 02 Instagram → Revenue Pipeline (Social-to-CRM System) Marketing · CRM 03 AI Customer Support & Lead Routing Agent AI · Automation 04 Multi-Source Marketing Intelligence Dashboard Data · Reporting
Case Study · 01
AI Automation · Outreach System

Autonomous Cold Email
Outreach System

A fully autonomous B2B lead sourcing and outreach engine built for a client: from prospect discovery to personalised email delivery, without a single manual step.

Stack: FastAPI · Groq (LLaMA 3) · Apify · Hunter.io · Brevo · Slack · Python
Client Brief
Build a system that autonomously finds qualified B2B leads, verifies their contact data, writes personalised outreach emails, and sends them with zero manual intervention per campaign cycle.
The Core Problem
Cold outreach was being done manually: hours spent on Apollo, copy-pasting emails, zero personalisation at scale. A sales rep could touch 20 leads a day. The system needed to handle 200+.
My Role
Full system architecture and build. Designed the AI actor selection logic, API orchestration layer, email generation prompts, and Slack notification pipeline, end to end.
System Pipeline
Campaign Trigger→ Groq Actor Selection→ Apify Lead Scraping→ Hunter.io Verification→ AI Email Generation→ Brevo Delivery→ Slack Reporting
What I Built
Groq-Driven Actor Selection Engine
Built a decision layer where Groq (LLaMA 3) reads the campaign brief and autonomously selects the correct Apify actor to use for that specific lead sourcing task, with no hardcoded logic.
AI-Personalised Email Writer
Each email is generated by Groq using scraped company context, industry signals, and campaign goals, resulting in personalised copy at scale without human writers.
Lead Verification Pipeline
Integrated Hunter.io to verify email addresses before sending, eliminating bounce risk and protecting sender reputation automatically.
Real-Time Slack Reporting
Every campaign cycle pushes a structured report to Slack: leads found, emails sent, and bounces flagged, so the client has full visibility without logging into any tool.
System Outcomes
Reduced outreach prep time from ~4 hours/day to under 5 minutes per campaign cycle
System autonomously selects the right data source per campaign with no manual actor switching
AI-generated emails pass personalisation checks without human editing
Full campaign visibility delivered to Slack. Client has zero-tool dependency
The insight that drove this build: Most outreach tools give you a list. This system gives you a pipeline. The difference is that everything from "find a prospect" to "send the email" happens inside one automated loop, so the client's only job is to review what is working.
Case Study · 02
Growth Marketing · CRM Automation

Instagram → Revenue
Pipeline System

A full-funnel revenue system that connects a brand's Instagram activity to its CRM, lead qualification engine, and sales follow-up pipeline, turning social engagement into trackable, closeable revenue.

Stack: n8n · GoHighLevel (GHL) · OpenAI · Instagram Graph API · Supabase · WhatsApp Business API
The Business Problem
The business was posting daily, getting DMs, and even going viral, but had no system to capture, qualify, or follow up with leads. Revenue from social was invisible and unmeasured.
What Was Missing
No lead database. No CRM. No follow-up sequence. No attribution, meaning they could not tell which content generated a single sale. The funnel stopped at the DM.
My Role
Designed the full system architecture: from social capture to sales pipeline. Built the n8n workflows, configured GHL pipelines, and wrote the AI qualification prompts.
Revenue Pipeline
Instagram Post / DM→ n8n Webhook Capture→ Supabase Lead Entry→ OpenAI Qualification→ GHL CRM Pipeline→ WhatsApp Follow-Up→ Sales Dashboard
System Components
Social Lead Capture Layer
Every comment, DM, and bio link click triggers an n8n webhook that creates a lead record in Supabase, capturing source, content piece, and timestamp for attribution.
AI Lead Qualification Engine
OpenAI analyzes each inbound message for intent, urgency, and budget signals, scoring and segmenting leads before any human sees them. High-value leads are flagged immediately.
GHL Sales Pipeline Integration
Qualified leads are automatically pushed into the correct GoHighLevel pipeline stage: hot leads routed to sales, warm leads to nurture sequences, and cold leads to content reengagement.
Automated WhatsApp Follow-Up
High-intent leads receive a personalised WhatsApp message within minutes of their inquiry. No manual outreach, no delayed responses, no lost opportunities during off-hours.
What This System Delivers
Every Instagram lead is captured, stored, and actioned. Nothing falls through the cracks
Revenue is traced back to the exact content piece that generated the lead
AI qualifies 100% of inbound leads before any human time is spent
Follow-up happens within minutes, even at 2am, through automated WhatsApp sequences
The business problem nobody talks about: Most companies don't have a lead generation problem. They have a lead management problem. Social media delivers the attention, but without a system on the backend, that attention evaporates. This build makes sure every interaction has a next step.
Case Study · 03
AI Automation · Customer Operations

AI Customer Support &
Intelligent Lead Router

A conversational AI system that handles inbound DMs and inquiries, categorising by intent, routing to the right team or automation, and escalating to humans only when necessary.

Stack: n8n · OpenAI · GoHighLevel · Voiceflow · Instagram DM API · Telegram
The Problem
Every inbound DM was treated the same, whether it was a sales inquiry, a support issue, a partnership request, or spam. One person was manually reading and responding to everything.
The Cost
Slow response times. Missed high-value leads buried under support messages. No data on what people were actually asking. A growing workload with no ceiling.
My Role
Designed the intent classification system, built the n8n routing logic, and configured Voiceflow conversation flows for customer-facing interactions.
Routing Architecture
Inbound DM / Message→ OpenAI Intent Classification→ Sales Inquiry→ Support Ticket→ Partnership→ Auto-Response / Human Escalation
How It Works
Intent Classification Layer
OpenAI reads every inbound message and classifies it into one of five categories: sales inquiry, customer support, partnership, complaint, or general. Each category triggers a different automated path.
Voiceflow Conversation Flows
Common inquiries such as pricing, services, and availability are handled entirely by a trained Voiceflow agent. It answers, qualifies, and books without any human involvement.
Smart Escalation Rules
Complaints and high-value opportunities are immediately escalated to a human via Telegram or GHL notification, with context, category, and conversation history already attached.
Support Ticket Creation
Customer support requests automatically generate a structured ticket in GHL, categorised, timestamped, and assigned, eliminating manual triage entirely.
Operational Impact
100% of inbound messages are categorised and routed without manual reading
Sales inquiries receive immediate, personalised AI responses, day or night
Human team only sees messages that genuinely require them
Support volume data becomes a weekly insight, not a growing inbox
Case Study · 04
Marketing Intelligence · Reporting Automation

Multi-Source Marketing
Intelligence Dashboard

An automated reporting system that pulls data from Instagram, Facebook, website analytics, and CRM. It uses AI to surface which content generates leads, which generates revenue, and what to do next week.

Stack: n8n · Make.com · OpenAI · Supabase · Looker Studio · Instagram Graph API · Meta Ads API
The Real Problem
The business had data everywhere: Instagram insights, website analytics, CRM records, and ad spend, but no single view. Decisions were made on gut feel because nobody could connect the dots across platforms.
What Was Broken
Reporting was manual, taking a full day each week. The reports showed reach and engagement but never answered the only question that matters: which content is actually making money?
My Role
Built the full data pipeline: API connections, Supabase schema, AI analysis layer, and Looker Studio dashboard. The client now gets an automated weekly intelligence brief every Monday morning.
Intelligence Pipeline
Instagram Data+ Facebook Data+ Website Data+ CRM / Lead Data→ Supabase→ OpenAI Analysis→ Looker Dashboard + Weekly Report
What the System Delivers
Unified Data Pipeline
n8n pulls from Instagram Graph API, Meta Ads, website analytics, and GHL CRM on a daily schedule, normalising and storing everything in a single Supabase database.
AI Content Attribution
OpenAI cross-references content performance with lead timestamps, identifying which posts, topics, and formats are correlated with actual revenue, not just impressions.
Automated Weekly Intelligence Brief
Every Monday, the system generates a plain-English summary: top performing content, lead sources, conversion rate, and AI-generated content recommendations for the week ahead.
Live Looker Studio Dashboard
A real-time dashboard showing the metrics that matter: leads by source, revenue by content piece, conversion rates, and week-over-week trends, always up to date with zero manual input.
What Changed
Friday reporting ritual eliminated. Monday briefing arrives automatically
Business now knows exactly which content type generates qualified leads
Content strategy is now driven by revenue data, not follower count
All marketing data lives in one place: one dashboard, no spreadsheets
The shift this creates: When you know which post generated a customer, not just a like, you stop guessing. You stop posting for the algorithm. You start building content the way engineers build systems: test, measure, iterate. This dashboard makes that possible.
About Annie

I Think in Systems.
I Build for Revenue.

I am Annie James, a Revenue Systems Architect operating at the intersection of marketing and AI automation. Most businesses treat these as two separate disciplines. I built a career proving they are one.

I work with entrepreneurs, founders, coaches, and service businesses who are generating attention on social media but watching revenue leak out the back because there's no system to catch it. I fix that.

My approach is simple: marketing is the front door. Automation is the engine. Data is the proof. I engineer all three into a single, compounding revenue machine, built specifically for your business, documented, and handed over to you fully functional.

"This is not a hobby. This is not a side interest. This is my craft, and I treat every system I build like the infrastructure of someone's livelihood. Because it is."
Who I Work With
Founders & Entrepreneurs
Coaches & Consultants
Digital Product Creators
Service-Based Businesses
E-commerce Brands
Marketing Agencies
What Makes This Different
I connect marketing to revenue, not just automate
Every system is traceable back to business outcomes
Social strategy is engineered backwards from ROI
You get systems that run while you sleep
FAQ

Questions Answered.

Still unsure? Reach out and I'll respond within 24 hours.

Not at all. You bring the business problem. I bring the technical solution. I study your workflow, design the system, build it, and walk you through how it works. You don't need to know anything about automation or AI. That's my job.
A marketing strategy gets people's attention. I build the system that converts that attention into revenue through lead capture, AI qualification, CRM routing, automated follow-up, and attribution reporting. Most businesses have the marketing piece. What they are missing is everything that happens after someone shows interest. That is where the money is, and that is what I build.
It depends on complexity. Simpler automation workflows are delivered in 3–7 days. Multi-system revenue builds with CRM integration, AI lead qualification, and reporting dashboards typically run 2–4 weeks. I will give you a clear timeline during our initial consultation so there are no surprises.
That's exactly what the audit phase is for. Tell me what your current operations look like and where you are losing time or leads. I will identify the highest-impact opportunities and architect the right system for where you are now. You don't need to come with a brief. You just need to show up with the problem.
Yes, post-delivery support is included at no additional cost, with terms discussed during consultation. I also offer retainer packages for businesses that want ongoing optimisation, new automation builds, or system expansion as they grow. I do not build and disappear.
Every project is custom-quoted based on scope and complexity. Send me an email describing your business and what you need. I will come back with a clear, tailored proposal. No fluff, no hard sell, no hourly confusion.
I work with entrepreneurs, coaches, consultants, digital product creators, service businesses, and e-commerce brands. If your business has leads coming in but no system to catch, qualify, and convert them, or if your social media is generating attention but not revenue, I can fix that, regardless of your industry.
Let's Build Something

Ready to turn your
attention into revenue?

If your business is getting leads but losing them, or you want systems that make your marketing compound, let us talk.

WhatsApp Me jamess.anniee@gmail.com