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CASE STUDY | TMI Digital × TMAI

How TMI Digital Runs 20+ Client Accounts on Private AI

TMI Digital is a South African digital marketing agency managing Google Ads, Meta, and analytics for clients across fintech, e-commerce, hospitality, and security sectors. They deployed TMAI Glass Box infrastructure to eliminate data leakage risks and gain full control over their AI-powered workflows.

business TMI Digital — Marketing Agency
location_on Cape Town, South Africa
memory ASUS Ascent GX10 — GB10 Grace Blackwell
20+
Client Accounts
+$65K
Monthly Ad Spend Managed
4,838
Conversions Tracked
0
Data Breaches
THE CHALLENGE

Client Data Can't Touch the Public Cloud

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Sensitive Ad Accounts: Managing Google Ads for 20+ clients means handling campaign data, budget information, and performance metrics that competitors would pay to see.

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AI-Powered Workflows: Using AI for ad copy generation, campaign analysis, and reporting means feeding client data into LLMs — a non-starter with public cloud APIs.

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POPIA Compliance: South Africa's data protection law requires explicit consent for cross-border data transfers. Cloud AI APIs violate this by design.

THE SOLUTION

TMAI Glass Box — Deployed On-Premise

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ASUS GX10 Supercomputer: NVIDIA GB10 Grace Blackwell chip with 128GB unified memory running local LLMs for ad copy, analysis, and reporting.

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Private Google Ads Gateway: All MCC API calls route through the TMAI stack — no data leaves the premises. Dashboard pulls live spend, conversions, and CPA.

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Glass Box Transparency: Every AI recommendation comes with attribution and confidence scores. Account managers know exactly why the AI suggested a change.

How TMI Uses TMAI in Production

Real workflows running on Glass Box infrastructure — no data leaves the building.

The TMAI Brain Architecture

Each department gets its own "Glass Room" — free to use external LLMs like Gemini for lightweight tasks, but all privacy-sensitive work routes through the TMAI Brain at the core.

TMAI Brain Architecture — Glass Rooms with central gatekeeper

account_balance The TMAI Brain (Core)

The central gatekeeper running on ASUS GX10 + NVIDIA GB10. All sensitive data, client PII, and proprietary prompts are processed here — never leaving the premises.

  • check Private LLM inference (Llama, Mistral)
  • check Client data isolation & encryption
  • check Token usage control & audit logging
  • check Gatekeeper validation for all outputs

meeting_room Glass Rooms (Departments)

Each department operates in its own glass room — transparent but isolated. Can use free/external LLMs (Gemini, etc.) for non-sensitive work, but sensitive tasks route through the Brain.

  • check Free LLMs (Gemini) for lightweight tasks
  • check No peer-to-peer data sharing between rooms
  • check Projects move between departments via TMAI
  • check Sovereign lanes — complete data isolation

Secure Sovereign Lanes: All inter-department project transfers route through the TMAI Brain — token usage, privacy, and security are controlled at the core. No room can access another room's data directly.

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Ad Copy Generation

Local LLM generates RSA headlines, descriptions, and extensions for each client's specific industry — without sending copy briefs to OpenAI.

Google Ads Meta Ads Local LLM
analytics

Campaign Analysis

AI analyses MCC performance data, identifies CPA spikes, budget misconfigurations, and optimization opportunities across all 20+ accounts.

Google Ads API BigQuery Glass Box
description

Automated Reporting

Monthly client reports generated locally — spend, conversions, CPA, trend analysis — without exposing raw campaign data to third parties.

Templates Local LLM HTML Reports
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Client AI Copilots

Each account manager gets a private AI copilot that understands their specific clients, campaigns, and history — context that never leaves the TMAI box.

RAG Vector DB Per-Account
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Compliance & Audit

Every AI interaction is logged with full attribution. When clients ask "why did the AI suggest this?" — the answer is a click away in the Glass Box audit trail.

POPIA Audit Trail Confidence
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Real-Time Alerts

AI monitors spend anomalies, policy violations, and CPA drift across all accounts — alerting the team before clients notice the problem.

Monitoring Anomaly Detection Slack
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Advanced Creative & Video

Generate ad creatives, social posts, and video scripts locally. AI produces on-brand visuals and motion copy without sending briefs to external platforms.

Video Scripts Ad Creatives Brand Consistency
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Lead Generation

AI-powered lead scoring, outreach personalisation, and funnel automation — all running locally. Client lead data never touches third-party servers.

Lead Scoring Outreach Funnel Auto
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B2B Workflows & CRM

Dedicated B2B pipeline management — deal tracking, proposal generation, and client onboarding workflows powered by local AI.

CRM Integration Deal Pipeline Proposals
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Analytics Integration

GA4, Meta Pixel, and conversion tracking setup assistance. AI configures tracking, validates events, and ensures data accuracy across all client properties.

GA4 Meta Pixel Validation
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Infrastructure Monitoring

24/7 health checks on the TMAI appliance itself — GPU utilisation, model performance, uptime alerts. The system watches itself so the team doesn't have to.

GPU Health Uptime SLA Self-Healing

TMI's Glass Box Stack

The physical and software infrastructure powering TMI's AI workflows.

memory Hardware

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ASUS Ascent GX10

NVIDIA GB10 Grace Blackwell — 1 petaflop AI performance

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128GB Unified Memory

CPU/GPU shared pool — runs 7B–70B parameter models

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400Gbps ConnectX7

Enterprise networking — ready to cluster with additional nodes

code Software

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Local LLM Inference

Ollama / vLLM — Llama 3, Mistral, custom fine-tunes

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Private Vector Database

Chroma / Qdrant — client knowledge bases, campaign history

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Google Ads API Gateway

MCC 9060186325 — 20+ accounts, live data, no cloud relay

Results

What TMI achieved by going Glass Box.

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Zero Data Leakage

Client campaign data, budgets, and performance metrics never leave the TMAI box. POPIA compliant by architecture, not by policy.

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10x Faster Workflows

Ad copy generation, campaign analysis, and reporting that used to take hours now runs in minutes — locally, with zero API costs.

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Fixed Monthly Cost

No per-token billing surprises. One GPU box powers all 20+ client accounts. Predictable infrastructure cost, maximum margin.

Want Results Like TMI?

Deploy your own Glass Box infrastructure. Your data stays on your premises. Your clients stay protected.