4 Scale • 3 Merge • 2 Kill • 2 SaaS • 1 Infra
~$25,920/mo recovered high-value engineering focus
AlcoEaze UGC ($28.5k) + TikTok Seeding ($45k) + Klaviyo ($18.5k)
Smart routing vs $1,400/mo naive agent prompt spam
Agentic Ecosystem Pipeline Canvas
Event-Driven Multi-Brand ArchitectureLiving topology: Ingestion ➔ Triage Heuristics ➔ Model Routing ➔ Memory Isolation ➔ Human Gate
1. Ecosystem Ingestion
12 Repos, FDDs, SOPs & Prompts
2. Strategic Triage Filter
Agent vs Code vs SaaS vs SOP
3. Smart Model Router
Cost-Aware Provider Matrix
4. Shared Brain & Memory
Enterprise vs Brand Isolation
5. Execution & Human Gate
Inngest Queues + ROI Guard
Interactive Architectural Audit Workbench
Live Dual-AI AdvisorTest any repository, FDD concept, or automation with real OpenAI & Gemini architectural reasoning
Multi-Brand Repository & Systems Matrix
Rationalized view across 12 initiatives: classifications, verdicts, model routing, and memory policies
| Initiative & Repository | Brand Scope | Classification | Strategic Verdict | Recommended Model | Actions |
|---|---|---|---|---|---|
AlcoEaze Ad Creative Swarm tony-brands/alcoeaze-ad-agent Generates high-converting TikTok/Meta UGC video ad hooks, script variations, and countertop packaging retail angles based on top viral competitors. | AlcoEaze SupplementsIsolated Brand Silo | Agent Status: PARTIAL | Keep & Scale | Claude 3.5 ~$18.4/mo token burn | |
Shopify Auto-Reorder & PO Generator tony-brands/shopify-fba-reorder Custom AI script attempting to predict stockout dates and draft Purchase Orders to Chinese co-packers using LLM prompts. | Health & Fitness / Amazon FBAEphemeral Context | SaaS Tool Status: AI_MVP_BUGGY | Replace with SaaS | Off-The-Shelf SaaS Zero token cost | |
TikTok Shop Creator Outreach Lead Engine tony-brands/tiktok-creator-outreach Scrapes micro-influencers and evaluates engagement rates for sample seeding campaigns. | TikTok Shop Merch & ApparelShared Company Brain | Agent Status: PARTIAL | Consolidate (3➔1) ➔ Part of Unified Seeding | GPT-4o-mini (Structured ~$24.5/mo token burn | |
TikTok Influencer Raw Scraper tony-brands/tiktok-raw-scraper Python Playwright scraper trying to bypass TikTok anti-bot mechanisms to harvest DM contact info. | TikTok Shop Merch & ApparelEphemeral Context | Software / Code Status: AI_MVP_BUGGY | Consolidate (3➔1) ➔ Part of Unified Seeding | None / Zero token cost | |
Creator Personalized Pitch Drafter tony-brands/creator-pitch-vault Directory of Markdown prompts and CSVs used manually to copy-paste outreach messages into TikTok & Instagram DMs. | Cross-Brand PortfolioShared Company Brain | SOP / Prompt Status: PROMPT_LIBRARY | Consolidate (3➔1) ➔ Part of Unified Seeding | Gemini 2.0 ~$6.2/mo token burn | |
Discord Community Moderator AI tony-brands/discord-mod-agent Complex LangChain conversational bot designed to answer community questions and moderate spam 24/7. | Discord Community (TikTok Shop)Ephemeral Context | SOP / Prompt Status: CONCEPT_FDD | Kill / Stop Building | None / Zero token cost | |
Klaviyo Dynamic Flow Intelligence tony-brands/klaviyo-flow-optimizer Webhooks triggering tailored email sequence timing and product bundle recommendations based on customer browse behavior. | Cross-Brand E-CommerceShared Company Brain | Software / Code Status: PARTIAL | Keep & Scale | None / Zero token cost | |
Multi-Brand Central Inventory & Stock Sync tony-brands/multi-brand-inventory-sync Custom AI-assisted Node service syncing warehouse inventory across Shopify, Amazon FBA, and TikTok Shop. | Cross-Brand InfrastructureShared Company Brain | Software / Code Status: AI_MVP_BUGGY | Build Core Infra | Deterministic TypeScript Zero token cost | |
Autonomous Voice Support Representative tony-brands/vapi-support-agent 25-page Functional Design Document proposing full conversational inbound phone support for shipping inquiries. | Health & SupplementsIsolated Brand Silo | SOP / Prompt Status: CONCEPT_FDD | Kill / Stop Building | Off-The-Shelf Helpdesk Zero token cost | |
Shared Company Intelligence Layer tony-brands/shared-company-brain Unified knowledge repository storing brand voice standards, SOPs, top ad scripts, and evaluated agent outputs. | All Brands (Central Backbone)Shared Company Brain | Software / Code Status: CONCEPT_FDD | Build Core Infra | Supabase pgvector ~$12/mo token burn | |
Amazon Listing Keyword & SEO Optimizer tony-brands/amazon-listing-ai Periodic audit tool that checks competitor ASIN bullet points, backend search terms, and compliance restrictions. | Amazon FBA HealthIsolated Brand Silo | Software / Code Status: PROMPT_LIBRARY | Keep & Scale | Gemini 2.0 ~$3.5/mo token burn | |
Weekly Executive P&L & Ad Spend Aggregator tony-brands/executive-pnl-bot Python script attempting to fetch Meta Ads, TikTok Ads, Shopify revenue, and QuickBooks data to generate weekly PDF summaries. | Portfolio Executive LevelShared Company Brain | SaaS Tool Status: AI_MVP_BUGGY | Replace with SaaS | Existing SaaS Zero token cost |
Operational ROI & Token Burn Unit Economics
Real Unit EconomicsCompare unmanaged multi-repo AI sprawl against rationalized architecture economics
Killing 3 dead repos saves ~360 wasted dev hours annually
108 hrs/wk redirected to core product & direct sales
Production Architecture Blueprints
1-Click Exportable SpecsTurnkey architecture files ready to drop into GitHub, Supabase, and Inngest. 100% client code ownership.
{
"meta": {
"title": "4-Way Architectural Decision Matrix for Founders",
"author": "BarakahSoft LLC Systems Architecture",
"version": "2.4.0",
"purpose": "Prevents overengineering AI agents when simpler code or SaaS exists"
},
"rules": [
{
"category": "EXISTING_SAAS",
"criterion": "Problem is solved by an existing reputable off-the-shelf product under $100/mo.",
"action": "REPLACE_WITH_SAAS",
"examples": [
"Shopify Inventory Planner (Stocky)",
"Klaviyo email flows",
"Gorgias Helpdesk",
"Triple Whale P&L"
],
"rationale": "Maintenance cost of custom API connectors exceeds SaaS subscription by 20x."
},
{
"category": "DETERMINISTIC_SOFTWARE",
"criterion": "Outcome has zero ambiguity, relies on mathematical invariants, or handles ACID transactions.",
"action": "BUILD_AS_CODE",
"examples": [
"Inventory stock sync across channels",
"Order fulfillment status webhooks",
"Database ETL pipelines"
],
"rationale": "LLMs hallucinate math and introduce flakiness. Code is 100% reliable and zero token cost."
},
{
"category": "DOCUMENTED_SOP",
"criterion": "Task requires human judgment or community empathy with low frequency (under 5x/day).",
"action": "WRITE_HUMAN_SOP",
"examples": [
"Discord community dispute resolution",
"High-tier wholesale partnership negotiation"
],
"rationale": "Building an agent costs $5k+ and risks brand reputation when bots give tone-deaf replies."
},
{
"category": "AUTONOMOUS_AGENT",
"criterion": "Task requires creative iteration, multi-step tool execution, and dynamic context synthesis.",
"action": "DEPLOY_GUARDRAILED_AGENT",
"examples": [
"AlcoEaze UGC ad script variation swarm",
"TikTok Shop creator personalized seeding"
],
"rationale": "Direct revenue driver where variance and speed create massive competitive advantage."
}
]
}