DOCS
Business Guide
$25K MRR Target
92% Margin
3 Markets
The Complete AI Shop
Business Blueprint
Business Blueprint
A single-file reference covering the why, the objective, the 14-tool stack, three target markets, 7 launch products, and every milestone on the path to $25,000 MRR by Month 12.
$108K
Year 1 Revenue
92%
Gross Margin
Mo 12
$25K MRR Gate
Contents
01
The Why — Mission & Thesis
MISSION
"Your AI Workforce, On Demand." A multi-agent platform giving SMBs and developers access to specialized AI tooling at 5–17× lower cost than competitors. Built and operated solo, targeting $25,000 MRR by Month 12 across the US, Nigeria, and Costa Rica.
Three Forces Converging in 2026
AI IS NOW CHEAP LOCALLY
100×
Cost reduction vs 2023 via Ollama local inference
SMBs ARE UNDER-SERVED
$500–5K
Enterprise AI tools — no credible $49/mo alternative
MULTI-AGENT IS THE MOAT
14 Tools
Cannot be replicated without significant infrastructure
Strategic Mandate — Three Non-Negotiables
| # | Divergence | What It Means | Why |
|---|---|---|---|
| 1 | Price Higher | $49–$399/mo, never $9–$29 | Sub-$50 AI = 77% monthly churn (ChartMogul 2025) |
| 2 | Fewer Products, Deeper | 5–7 products, not 25 | Stage gates before expansion — focus wins |
| 3 | Outcome-Based Positioning | "We handle your support for $79/mo" | Not "AI tools access" — sell the output, not the tool |
02
The Objective
MRR TARGET · MONTH 12
$0
Scaling to $75K+ by Month 18
CUMULATIVE YEAR 1
$0
Conservative projection
GROSS MARGIN
92%
Ollama local inference moat
TARGET MARKETS
3
US · Nigeria · Costa Rica
WHAT AI SHOP IS
A hosted, managed, multi-agent platform where SMBs and developers get done-for-you workflow outcomes — not API access, not prompts, not tools. The customer gets the output. Local-first privacy means sensitive data never leaves the customer's environment. Agents get smarter the longer you use them via cross-agent shared memory.
03
The Moat — Why This Wins
Layer 1
Local-First Inference
Ollama on M4 Pro runs qwen3-coder:30b at ~64 tok/s. 92% gross margin vs ~40% for cloud-first competitors. Zero per-token cost on 80%+ of workloads.
Layer 2
Cross-Agent Shared Memory
SharedContext MCP (SQLite + AES-256-GCM) + AGENTS.md. 14 tools share knowledge across sessions. Agents get smarter — impossible to replicate without the full stack.
Layer 3
Dual-Channel Communication
Slack for human ↔ agent. Mattermost for agent ↔ agent. Customers interact in tools they already use. No new app adoption required.
| Category | Incumbent | Their Price | AI Shop Price | Edge |
|---|---|---|---|---|
| AI Customer Support | Intercom Fin | $0.99/resolution | $49–399/mo flat | 10–100× cheaper flat rate |
| AI Coding Agent | Cursor, Copilot | $20–40/mo/seat | $49/mo flat | Local inference, multi-agent |
| AI Content | Jasper, Copy.ai | $49–149/mo | $49–149/mo | Full pipeline, not just writing |
| AI Project Manager | Motion, Asana AI | $29–40/user/mo | $49/mo flat | Full task execution, not just planning |
04
The 14-Tool Stack
7 Orchestration Boards
| # | Tool | Port | Purpose | Ollama |
|---|---|---|---|---|
| 1 | Claw-Kanban | 4011 | Lightweight task dispatch via # directives | No |
| 2 | Claw-Empire | 4018 | Strategic orchestration via $ CEO directives | Native |
| 3 | Vibe Kanban | 4012 | Worktree-isolated parallel development | No |
| 4 | KaibanJS | 4013 | JS-native agent workflow engine | Indirect |
| 5 | AgentsBoard | 4014 | Jira-like AI task board | No |
| 6 | OpenClaw | 4015 | Multi-provider messaging bridge | Native |
| 7 | NanoClaw | 4016 | Secure containerized agents (Claude-only) | No |
7 CLI Agents & Harnesses
| # | Tool | ttyd Port | Purpose | Primary Model |
|---|---|---|---|---|
| 8 | Droid | 7687 | Terminal coding agent (Factory.ai) | qwen3-coder:30b |
| 9 | Pi | 7688 | Minimal OSS coding agent toolkit | qwen3-coder:30b |
| 10 | Aider | 7682 | Git-native pair programmer | qwen3-coder:30b |
| 11 | Cline | 7683 | Autonomous plan-and-execute agent | qwen2.5-coder:32b |
| 12 | Crush | 7684 | Glamorous terminal agent (LSP + MCP) | qwen3-coder:30b |
| 13 | Plandex | 7685 | Large-task planner with diff sandbox | qwen3:32b |
| 14 | Amp | 7686 | Frontier coding agent (cloud-only) | cloud |
05
The 3 Markets
🇺🇸
United States
The Revenue Engine · Launch First
AI SaaS Market 2026
$30.3B
Small Businesses
36.2M
SMBs Using GenAI
58%
AI Spend Growth YoY
+108%
Mo 12 Target: $14,500
🇳🇬
Nigeria
The Scale Engine · Launch Second
E-commerce Revenue (2024)
$8.53B
AI Market CAGR (to 2031)
26.3%
Internet Users
109M
Primary Channel
WhatsApp Business
Mo 12 Target: $5,500
🇨🇷
Costa Rica
The Margin Engine · Launch Third
Internet Penetration
85%
GDP per Capita
~$14,600
Language
Spanish-first UX
Opportunity
LATAM beachhead
Mo 12 Target: $5,000
CRITICAL PRICING RULE
Sub-$50 AI products have 77% monthly churn (ChartMogul 2025). The $49/month floor on all paid tiers is non-negotiable. Never launch a $9 or $19/month plan.
06
7 Products at Launch
AgentArena
Phase 1
Live AI coding battles — multiple agents race to solve the same challenge. Side-by-side ttyd terminals, real-time scoring. Audience builder and credibility play.
ChatDesk
Phase 1
AI customer support via chat, email, and WhatsApp. Knowledge base upload → instant deployment. Human escalation on low confidence. US → Nigeria → Costa Rica.
AgentBenchmark
Phase 1
Independent weekly benchmark of AI coding agents. Public leaderboard. The "Geekbench for AI coding." SEO and credibility flywheel.
ShipIt
Phase 2
Prompt-to-MVP generator. Describe an app → architecture → scaffold → diff review → tests → delivery. Plandex diff sandbox shows every change before applying.
SEOAgent
Phase 2
Full content pipeline. Keyword → research → outline → long-form article → SEO score → publish. English and Spanish. Brand voice memory via SharedContext.
AgentOps
Phase 3
/task in Slack → Claw-Empire orchestrates agents → code built, tested, PR delivered. Human approval before every merge. The flagship — uses the entire stack.
InvoiceAgent
Phase 3
Smart invoicing and follow-up. Auto-generate, send via WhatsApp, reconcile Paystack + Stripe, flag overdue. Built for Nigerian informal economy + CR micro-businesses.
07
Revenue Model — 3 Layers
LAYER 1 · SUBSCRIPTION
Free / $49 / $149 / $399
Recurring, predictable MRR
LAYER 2 · USAGE CREDITS
1K runs $30 · 5K $120
Overage: $0.05–$0.20/run
LAYER 3 · SERVICES
$1,500 · $500/mo · $2–5K
Launch Pack + Managed Ops + Custom
| Inference Route | Cost / 1K tokens | % of Traffic | Margin on $49 Sub |
|---|---|---|---|
| Ollama local (default) | ~$0 | 80%+ | ~98% |
| Cloud fallback (GPT-4o-mini) | ~$0.001 | 20% | ~94% |
| Blended | ~$0.0002 | 100% | ~92% |
08
12-Month Milestone Plan
Q1 · Month 1–3
Build + Launch + First Revenue
Mo 1: Infrastructure + auth (Clerk) + billing (Stripe). AgentArena MVP (10 challenges, 4 agents). AgentBenchmark MVP (20 challenges, public leaderboard). 4 blog posts + 4 videos.
Mo 2: ChatDesk MVP — KB upload, Ollama inference, Slack escalation, embeddable widget. 3 US pilot customers (free for case studies).
Mo 3: ChatDesk billing live. SEOAgent MVP. First paying customer.
Mo 2: ChatDesk MVP — KB upload, Ollama inference, Slack escalation, embeddable widget. 3 US pilot customers (free for case studies).
Mo 3: ChatDesk billing live. SEOAgent MVP. First paying customer.
Gate: 1K email subs · 5 paid · $300 MRR
Q2 · Month 4–6
Revenue Growth + Nigeria Entry
Mo 4: ShipIt MVP launched. WhatsApp Business API bridge. Paystack (Naira) billing live.
Mo 5: ChatDesk Nigeria launch (WhatsApp edition). InvoiceAgent pilot. AgentOps architecture proven end-to-end.
Mo 6: AgentOps MVP. Spanish language support (CR prep). 200 free users.
Mo 5: ChatDesk Nigeria launch (WhatsApp edition). InvoiceAgent pilot. AgentOps architecture proven end-to-end.
Mo 6: AgentOps MVP. Spanish language support (CR prep). 200 free users.
Gate: 40 paid · $3,000 MRR · Nigeria revenue
Q3 · Month 7–9
Scale + Costa Rica Entry
Mo 7: Costa Rica launch (bilingual). Agency partner program. 20% affiliate program live.
Mo 8: AgentOps 20 paid users. Nigeria 30 paid users. SEOAgent all 3 countries.
Mo 9: 50 articles published. 20 videos. 3K email subs. First $1,500 Launch Pack sold.
Mo 8: AgentOps 20 paid users. Nigeria 30 paid users. SEOAgent all 3 countries.
Mo 9: 50 articles published. 20 videos. 3K email subs. First $1,500 Launch Pack sold.
Gate: 100 paid · $14,000 MRR
Q4 · Month 10–12
Defend + Expand
Mo 10: Retention optimization. Churn analysis. Win-back campaigns. Business tier for US.
Mo 11: ChatDesk email channel. AgentOps CI/CD integration. SEOAgent content calendar.
Mo 12: Annual review — kill underperformers, double down on winners. Plan Year 2.
Mo 11: ChatDesk email channel. AgentOps CI/CD integration. SEOAgent content calendar.
Mo 12: Annual review — kill underperformers, double down on winners. Plan Year 2.
Gate: 180 paid · $25,000 MRR
09
12-Month Revenue Projection
| Month | US MRR | Nigeria MRR | Costa Rica MRR | Total MRR |
|---|---|---|---|---|
| Mo 1 | $0 | $0 | $0 | $0 |
| Mo 2 | $150 | $0 | $0 | $150 |
| Mo 3 ★ | $300 | $0 | $0 | $300 |
| Mo 4 | $800 | $0 | $0 | $800 |
| Mo 5 | $1,500 | $200 | $0 | $1,700 |
| Mo 6 ★ | $2,200 | $500 | $300 | $3,000 |
| Mo 7 | $3,500 | $1,000 | $500 | $5,000 |
| Mo 8 | $5,000 | $1,800 | $1,000 | $7,800 |
| Mo 9 ★ | $7,500 | $2,500 | $1,500 | $11,500 |
| Mo 10 | $9,500 | $3,200 | $2,000 | $14,700 |
| Mo 11 | $11,500 | $4,000 | $2,500 | $18,000 |
| Mo 12 ★ | $14,500 | $5,500 | $5,000 | $25,000 |
Cumulative Year 1: $108,000 · ★ = gate milestone
10
Marketing Strategy
Channel Strategy by Market
| Channel | 🇺🇸 US | 🇳🇬 Nigeria | 🇨🇷 Costa Rica |
|---|---|---|---|
| Primary | Product-led + SEO | WhatsApp Business + Twitter/X | WhatsApp + LinkedIn |
| Secondary | Twitter/X + Hacker News | TechCabal / Nairametrics | Spanish tech blogs |
| Partnerships | Shopify · Slack Directory | Paystack ecosystem | ENIA ecosystem · tech hubs |
| Community | r/LocalLLaMA · Indie Hackers | Lagos tech community | Costa Rica tech community |
NEWSLETTER GOAL
5,000
Email subscribers by Month 12
AFFILIATE PROGRAM
20%
Recurring commission · Launches Month 7
11
Key Metrics & Gates
<10 min
Activation — Time-to-First-Success
Every product must deliver a clear win within 10 minutes of signup. If not, stop marketing and fix the product first.
≥25%
Retention — Week-4 Rate
Week-4 retention must hit 25% in top use cases. Below 25% at week 4 = stop marketing, fix the product.
≥5%
Conversion — Free-to-Paid by Day 45
Each launched app must convert 5% of free users to paid by Day 45. Below 5% = kill or pivot before Month 6.
$49 Floor
Minimum Price — Non-Negotiable
Sub-$50 AI has 77% monthly churn (ChartMogul 2025). The $49 floor is absolute. No $9/mo or $19/mo plans — ever.
12
Risks & Mitigations
| Risk | Impact | Mitigation |
|---|---|---|
| 64 GB RAM saturated by 14 services + local model | High | qwen3-coder:30b uses ~32 GB; stop unused boards before heavy inference |
| Sub-$50 pricing causes 77% churn | High | $49 hard floor — non-negotiable |
| FX risk in Nigeria / Costa Rica | Medium | Price in USD; display local currency; refresh FX monthly |
| VAT compliance (Costa Rica 13%) | Medium | Register for IVA immediately on first CR sale |
| Claw-Kanban/Empire newer projects — may break | Medium | Pin to specific commit hash after clone; weekly health checks |
| OpenClaw daily releases break routing | Medium | Pin to 2026.3.13; use Bolt bridge as primary Slack entry |
| Spread too thin across 25 service concepts | Medium | Enforce stage gates — only scale products that pass retention + conversion |
| Plandex Cloud winding down | Low | Run locally with Docker + own API keys |
| ttyd terminals exposed without auth | Low | Acceptable for localhost; add --credential if exposing to network |