STRATEGIC MANDATE

Launch as a multi-agent platform selling workflow outcomes — not raw AI access. The moat is multi-agent orchestration + shared memory + local inference — capabilities no competitor offers at SMB price points. Three divergences from the original plan: (1) Price higher ($49–$399/mo, not $9–$29) — sub-$50 AI has 77% churn. (2) Fewer products, deeper (5–7, not 25) — enforce stage gates before expanding. (3) Outcome-based positioning ("We handle your customer support for $79/mo") not tool-based.

LAUNCH SEQUENCE
US → NG → CR
Revenue → Scale → Margin
PRIMARY WEDGE
ChatDesk + AgentOps
Country-specific packaging
POSITIONING
Done-for-you outcomes
Not "AI tools access"
MO 12 TARGET
0
Scaling to $75K+ by Mo 18
GROSS MARGIN
92%
Ollama local inference moat
Revenue Model Architecture
3-layer hybrid platform + usage + services stack
Layer 1 — Platform Fee

Recurring, predictable subscription revenue

TierUSD/moIncluded
Free$01 workflow, 50 runs, Ollama only
Starter$493 workflows, 500 runs, cloud models
Pro$149Unlimited workflows, 5K runs
Business$39925K runs, SSO, audit logs, SLA
Critical: Sub-$50 AI products churn at 77% (ChartMogul 2025). $49 is the hard floor.
Layer 2 — Usage Credits

Scales with consumption, predictable overage billing

1,000 runs pack $30
5,000 runs pack $120
25,000 runs pack $450
Overage per run $0.05–$0.20
BLENDED COGS AT $49/MO
$4 / month
80% Ollama + 15% mid-tier + 5% frontier = $0.008/run avg
Layer 3 — Services

High-margin, one-time or recurring engagements

Launch Pack$1,500
One-time: discovery, integration, playbook, training
Managed Ops$500/mo
Monthly optimization + prompt/workflow tuning
Custom Workflow$2K–$5K
One-time bespoke build
White-label$199–$499/mo
For agencies reselling to their clients
Retention by Price Tier (ChartMogul 2025)
Price TierGross RetentionNet RetentionSignal
<$50/mo 23% 32% AVOID
$50–$249/mo 45% 61% OK
>$250/mo 70% 85% TARGET
PPP-Adjusted Localized Pricing
PackageUSDNGNCRC
Free$0₦0₡0
Starter$49/mo₦24,500₡16,200
Pro$149/mo₦59,600₡49,200
Business$399/mo₦159,600₡131,700
Launch Pack$1,500₦750,000₡495,000
FX basis: 1 USD = 1,370 NGN, 1 USD = 472 CRC (March 2026 indicative). Bill internally in USD. Refresh NGN/CRC monthly.
Country Strategy Deep-Dives
Market opportunity, competitive landscape, ICP, channel mix, and execution backlog
🇺🇸
United States — The Revenue Engine
Phase 1 (Mo 1–3) · Default sell = Pro/Business + Launch Pack · Target: $12,000 MRR by Mo 12
Market Signals
AI SaaS market 2026 $30.3B
Small businesses 36.2M
SMBs using GenAI 58%
Avg AI app spend YoY +108%
Solopreneurs 29.8M
ICP + Channel Mix
ICP: 10–100 employee SMBs with high customer communication load — service businesses, SaaS startups, agencies, e-commerce.
SEO / Content35% · CAC $150–290
Referral / Affiliate25% · CAC $100–150
Community (Reddit, HN)20% · CAC $50–100
Partnerships (MSPs)15% · CAC $200–300
Paid (LinkedIn/Google)5% · CAC $400–800
Competitive Positioning
CategoryIncumbentOur Edge
AI SupportIntercom Fin ($0.99/res)Flat-rate $29/mo — 10–100x cheaper
AI CodingCopilot, CursorAgentOps = "AI dev team" not "copilot"
AI ContentJasper, Copy.aiFull pipeline: research→write→optimize→publish
AutomationZapier, MakeAI-native agents, not rule-based triggers
Prompt-to-AppBolt.new, ReplitMulti-agent planning + coding + review stages
US Month 12 KPI Targets
Paid subscribers
150
MRR
$12,000
Monthly churn
<5%
LTV:CAC
>4:1
Regulatory Watchlist
CCPA ADMT (Jan 2026): privacy risk assessments for automated decision-making. Colorado AI Act (Jun 2026): impact assessments for high-risk AI. Federal EO (Dec 2025): pro-business, preemption-oriented — favorable for multi-state SaaS.
🇳🇬
Nigeria — The Scale Engine
Phase 2 (Mo 4–6) · Default sell = Starter + transaction bundles · Target: $7,500 MRR by Mo 12
Market Signals
MSMEs39.7M
Internet users107M+
AI startups funded$47.3M
AI market (2025)$1.31B
SMBs using digital tools<7%
First-mover opportunity: 39.7M SMEs, <7% using digital tools, only $47.3M ever invested in AI startups = no dominant local AI business tools exist.
Nigeria-Specific Products
ChatDesk (WhatsApp edition) $3,000 MRR
95% WhatsApp penetration. Flat-rate beats per-resolution pricing. SharedContext + WhatsApp Business API wrapper.
InvoiceAgent $1,500 MRR
Direct cash-flow impact for freelancers/SMEs. NL → invoice + Paystack integration. #1 SME pain point = chasing payments.
SEOAgent (localized) $1,000 MRR
Nigerian content is underserved. Local businesses need online presence. Content pipeline already built.
Channels
WhatsApp business groups · Techpoint Africa · Tech Cabal · Local accelerators (Ventures Platform, CcHub) · Reseller/implementation partner model · Paystack/Flutterwave for billing
🇨🇷
Costa Rica — Margin & Regional Beachhead
Phase 3 (Mo 7–9) · Default sell = Starter/Pro bilingual bundle + annual prepay · Target: $5,000 MRR by Mo 12
Market Signals
Internet penetration92.6%
E-commerce 2025$1.49B
Tax advantage (Zona Franca)~0%
ENIA AI strategy2024–2027
HQ Advantage: Territorial tax + Zona Franca = effectively 0% tax on foreign-sourced revenue. Costa Rica becomes the financial hub for all international earnings.
High-Value Opportunities
Bilingual Support Triage
Tourism + hospitality SMBs need Spanish/English customer handling. Language layer on top of existing support workflow.
Local SEO + Content Repurposing
Professional services SMBs. Measurable lead-gen outcome. Content pipeline already in top-5 roadmap.
Appointment Automation (Clinics/Education)
No-show reduction + staff time savings. Structured workflows, SINPE Móvil payments, low friction.
Channels: CINDE · ProExport CR · bilingual webinars · chamber/industry associations · agency alliances. Message: "Bilingual AI operations for Costa Rican SMB teams."
12-Month Phased Execution Plan
Sequential stage-gated growth — each phase must pass KPI gates before expanding
Q1 — Pilot Design & Proof
Mo 1–3
  • Run 3 paid pilots per country (9 total) in specific verticals
  • Scope limited to: Meeting-to-Execution + Support Triage only
  • Success gate: ≥20% measurable process improvement per pilot
  • US: build vertical offer pages (home services, clinics, agencies)
  • US: ship ROI dashboard (response time, missed leads, SLA)
Target MRR gate: $300 · Break-even: ~12 Starter subscribers ($49×12 = $588)
Q2 — Repeatable Packaging
Mo 4–6
  • Convert best pilots into fixed packages with country-specific onboarding
  • Launch referral + partner incentives (20% recurring commission)
  • Nigeria entry: Social Commerce Ops + InvoiceAgent launch
  • Localized pricing in NGN, quarterly prepay option
  • Recruit 2 local Nigeria implementation partners/resellers
Target MRR gate: $3,000 · Nigeria Starter paid conversion ≥7%
Q3 — Scale Channels
Mo 7–9
  • Expand partner channel, introduce light self-serve onboarding
  • Start annual plans (20% discount) + usage add-ons
  • Costa Rica launch: bilingual support triage + tourism pilots
  • Add localized CS (language/time zone aligned)
  • CR bilingual template adoption target: ≥60% of pilot accounts
Target MRR gate: $11,500 · All 3 markets live
Q4 — Defensibility & Expansion
Mo 10–12
  • Add shared-memory differentiation, compliance reporting, SLAs
  • Expand into adjacent verticals only after retention/conversion gates
  • CR annual-plan mix target: ≥35% of new CR paid deals
  • US Business-tier compliance-lite logging: ≥25% close rate on regulated prospects
  • Week-4 retention target ≥25% across all markets
Target MRR gate: $25,000 · 7 products, 3 markets
Key Risks & Mitigations
RiskSeverityMitigation
US competitive saturation (Intercom, Zendesk, Zapier) High Vertical specialization + implementation speed + measurable ROI claims + flat-rate vs. per-usage moat
Nigeria purchasing-power pressure (FX volatility) Medium Low entry pricing, modular upsells, reseller onboarding, quarterly prepay, FX clause in ToS
Costa Rica small TAM Medium Use CR as high-efficiency regional beachhead; bilingual playbooks exportable to other LATAM markets
Overbuilding too many services (25 → churn trap) High Strict stage gates: activation ≥45%, retention W4 ≥25%, free-to-paid ≥5% before expanding product count
Inference cost spike if usage scales unexpectedly Medium Route 80%+ through Ollama local; strict model profiles (fast/balanced/quality); usage caps per tier
Cross-Country Operating Cadence
Weekly
  • Funnel, activation, workflow-success review by country
  • Win/loss notes from pilots and sales
  • Agent health + inference cost check
Biweekly
  • Pricing sanity check vs FX movement
  • NGN/CRC price refresh if delta >10%
  • Partner pipeline review
Monthly
  • Keep/kill decision on templates (activation + retention thresholds)
  • Cohort churn analysis by market + tier
  • Stage gate evaluation for product expansion