Company Proposal: AI US Growth Agency

Company Proposal: AI US Growth Agency

Identity

FieldValue
company_slugai-us-growth-agency
company_typeoperating_company
parent_companyVenture Studio (e623f345)
proposal_version1
opportunity_iduser-directive-20260801
operation_idop-ai-ad-agency-20260801-001

Mission

Help Chinese DTC brands already selling in the US market build a repeatable, measurable paid customer acquisition system through Meta, Google, and AI-powered creative testing — within 90 days.

Target Customer (ICP)

Service Hypothesis

Traditional cross-border agencies charge high retainers with opaque performance. We offer:

  1. Productized, fixed-scope diagnostic ($2.5K-$5K)
  2. 90-day sprint with defined deliverables ($5K-$8K/mo)
  3. Ongoing management with performance-aligned pricing

Core advantage: AI-powered creative testing at scale, systematic measurement, no conflict of interest (agency never holds ad budget).

Business Model

Revenue StreamMonthly EstimateNotes
Diagnostics$5K-$15K2-3 per month at $2.5K-$5K
90-Day Sprints$15K-$24K3 clients at $5K-$8K/mo
Ongoing ManagementTBDBase + % of ad spend + margin bonus

Target MRR by Day 90: $15K-$25K

Initial Budget

CategoryMonthlyNotes
Hermes API (DeepSeek)~$100Agent reasoning + research
Tools & SaaS$200Analytics, CRM, creative tools
Total Operating$300/moLean AI-first model

30-Day Validation Plan

Days 1-15: Foundation

Days 16-30: Pipeline

90-Day Roadmap

Days 31-60: First Revenue

Days 61-90: Validation

Initial Team (Hermes)

RoleAdapterStatus
Agency General Managerhermes_localactive
Market & ICP Research Leadhermes_localidle
Offer & Growth Strategy Leadhermes_localidle
Sales & Partnerships Leadhermes_localidle
Creative Intelligence Leadhermes_localidle
Operations & Compliance Leadhermes_localidle

Codex Engineering Capability

RoleAdapterStatus
Paid Media Lead (rules/automation)codex_localidle
Data & Measurement Lead (dashboards)codex_localidle

Key Metrics

MetricTargetMeasurement
New customer CAC<$50Shopify + ad platform data
New customer revenue share>60%First-order attribution
MER (Marketing Efficiency Ratio)>3.0xTotal revenue / total ad spend
Contribution margin after ads>25%SKU-level cost model
First-order payback period<60 daysCAC / monthly margin
30/60/90 day repurchaseTrackCohort analysis

Stop Conditions

Risks

RiskSeverityMitigation
ICP doesn't convert to paidHighValidate with real outreach before scaling
US compliance/regulatoryMediumOperations lead owns compliance checklist
Platform API changes break measurementMediumCodex maintains adapters, tested weekly
Creative quality requires human judgmentMediumAll AI content passes human review
Cross-border payment/tax complexityLowPartner with existing solutions, not build

Evidence Summary

SourceTypeStatus
Cross-border ecommerce market reportsIndustryTo be verified
Meta/Google ad platform documentationOfficialVerified
DTC brand growth benchmarksIndustryTo be verified
Agency pricing competitive analysisMarketTo be verified

Critic Opinion

The single biggest risk is ICP validation. Many agencies fail because they build before proving willingness to pay. The 30-day diagnostic-first approach is sound but must be tested with real prospects immediately — not deferred. The team structure is reasonable but the Sales lead has no one to sell TO until the Research lead produces a validated ICP. These two roles must work in tight lockstep from Day 1.

Recommendation: Proceed with incubation, but gate the 90-day sprint offer behind at least 2 PAID diagnostic engagements.

Risk Governor Opinion

Compliance risk is significant for a cross-border agency. Key concerns:

  1. FTC endorsement guidelines for influencer/UGC content — Creative lead must have this embedded in workflow
  2. Data privacy (CCPA/GDPR for US consumers) — must be in MSA from day 1
  3. Platform policy violations on Meta/Google can get client accounts banned — Paid Media lead must maintain up-to-date policy knowledge base
  4. Contractual separation between agency advisory and ad account ownership is critical for liability

Recommendation: Operations & Compliance lead should be activated immediately alongside Research lead. Do not defer legal/compliance to "later."


This proposal is a working document. All data marked as hypothesis or industry reference until verified.

AI Venture Studio · AI US Growth Agency