Technical Architecture · AI Growth Stack
A multi-agent system that replaces a 5-person marketing team — running 24/7, across every growth channel, without the headcount.
8
Specialized Agents
15+
Platform Integrations
24/7
Autonomous Operation
System Architecture Overview
Input Sources
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Agent Layer
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Output Layer
Each agent runs autonomously and passes structured outputs downstream. No human handoffs. No bottlenecks.
1
Performance Marketing Agent
Monitors campaign performance across Meta, Google, and TikTok. Detects CPA drift, ROAS decay, and frequency fatigue before they tank your numbers.
Inputs
›Campaign data from Meta Ads API
›Google Ads API feed
›TikTok Ads API
Outputs
›Performance alerts
›Budget reallocation recommendations
›Creative fatigue flags
Tools & APIs
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2
Brief Writing Agent
Converts performance signals and ICP pain points into structured creative briefs using the B×B×P×F matrix (Behavior × Benefit × Pain Point × Feature).
Inputs
›Performance flags from Agent 1
›ICP research
›Historical winning creative data
Outputs
›Structured creative briefs with hook, visual direction, CTA, and target segment
Tools & APIs
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3
Creative Agent
Orchestrates three specialized sub-agents to produce all ad creative assets from briefs — static images, video, and platform-optimized copy — at a scale no human team can match.
Inputs
›Creative briefs from Agent 2
›Existing asset library
Outputs
›Static ad images
›Short-form video ads
›Copy variant sets
Tools & APIs
Static Image Agent
Generates ad creatives from briefs using AI image generation tools, across all required aspect ratios.
Inputs
›Brief from Agent 2
Outputs
›Static ad images in 1:1, 9:16, 16:9
Video Agent
Assembles short-form video ads from briefs and asset libraries with AI-generated voiceover.
Inputs
›Brief from Agent 2
›Existing asset library
Outputs
›15s and 30s video ads for Meta Reels, TikTok, YouTube Shorts
Copy Agent
Writes all ad copy variants — headlines, primary text, CTAs — optimized per platform spec and character limits.
Inputs
›Brief from Agent 2
›Platform specs
Outputs
›5–10 copy variants per brief, platform-formatted
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4
Optimization Agent
Runs structured A/B tests across creative variants. Detects winners at statistical significance, kills losers automatically, scales winners — without waiting for a weekly review.
Inputs
›Live creative performance data
›Test configurations
Outputs
›Test results
›Scaling recommendations
›Creative learnings database
Tools & APIs
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5
Content Agent
Generates SEO articles and daily reactive content from Reddit signals and keyword research. Publishes directly to the blog — no editor queue, no bottleneck.
Inputs
›Reddit scraper output
›Keyword targets
›Trending topics
Outputs
›MDX blog articles
›LinkedIn post drafts
›Content calendar
Tools & APIs
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6
Lifecycle Marketing Agent
Builds and triggers behavioral email and push sequences based on user actions. Manages onboarding, activation, retention, and winback — without a marketing ops hire.
Inputs
›User events from analytics
›Segment definitions
Outputs
›Triggered sequences
›A/B test variants for lifecycle flows
Tools & APIs
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7
Lead Generation Agent
Captures inbound leads from web forms, scores them by ICP fit, and routes them to the right follow-up sequence. No lead left in a spreadsheet.
Inputs
›Form submissions
›Lead source data
Outputs
›Scored leads in CRM
›Routing decisions
›Follow-up triggers
Tools & APIs
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8
Calling Agent
Makes outbound calls to new leads using AI voice, qualifies them with a structured script, and updates the CRM with call outcome and transcript. Built for local and home service businesses.
Inputs
›New leads from Agent 7
Outputs
›Qualification status
›Call transcript
›Updated CRM record
Tools & APIs
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