Experiments

Building in public.

Live experiments, systems under construction, and frameworks being tested. The lab is always open.

001 In the lab

AI-Assisted Growth Workflows

Exploring how AI can assist research, prospecting, and marketing workflows without removing the human layer.

Cooking early exploration phase

Currently experimenting with different workflow architectures and data pipelines. The goal is to understand where AI actually improves signal instead of just adding noise.

AIAutomationGrowth
002 In the lab

CRM Intelligence Layer

Exploring how CRM systems can move beyond simple data storage and become active intelligence layers for marketing and sales.

Cooking architecture exploration phase

Experimenting with ways CRM data can trigger segmentation, campaign orchestration, and feedback loops between marketing and sales. The focus is on turning raw CRM data into actionable signals instead of static records.

CRMDataAutomation
003 In the lab

Lead Finder Engine

Building an automated lead discovery engine that continuously finds, enriches, and qualifies potential clients from multiple online sources.

Cooking data pipeline & enrichment phase

Developing a system that collects company and job data from various sources, enriches it with company info and contacts, and turns raw leads into structured opportunities. The goal is to create a continuous lead generation pipeline instead of manual prospecting.

LeadsScrapingEnrichmentAutomation
004 In the lab

Outreach AI Assistant

Designing an AI assistant that generates personalized outreach messages based on lead data, company context, and intent signals.

Testing message generation & personalization logic

The system analyzes company websites, job posts, and LinkedIn data to generate personalized cold emails and outreach sequences. The goal is to move from generic templates to context-aware outreach at scale.

AIOutreachSalesAutomation
005 In the lab

Content Idea Generator

Building an AI system that generates content ideas based on industry trends, SEO data, and audience pain points.

Experimenting prompt & data input testing

The goal is to create a system that continuously suggests blog topics, LinkedIn posts, and video ideas based on keyword data, trends, and market positioning instead of brainstorming manually.

AIContentSEOAutomation
006 In the lab

SEO Intelligence Bot

Developing a bot that analyzes keywords, competitors, and content gaps to generate SEO opportunities automatically.

Prototype keyword & competitor analysis logic

The system collects keyword data, analyzes competitor content, and identifies content gaps and ranking opportunities. The goal is to automate SEO research and opportunity discovery.

SEOAIData
007 In the lab

Marketing Automation Brain

Exploring how AI can orchestrate marketing workflows, triggers, and campaigns across multiple channels.

Designing workflow & trigger architecture

The idea is to create a central logic layer that decides when to send emails, launch campaigns, retarget users, or notify sales based on behavior, CRM data, and engagement signals.

AutomationAIMarketing
008 In the lab

Offer Generator AI

Building an AI tool that helps generate service offers, packages, and pricing structures based on target market and positioning.

Testing offer logic & positioning prompts

The system helps create service packages, pricing models, and positioning angles based on industry, target clients, and business goals.

AIStrategyOffers
009 In the lab

Reporting & Insights Engine

Creating an AI-powered reporting layer that turns marketing and sales data into insights instead of just dashboards.

Prototype data interpretation & summaries

Instead of static dashboards, the system generates weekly insights, performance summaries, and recommendations based on campaign and CRM data.

AnalyticsAIReporting
010 In the lab

Personal Knowledge AI

Building a personal AI knowledge base that stores ideas, strategies, notes, and projects and makes them searchable and usable.

Building knowledge structure & retrieval

The goal is to create a personal system where all ideas, marketing frameworks, prompts, and notes are stored and can be queried and reused through AI.

AIKnowledge BaseProductivity
011 In the lab

Growth Strategy Simulator

Exploring how AI can simulate marketing strategies, funnels, and growth scenarios before execution.

Concept strategy modeling phase

The idea is to model different growth strategies, funnels, and channel mixes and evaluate potential outcomes before actually launching campaigns.

AIStrategyGrowth