I architect AI-native growth systems from strategy through execution, designing blueprints, building infrastructure, and orchestrating multi-agent workflows. From strategy to live system in weeks, not months. I don't just plan, I ship, measure, and iterate.
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I'm Kamila Lipska, a Growth Architect with 15+ years across SaaS, Web3, and consumer digital. I bridge strategy, engineering, and AI infrastructure, designing growth systems that connect acquisition, attribution, content, and lifecycle into one operating layer. I don't just plan, I ship, measure, and iterate, enabling high-velocity growth for companies navigating complexity or rapid expansion.
From multi-agent content pipelines to attribution architecture, GEO to paid acquisition, I build systems that compound rather than break. CEOs and founders trust me when they need a senior operator who can move fast, solve without hand-holding, and orchestrate across teams, tools, and AI workflows.
I'm not your typical operator. I'm a systems thinker who sees the bigger picture and builds infrastructure that scales.
I don't start with channels, I start with constraints. What's blocking growth today, what's reliable, what breaks under pressure. Every system I build targets a specific constraint and removes it, rather than layering on more activity.
I'm a hybrid operator: strategic enough to architect the full growth stack, technical enough to build it without friction, AI-fluent enough to orchestrate agents and tooling where off-the-shelf platforms leave gaps. Strategy, execution, and infrastructure in one operator.
If it doesn't generate impact or unlock leverage, it doesn't belong in the system. I don't just optimize what's broken, I design systems that don't break. Every component is engineered for durability, scalability, and measurable business outcomes.
I architect AI-native growth systems that drive measurable business outcomes. From data infrastructure to acquisition to lifecycle automation, I bring structure to chaos, clarity to metrics, and performance to every growth layer.
GA4, PostHog, Segment, GTM, Server-side Tracking, BI
Google Ads, Meta, LinkedIn, Crypto Networks
Technical SEO, GEO, Content Strategy, Core Web Vitals
HubSpot, Customer.io, Zapier, VWO
Protocol Content Systems, Web3 Attribution, Crypto-Native Acquisition
A/B Testing, UX Analysis, Funnel Optimization
A/B Testing Frameworks, Incrementality, Test Design
Multi-Agent Pipelines, GEO, AI-Augmented Attribution
Agent Systems, Prompt Architecture, Workflow Design
I architect AI-native growth systems end to end, then build and optimize the infrastructure that executes them. These are interconnected systems that align data, automation, and acquisition with your business model, built for durability and compounding growth.
I architect full-funnel tracking systems that give you clean, real-time visibility into performance, attribution, and revenue outcomes. From server-side pipelines to multi-touch models, I eliminate data blind spots and fix attribution at the source.
I build SEO infrastructures that go far beyond rankings, aligning technical foundations, content systems, and structured data to drive sustainable, compounding growth. My work turns organic traffic into a predictable acquisition channel.
I build scalable paid acquisition systems that align strategy, segmentation, and attribution from the first click to final conversion. My approach blends precision audience targeting, channel-specific creative logic, and performance-focused tracking.
I build lifecycle systems that combine CRM logic, marketing automation, and sales enablement into one seamless growth engine. My work transforms scattered tools and workflows into fully integrated systems that react to user behavior.
I design conversion systems that turn behavioral data into growth levers, combining experimentation, analytics, and journey-level insight to drive measurable improvements across key funnels. I don't guess what works, I validate, refine, and scale it.
I architect and ship SaaS products using AI-assisted development, no-code platforms, and logic-based automation. I've built PulseBoard (AI marketing analytics), InsightCrawl (technical SEO Chrome extension), and multi-agent content pipelines for Web3 publishing. I build the tools I wish existed.
I don't guess, I diagnose, test, and optimize based on data. Every strategic decision is backed by behavioral analysis, funnel diagnostics, and predictive modeling. I bridge strategy and engineering with full-stack technical fluency, turning insights into actionable systems.
I design growth systems built for the complexity of Web3, aligning protocol-level content, attribution across onchain and offchain signals, and crypto-native paid acquisition. Whether it's positioning an L2, driving developer adoption, or building content infrastructure for a technical protocol.
I build multi-agent content pipelines that coordinate research, drafting, fact-checking, and QA to produce technical thought leadership at agency-scale throughput. Combined with GEO optimization, these systems make brands discoverable across both search engines and LLM answer layers.
I architect full-funnel tracking systems that give you clean, real-time visibility into performance, attribution, and revenue outcomes. From server-side pipelines to multi-touch models, I eliminate data blind spots and fix attribution at the source.
I build SEO infrastructures that go far beyond rankings, aligning technical foundations, content systems, and structured data to drive sustainable, compounding growth. My work turns organic traffic into a predictable acquisition channel.
I build scalable paid acquisition systems that align strategy, segmentation, and attribution from the first click to final conversion. My approach blends precision audience targeting, channel-specific creative logic, and performance-focused tracking.
I build lifecycle systems that combine CRM logic, marketing automation, and sales enablement into one seamless growth engine. My work transforms scattered tools and workflows into fully integrated systems that react to user behavior.
I design conversion systems that turn behavioral data into growth levers, combining experimentation, analytics, and journey-level insight to drive measurable improvements across key funnels. I don't guess what works, I validate, refine, and scale it.
I architect and ship SaaS products using AI-assisted development, no-code platforms, and logic-based automation. I've built PulseBoard (AI marketing analytics), InsightCrawl (technical SEO Chrome extension), and multi-agent content pipelines for Web3 publishing. I build the tools I wish existed.
I don't guess, I diagnose, test, and optimize based on data. Every strategic decision is backed by behavioral analysis, funnel diagnostics, and predictive modeling. I bridge strategy and engineering with full-stack technical fluency, turning insights into actionable systems.
I design growth systems built for the complexity of Web3, aligning protocol-level content, attribution across onchain and offchain signals, and crypto-native paid acquisition. Whether it's positioning an L2, driving developer adoption, or building content infrastructure for a technical protocol.
I build multi-agent content pipelines that coordinate research, drafting, fact-checking, and QA to produce technical thought leadership at agency-scale throughput. Combined with GEO optimization, these systems make brands discoverable across both search engines and LLM answer layers.
AI-powered marketing analytics SaaS aggregating Google Ads and Meta data with anomaly detection. Built for lean growth teams who need signal, not dashboards.
pulseboard.xyzChrome extension for technical SEO analysis with LLM-assisted recommendations. Built for SEO specialists working at speed.
Production content systems with gated agents for research, drafting, fact-checking, and QA. Deployed for technical Web3 publishing at agency-scale throughput.
The platforms I use to architect scalable growth systems. While these are some of the most recognized tools in analytics, automation, acquisition, and optimization, my real strength lies in how I connect them.
Selected writing on AI-native growth systems, attribution, GEO, and the infrastructure behind compound growth. Published at crypto-mum.com.
At 40, I've learned that impatience isn't always a vice, sometimes it's the fuel that drives breakthrough innovation. While I've been watching Web3 opportunities in the US unfold at what feels like glacial pace, I decided to channel that restless energy into something tangible.
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Read MoreLet's architect something that compounds
Ready to turn your growth challenges into AI-native systems that scale? I work as fractional Head of Growth, Growth Architect, or advisor with SaaS, Web3, and consumer companies where fragmented stacks are blocking real growth.