Articles & Insights
Real-world insights on AI automation, engineering solutions, and building products that drive revenue. Written from experience shipping production code for 15+ years.What you’ll find here: Technical deep-dives, automation strategies, lessons from building Chrome extensions to LLM workflows, and honest takes on the creator economy and engineering.
Featured Articles
Four Levels of AI Automation Maturity
Understanding where your company sits on the AI automation spectrum—from manual processes to autonomous systems. Framework for assessing and advancing your automation maturity.
From Lovable to Production
Taking Snacker.ai from broken AI prototype to revenue-generating platform. Real technical decisions, challenges faced, and lessons learned shipping an LLM-powered video editor.
Programmatic Acquisition Playbook
How Vouchernaut’s automation drove 60% of VoucherCloud’s revenue and contributed to their $65M Groupon acquisition. Complete breakdown of the programmatic PPC strategy.
Building Level 2 Tool Ecosystems
Moving beyond single-purpose AI tools to interconnected systems that compound in value. How to design tool ecosystems that multiply team effectiveness.
AI Automation Series
Deep-dives on building real AI automation systems that drive business outcomes.Four Levels of AI Automation Maturity
Level 0 → Level 3: From manual processes to autonomous AI systems. Framework for understanding and advancing your automation maturity.Topics: Automation assessment, maturity progression, business impact measurement
Building Level 2 Tool Ecosystems
Beyond single tools: Creating interconnected automation systems that compound in value and multiply team effectiveness.Topics: Tool ecosystems, system design, integration patterns
Measuring AI Automation ROI
Proving value: Frameworks and metrics for measuring the real business impact of AI automation investments.Topics: ROI calculation, success metrics, business case development
From Reactive Chatbots to Always-On AI
Evolution of AI systems: Moving from reactive tools to proactive, always-on AI that anticipates needs and acts autonomously.Topics: AI system design, autonomous agents, proactive automation
Engineering & Product Insights
Real lessons from building production systems, Chrome extensions, and platforms that drive revenue.Programmatic Acquisition Playbook
$65M acquisition story: How automation drove 60% of VoucherCloud’s revenue and contributed to their Groupon exit.Topics: Programmatic PPC, browser automation, revenue automation
Fingers on the Pulse
Content intelligence at scale: Building LLM workflows that watch 800+ YouTube channels simultaneously and process content 200x faster.Topics: LLM workflows, content analysis, information processing
From Lovable to Production
6 weeks to revenue: Taking Snacker.ai from broken prototype to production platform with paying customers.Topics: MVP development, technical debt, production deployment
Storybook for Automation
Developer experience for automation: Building tools that make automation workflows as easy to develop and test as React components.Topics: DX, workflow testing, automation tooling
Entrepreneurs In Residence
Building sustainable businesses: work-life balance, career models, and making intentional choices about your work.Series Overview
Building sustainable businesses: A lesson series on creating stable foundations for building products, managing work-life balance, and making intentional career choices.Topics: Sustainable building, career planning, work-life balance
Work-Life Balance & Sustainable Building
Taking breaks makes you stronger: Why stepping away from the laptop isn’t weakness—it’s the foundation of building something that lasts.Topics: Rest, burnout prevention, sustainable pace
Understanding Different Work Models
The real tradeoffs: Full-time, freelance, client work, products—each has different impacts on your time, money, and mental health.Topics: Employment, freelancing, career models, decision frameworks
Trading One Boss for Many
The freedom fantasy: What nobody tells you about leaving employment for freelancing—and why the problems often follow you.Topics: Client work reality, managing expectations, boundaries
Building Stable Foundations
Creating security while building: The most dangerous time to build a business is when you’re desperate. Here’s how to create the stability that enables better risk-taking.Topics: Financial stability, runway, reducing desperation
The Portfolio Career Approach
Mixing work models for resilience: Instead of choosing between employment, consulting, or products—do all three for a more resilient career.Topics: Portfolio careers, diversification, hybrid models
Creator Economy & Career
Honest perspectives on building as a creator, solo professional, and engineer.Death of the Teleprompter
AI video creation: How LLMs and automation are changing video content creation for creators and why traditional teleprompters are obsolete.Topics: Video automation, content creation, creator tools
Corner Cutter's Guide to Building the Future
Shipping vs. perfection: Why cutting the right corners and shipping fast beats perfectionism every time.Topics: Shipping velocity, pragmatic engineering, MVP mindset
The Great Job Search Delusion
Career reality check: Why traditional job searching is broken and what actually works for engineers and creators.Topics: Career development, job market, positioning
The Importance of Being Overlooked
Building in public quietly: Why being underestimated is an advantage and how to leverage obscurity while building.Topics: Positioning, competition, strategic thinking
About WithSeismic
Behind-the-scenes on how we work, our projects, and our approach.Building a Documentation Site Without a Product
Meta approach: Why we built this documentation site before having a packaged product and how it serves as marketing, portfolio, and knowledge base.Topics: Content strategy, documentation, marketing approach
Our Open Source Projects
Building in public: Overview of our open-source contributions, tools, and projects shared with the community.Topics: Open source, community, tool sharing
Archive
Building Storybook for Automations (Archive)
Building Storybook for Automations (Archive)
Earlier exploration of developer experience for automation workflows.Read archived article →
Article Categories
Browse by topic to find what you’re looking for:- AI & Automation
- Engineering
- Business & Growth
- Career & Creator
- Entrepreneurs In Residence
Building real AI systems that drive business outcomes
Why Read These Articles?
Every article is written from real experience shipping production code, building revenue-generating systems, and solving actual business problems.
- Real implementations - Not theoretical. These are systems we’ve built and shipped.
- Business outcomes - Every technical decision tied to business impact
- Honest takes - What worked, what didn’t, what we’d do differently
- Production scale - Chrome extensions with 30,000+ users, systems driving 60% of revenue
- No fluff - Technical depth without unnecessary complexity
Production Experience
15+ years shipping code that runs in production for real users and businesses
Revenue Focus
Every article grounded in driving business outcomes and measurable impact
Practical Insights
Actionable takeaways you can apply to your own projects immediately
Latest Thinking
These articles represent our current thinking on automation, AI, and building products. We update our perspectives as we ship more projects and learn from real implementations. Recent themes we’re exploring:- Level 2 & 3 Automation: Moving beyond single-purpose tools to autonomous systems
- LLM Productization: Turning AI prototypes into revenue-generating platforms
- Browser Automation at Scale: Chrome extensions and Playwright workflows for production
- Developer Experience: Making automation as easy to build as web apps
- ROI Measurement: Proving the value of AI investments with real metrics
Want to Build Something Together?
If these articles resonate with your challenges, let’s talk about your project.See Our Work
Real case studies from Chrome extensions to LLM platforms. 30,000+ users, $65M acquisition contributions, 60% revenue impact.
Book a Discovery Call
30-minute consultation to discuss your automation challenges. No pressure, no sales pitch.
Frequently Asked Questions
How often do you publish new articles?
How often do you publish new articles?
We publish based on shipping real projects and learning valuable lessons. Quality over quantity - every article is grounded in actual implementation experience.Recent projects become case studies. Lessons learned become insight articles. Follow our YouTube channel for more frequent updates.
Can I use these insights for my own projects?
Can I use these insights for my own projects?
Absolutely. Everything we share is meant to be actionable and applicable to your own work. If you have questions about implementing specific approaches, reach out.
Do you offer consulting based on these topics?
Do you offer consulting based on these topics?
Yes. Many clients come to us after reading about Vouchernaut’s automation, Contra’s Chrome extension, or Snacker.ai’s LLM workflows.We build custom solutions: Chrome extensions, browser automation, LLM workflows, internal tools, and MVPs. See our services →
What's the difference between Articles and Case Studies?
What's the difference between Articles and Case Studies?
Articles: Insights, frameworks, and lessons applicable across projectsCase Studies: Detailed breakdowns of specific client projects with technical implementationsArticles teach concepts. Case studies prove capability. Both show real-world experience.
Can I republish or reference these articles?
Can I republish or reference these articles?
You’re welcome to reference, quote, or link to our articles with proper attribution. If you’d like to republish in full, please contact us first.
WithSeismic - Engineering insights from 15+ years building automation, Chrome extensions, and AI-powered systems that drive real revenue.