Compgine's answer

Compgine does not just tell you what changed on a competitor's website, it tells you what it means and exactly what to do about it. Every report includes AI-powered strategic analysis, specific opportunities for your business, and a week-by-week 30-day action plan. It is fully automated, delivered to your inbox every Monday, and requires zero effort after setup. No dashboards, no logins, no manual checking.

mbuzz.co's answer:

Every attribution tool runs a model under the hood and reports its number like it came from physics. mbuzz is the only one that shows the model. Eight of them side by side, plus a SQL-like DSL to edit or write your own. You stop arguing about which channel works and start arguing about which model you should trust.

Compgine's answer

Enterprise tools like Crayon and Klue start at $1,500/month and require a dedicated team to manage them. Compgine starts at $9 for a single report with no subscription required. It is built specifically for small and medium service businesses who need real competitive intelligence without the enterprise price tag, the complexity, or the onboarding process. You get the same quality of strategic insight — delivered automatically, every week.

mbuzz.co's answer:

Dreamdata, HockeyStack, and Northbeam all ship with a proprietary "data-driven" model you can't see inside. You pay $1,400–$5,000 a month to trust their math. mbuzz runs eight models you can inspect, lets you edit the logic in a SQL-like DSL, keeps your data exportable on every plan, and starts at $0. For a $1–100M company spending $20K–$1M a month on ads, that's the difference between renting an attribution tool and owning an attribution stack.

Compgine's answer

Service business owners who have clear local competitors and no time to monitor them manually. Primarily physiotherapy clinics, marketing agencies, law firms, accounting firms, web design agencies, and consultancies. Business owners who are too busy running their business to watch competitors — but cannot afford to be blindsided by their moves.

mbuzz.co's answer:

Technical marketers, marketing ops, growth engineers, and data-savvy CMOs at startups and mid-market SaaS, DTC, fintech, and healthtech companies spending $20K–$1M a month on paid media. Specifically the ones who've stopped trusting their dashboard — who want to audit the math themselves, not hear "trust our algorithm."

Compgine's answer

I kept hearing the same frustration from service business owners that they had no idea what their competitors were doing until a client mentioned it. Existing tools were too expensive, too complex, or simply missed the signals that actually matter. I built Compgine as a solo founder to solve that gap. What started as an n8n weekend experiment became a full weekly intelligence engine — automated, AI-powered, and built for the business owners who need it most.

mbuzz.co's answer:

Years of wrestling with the limitations of various existing solutions, platform-inflated ROAS, and enterprise attribution tools that cost more than the budgets they were measuring. Every tool I tried picked one model and hid the math. I wanted to compare models, argue with them, and write my own rules — so I built one. mbuzz is the attribution platform I wished existed when I was trying to explain channel performance to a CFO who didn't believe the Meta pixel.

Compgine's answer

n8n for workflow automation, Gemini 2.5 Flash for AI analysis via the Compgine Intelligence Engine, PDFShift for PDF report generation, and Hostinger for email delivery. The entire system runs automatically every Monday with zero manual intervention.

mbuzz.co's answer:

Ruby on Rails (backend + dashboard), PostgreSQL, Sidekiq for background jobs, Stimulus/Turbo for the frontend. Open-source SDKs in Ruby, Node, Python, and PHP. Deployed via Kamal on DigitalOcean.

Compgine's answer

Service businesses in the physiotherapy and healthcare space Digital marketing agencies monitoring client competitors Web design and development agencies Professional services firms including consultancies and accountants