Pre launch / Week 1
Mvp build
Angus and a friend built the MVP in ~1 week: Kotlin backend generalized from his personal script, Next.js frontend, deployed on Netlify + AWS EC2. Bought a domain and got it into production immediately.
→ Live product ready for real users within ~1 week
Launch – Month 1
Google Search Ads
Bought Google Search Ads immediately after launch to validate demand. People started uploading bank statements right away, confirming the problem was real.
→ Immediate uploads and signups; problem validated
Months 1–6
Google Search Ads
Continued running and optimizing Google Search Ads for ~6 months trying to reach profitability. Spent approximately $1,000 per campaign cycle, generating only ~$300 in sales. Never cracked a profitable ROAS despite extensive optimization attempts.
→ Never profitable; ~$700 net loss per ~$1k spend cycle
Months 1–9 (parallel experiment)
Cold email
Ran 3 months of cold email outreach. Contacted businesses or individuals who might need PDF-to-spreadsheet conversion.
→ 1 sale in 3 months; numerous angry replies; abandoned
Month 6 – turning point
Organic search
Cut all Google Ads after 6 months of unprofitable spend. Discovered 2–3 organic signups per day were already coming in without any paid spend — users finding the site via organic Google search. Shifted full focus to this channel by default.
→ 2–3 organic signups/day with zero ad spend
2022 – Year 1 full
Product improvement via customer feedback
Focused entirely on fixing issues customers complained about via email. Replied to every customer email immediately (including 3am emails). Built features based on real user requests rather than assumptions, using analytics to identify drop-off points.
→ $6,000 MRR by end of 2022
MRR $6.0k
2023
Organic search
Continued compound growth from organic search with no paid acquisition. Sustained product-led improvements driving retention and word-of-mouth. No new channels introduced.
→ $14,000 MRR by end of 2023
MRR $14k
2024
Organic search
Same playbook — organic search + product improvements. Business continued compounding with no employees, no ads, no new growth channels.
→ $27,000 MRR by end of 2024
MRR $27k
Present (2025)
Organic search
Reached $40K MRR as a solo operator. 75,000 total users, ~1,000 paying customers, ~40,000 monthly site visits. ~$39K of $40K is profit (near 97.5% margin) due to minimal infrastructure costs and no staff.
→ $40,000 MRR; ~75,000 total users; ~$39K monthly profit
MRR $40k Users 75k users