Field notes
Notes from the work.
Deep dives on the handoffs, data leaks, and automation decisions that turn into revenue systems.
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- Systems, decisions, lessons
Showing 81-88 of 90 notes
Page 11 of 12
Framework + Case
Apr 23, 2026
n8n architecture pattern that survives a 10x spike
Most n8n workflows that work fine at 100 executions a day fall over at 1,000. Not because of n8n but because of how they were wired. Here is the pattern that survives.
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Framework + Case
Apr 23, 2026
n8n self-hosted vs cloud: real cost breakdown [2026 numbers]
Compare n8n self-hosted vs cloud costs at 1K, 10K, 50K, 100K, and 500K executions, including VPS and real maintenance time.
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Framework + Case
Apr 22, 2026
AI trade-in valuation vs CarMax: win on speed
CarMax wins the trade-in conversation before your appraiser calls back. See how a fast valuation range keeps independent dealers in the deal.
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Framework + Case
Apr 22, 2026
n8n vs Zapier vs Make in 2026 - When Each Actually Wins
The automation platform war hit a new equilibrium in 2026. n8n matured into a serious self-hostable option. Zapier added AI-first features at the top of its pricing curve. Make became the pragmatic middle. Here is where each actually wins.
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Framework + Case
Apr 21, 2026
DMS integration without the $15K setup: n8n + CSV
Franchise AI tools quote $5K to $15K for DMS integration. Most of what they are selling is a scheduled CSV import with error handling. n8n does that for free, and it works with every major independent DMS.
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Framework + Case
Apr 21, 2026
Lead response in 60 seconds: cheapest AI build for dealers
Response time is the single most-studied input to lead conversion. A 5-minute response is 9x more likely to convert than 30 minutes. A 60-second response, if you can build it, is the highest-leverage AI project a dealer can ship first.
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Framework + Case
Apr 20, 2026
AI BDC replacement: 60-second dealer lead response
Dealer leads go cold while your BDC is still checking the inbox. See how a 60-second AI response handles triage without replacing your sales team.
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Belief Shift
Apr 20, 2026
Why the Big Dealership AI Tools Do Not Fit 30-Vehicle Lots
Numa, Toma, Matador AI, and DealerAI are priced and built for franchise dealer groups with 100+ vehicles per rooftop. They work. They are not wrong. They are just a bad fit for a 30-unit independent lot.
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