Engineering Log.

Technical deep dives on AI automation, SaaS architecture, and full-stack engineering. No fluff, just code and workflows.

Workflow

AI for Customer Success: A Technical Guide to Smart Routing

Stop forwarding emails manually. Learn how to build an AI router that tags, prioritizes, and drafts replies for support tickets.

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Tech Stack

The B2B SaaS Automation Stack (2026 Edition)

Stop overpaying for rigid tools. The 2026 stack is modular: HubSpot + n8n + Supabase + OpenAI. Here is the architecture guide.

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Dealflow Automation

How to Automate Lead Qualification for B2B SaaS (Without Zapier)

A deep dive into using n8n, OpenAI, and Postgres to score leads before they hit your CRM. Reduce sales rep wasted time by 90%.

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Workflow Automation

Stop Hiring Humans to Copy-Paste: The Guide to Automated Data Entry

Data entry is a script's job. How to replace your $500/mo VA with a robust automation pipeline using Regex and LLMs.

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Sales Automation

Building "Smart" Outreach: Detecting Reply Intent with AI

Stop spamming. Learn how to build an AI agent that detects "Out of Office" vs "Interested" replies using GPT-4 and Webhooks.

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Growth Engineering

Marketing for Engineers: Programmatic Lead Gen on Reddit

Marketing isn't magic, it's a search algorithm. How to use search operators to find high-intent leads programmatically.

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Data Extraction

WhatsApp to CRM: Vision AI Data Extraction

Don't type data manually. Snap a photo of an invoice or receipt, and let Vision AI update your database instantly.

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Infrastructure Strategy

Zapier vs. Custom Code: When to Fire Your "Glue" Tool

Zapier is great for prototypes, but terrible for scale. The technical breakdown of when to switch to n8n or Node.js.

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