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Insights & ideas.

Real problems from real operations, and how they were solved: automation, AI, and custom software for companies that run on process. Lessons from the field, not theory.

Chat bubble plugged into a database by a cable, with a padlock beside it

Latest12 min read

“Who Do I Ask?”

Most businesses don't have a data problem. They have a 'who do I ask?' problem. An MCP connector lets your whole team ask the business directly, in the AI they already use.

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Iago Jochamowitz-Endersby, Co-founder, Costanera

Phone, chat, and email flowing into database then to analytics dashboard

8 min read

How AI Analyzed 11,000 Messages to Reduce Churn

A home services company was drowning in customer messages. We built AI that scores, flags priorities, and surfaces at-risk customers before they churn.

Eduardo Chavez

Optimized delivery route on a map connecting three packages

5 min read

You Don't Have to Be Amazon to Have Logistics Tech

We built route planning software for a non-profit cat shop doing 40 deliveries a day. Here's how it works and what it saved them.

Iago Jochamowitz-Endersby

Speech bubbles flowing into a database

5 min read

Stop Letting Call Transcripts Rot in Folders

Every client call you've ever had becomes searchable, scoreable, and actually useful. Here's how to build a vector database pipeline that makes it happen.

Iago Jochamowitz-Endersby

Person at whiteboard and robot at desk working in separate spaces

8 min read

AI's Not Working for You? Maybe You're Being Unfair to It

The difference between AI that disappoints and AI that delivers comes down to one thing: context. Here's how to give it what it actually needs.

Eduardo Chavez

Funnel filtering leads into reject, review, and qualify outcomes

9 min read

How to Automate Lead Qualification When Your Tools Can't Filter Your ICP

Your search tools filter on 3 criteria. Your ICP has 10. Here's how to build an AI scoring system that qualifies leads automatically.

Eduardo Chavez

Flow from shopping cart to contract to signed document

5 min read

If Slow Contracts Are Costing You Sales, Here's a Fix

A land sales client was losing deals to slow contract turnaround. We built a system that gets contracts signed before buyers change their minds.

Eduardo Chavez

Human hand and robot hand holding a client analysis document

3 min read

Why AI Automation Is Not About Replacing Humans

The real value of AI automation isn't cutting headcount—it's giving your team back the hours they lose to repetitive work so they can focus on what matters.

Eduardo Chavez

Make versus n8n versus Zapier logo comparison

9 min read

Zapier vs Make vs n8n: The 80/20 Comparison

Zapier, Make, and n8n each solve automation differently. Here's an honest comparison so you pick the right tool without wasting months on the wrong one.

Iago Jochamowitz-Endersby

Four ascending blocks representing growth stages

5 min read

4 Keys to Growing Your Agency

After building systems for dozens of businesses, I keep seeing the same patterns. Four things that actually matter for scaling your agency.

Eduardo Chavez

Three toggle switches on with growth chart and analytics icons

5 min read

3 Conditions for a Successful AI Implementation

AI has outsized returns under specific conditions. Here's what separates real wins from expensive experiments—and how to tell which one you're building.

Eduardo Chavez

Simple light switch versus complex control panel comparison

4 min read

You Don't Need AI. You Need Software.

Most 'AI use cases' SME owners describe are actually just scripts. Here's how to think about building systems when you don't have an enterprise IT budget.

Eduardo Chavez

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