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Thoughts on real estate, AI, and building tools that actually fit how agents work.

LinkedInSeptember 2, 2026

What actually moved in your pipeline this week?

What actually moved in your pipeline this week? Matilda keeps it in one view. Leads in the pipeline, messages back and forth, qualified leads, showings booked, follow-ups due, and how every lead is…

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LinkedInAugust 26, 2026

You find the house. Matilda finds the buyer.

You find the house. Matilda finds the buyer. Paste a Zillow link into your dashboard. Matilda reads the listing and checks it against every buyer in your pipeline. Price against their budget…

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LinkedInAugust 6, 2026

Meet Ashraf Shafiq, Cofounder of Matilda

Meet Ashraf Shafiq, Cofounder of Matilda. Ashraf has spent the last decade in internet architecture, systems design, and software development. That work has ranged from tackling the global IPv4…

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LinkedInApril 21, 2026

A different recruiting conversation

Agents leave brokerages for a few reasons. Commission splits, sure. But also: feeling unsupported. Feeling like they're running alone without infrastructure.

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LinkedInApril 21, 2026

"I'll check on that."

"I'll check on that." Not because it's wrong. Because it means waiting. And waiting when you're trying to decide whether to make the biggest financial decision of your life is its own kind of stress.

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LinkedInApril 20, 2026

The first-time buyer

The first-time buyer. They have the most questions. The most anxiety. The least experience with what's normal and what isn't.

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LinkedInApril 16, 2026

Your admin tax

Take your gross commission income last year. Divide it by your total hours worked.

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LinkedInApril 15, 2026

The "just hire someone" math changed

A part time assistant runs $20 to $30 an hour. Full time with benefits, you're at $45,000 to $55,000 a year before you factor in training, turnover, and the fact that they still don't work at…

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LinkedInApril 14, 2026

Reliability is worth more than speed

Efficiency in most industries means doing the same work faster. In real estate it means something different. You can't speed up a closing. You can't rush a relationship. The timeline is what it is.

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LinkedInApril 14, 2026

Buyer texts at 9pm

Buyer texts at 9pm: "Can we see the place on Maple Street tomorrow?" You're putting your kids to bed.

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LinkedInApril 13, 2026

Every agent hits a time ceiling

Every agent hits a ceiling. Not a talent ceiling. A time ceiling. There are 168 hours in a week. You sleep some of them. You're present for your family in some of them. The rest go to the business…

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LinkedInApril 7, 2026

Is agentic AI worth it?

People ask if agentic AI is worth it. Just one deal you would have lost because the follow-up didn't go out at an $8,000 average commission; that pays for years of the tool.

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LinkedInApril 2, 2026

Open house is Sunday. It's Tuesday.

Open house is Sunday. It's Tuesday. You need to blast your buyer list, post to socials, text the neighbors, confirm the sellers are out by noon, coordinate with the listing photographer for updated…

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LinkedInApril 2, 2026

Everyone wants a number

Everyone wants a number. Fair. Here's one: the average Realtor takes 5 to 7 hours to respond to a new lead.

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