Venture17 April 2026· 4 min read

The Danger of Building on Someone Else's Land

1,108 people in Nairobi just found out that 'impact sourcing' is a fancy name for being a line item in Meta's budget. When the anchor client leaves, the whole ship sinks.

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The Danger of Building on Someone Else's Land

Waking up to news like this feels like a heavy bug you just can’t squash. 1,108 people. That’s not just a number; that’s enough people to fill a couple of those massive luxury buses at the Owerri park, all suddenly out of a paycheck because a single client in Menlo Park decided to move their budget elsewhere.

Sama has been the poster child for "ethical AI" in East Africa for years. They call themselves an "impact employer," but let’s be real—when your entire business model relies on a single anchor client like Meta, you’re not an independent startup. You’re a department they haven't bothered to bring in-house yet.

The Anchor Client Trap

I’ve seen this happen even on a smaller scale with dev shops in places like Akure or Gbagada. You land one big "whale" client from the US or UK that pays in Dollars. Suddenly, you stop looking for other work. You hire more people, get a bigger office, and buy a massive diesel generator because the "Sapa" days feel like they’re over.

But you’re living on borrowed time. Meta didn't just walk away; they’ve been pivoting to automated filtering and cheaper vendors for two years. If your business depends on a single API key or a single contract to keep the lights on, you don’t own a business. You own a job with zero job security.

A developer staring at code during a long night

$1.46 per hour for "Impact"

There’s something particularly annoying about the "impact" branding here. The report says some of these moderators were making $1.46 an hour to look at the worst stuff on the internet—beheadings and child abuse. That’s barely enough to buy a decent lunch and pay for data in Nigeria, let alone cover the therapy needed after seeing those things.

We talk a lot about "building for Africa," but if our "AI hub" status is just built on being the cheapest place to do the grunt work that bots aren't smart enough to do yet, we’re in trouble. Content moderation is a brutal, soul-crushing stack. If the tech isn’t yours, and the platform isn’t yours, you’re just a component that can be swapped out when the cost-benefit analysis changes.

The complexity of data and finance

Why Automation is Winning

Meta is investing heavily in automated filtering. As a dev, I get it. Code doesn't get PTSD. Code doesn't sue you for $1.6 billion. Code doesn't try to unionize.

But the "No gree for anybody" mindset we have here needs to extend to how we build. We can't just be the "manual labor" for AI models. We need to be the ones building the models, the ones owning the infrastructure. If we stay at the bottom of the value chain, labeling data for cents, we’re always going to be the first ones cut when a CFO in California needs to make the quarterly charts look better.

Don't get comfortable

This whole situation is a reminder that the tech ecosystem is fragile. Whether you’re coding in a cold room in Jos or hustling in a coworking space in Yaba, you have to diversify.

A view of the hustle and bustle

If your startup or your freelance career is 80% dependent on one company, you are one email away from a total collapse. It’s better to have five small clients that keep you busy than one giant that keeps you comfortable. Comfort is a trap in this industry.

Sama thought they were an "impact" giant. Now, they’re just another company filing redundancy notices. It’s a tough lesson, but one we all need to pay attention to before we start scaling on top of a foundation made of sand.

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© 2026 Samuel Stanley · Full Stack Engineer