u/cen6wkf

https://reddit.com/link/1vp4zv6/video/3vjf7ro8zjjh1/player

Emad Mostaque: "Forward-deployed engineers, AI transformation people, because they can do the work of 10, 100 people."

That's the role that survives this — already a real hiring category, not a future one.

LinkedIn's own data has it growing 42x since 2023, priced $127K–$265K+ at the labs actually building this.

That's the part that should sit heavier than the digital-double line.

It's not that your job disappears.

It's that a different job, already priced and already hiring, opens up a few rungs above where you're standing — and most of us don't have a clean path into it yet.

I've watched a smaller, slower version of this exact move before.

No AI involved — just a stamp and a highlighter.

Hmm... this one really gets me out of my chair and pace around my living room, so let me try to recall it properly.

When I was working as a Technical Engineer in the Tender Department of one of the largest main contractors in Malaysia — there was a skill we always used. Fair warning, I'm sharing privileged information here. Well... it's probably an open secret in the industry anyway.

Whenever we tendered for a project — let's say Malaysian Airlines (MAS), widening a runway for their newly-bought Airbus A380 — we'd hit the parts that were out of our expertise. Airway lighting, drainage, flight angles, height restrictions. So we did the natural thing: called for outside help. Engaged specialized sub-contractors who'd done airway pavements before, to hand us the technical know-how and their quotation.

We knew full well these sub-contractors were already MAS's long-time maintenance contractors — it was just a matter of time before they'd be folded under our main contract anyway. So when they submitted their technical documents, we stripped their company logo, re-arranged it, added our own branded wording, our own logos. Woalah. It was now our own internal technical know-how. We'd suddenly become experts in pavement-widening and hangar works.

We didn't get the job, though. We all knew that tender was just for show — a comparison exercise to cross-check MAS's already-chosen main contractor.

But the knowledge we gathered from those specialists was now folded into our own knowledge vault. Our own proprietary knowledge.

Are we stealing? I wouldn't use that word. When there's a problem, the client comes after us — not our subcontractors. So to properly solve it, we have to own the knowledge too. The right word might be "necessary."

https://preview.redd.it/ln69mq2czjjh1.jpg?width=1024&format=pjpg&auto=webp&s=c9a4b9f9c9475479023b389c9d29be2f243eb187

————

Every version of this mechanism arrives wearing the same word.

Ours was "necessary." This one's wearing "efficiency."

Actually — a post I put up about the same compression logic, just running through one operator instead of a stripped logo came to mind while writing this one.

Drop your take — where's the line between "necessary" and something with a worse name?

Clip credit: The Beyond Tomorrow Podcast with Julian Issa — full video on their channel. DM for credit or removal requests.

https://reddit.com/link/1vp4yo8/video/bf1yjiq0zjjh1/player

Emad Mostaque: "Forward-deployed engineers, AI transformation people, because they can do the work of 10, 100 people."

That's the role that survives this — already a real hiring category, not a future one.

LinkedIn's own data has it growing 42x since 2023, priced $127K–$265K+ at the labs actually building this.

That's the part that should sit heavier than the digital-double line.

It's not that your job disappears.

It's that a different job, already priced and already hiring, opens up a few rungs above where you're standing — and most of us don't have a clean path into it yet.

I've watched a smaller, slower version of this exact move before.

No AI involved — just a stamp and a highlighter.

Hmm... this one really gets me out of my chair and pace around my living room, so let me try to recall it properly.

When I was working as a Technical Engineer in the Tender Department of one of the largest main contractors in Malaysia — there was a skill we always used. Fair warning, I'm sharing privileged information here. Well... it's probably an open secret in the industry anyway.

Whenever we tendered for a project — let's say Malaysian Airlines (MAS), widening a runway for their newly-bought Airbus A380 — we'd hit the parts that were out of our expertise. Airway lighting, drainage, flight angles, height restrictions. So we did the natural thing: called for outside help. Engaged specialized sub-contractors who'd done airway pavements before, to hand us the technical know-how and their quotation.

We knew full well these sub-contractors were already MAS's long-time maintenance contractors — it was just a matter of time before they'd be folded under our main contract anyway. So when they submitted their technical documents, we stripped their company logo, re-arranged it, added our own branded wording, our own logos. Woalah. It was now our own internal technical know-how. We'd suddenly become experts in pavement-widening and hangar works.

We didn't get the job, though. We all knew that tender was just for show — a comparison exercise to cross-check MAS's already-chosen main contractor.

But the knowledge we gathered from those specialists was now folded into our own knowledge vault. Our own proprietary knowledge.

Are we stealing? I wouldn't use that word. When there's a problem, the client comes after us — not our subcontractors. So to properly solve it, we have to own the knowledge too. The right word might be "necessary."

https://preview.redd.it/3yff6793zjjh1.jpg?width=1024&format=pjpg&auto=webp&s=b5a32601626137f9a0310a80381dc6d1dbd171ca

————

Every version of this mechanism arrives wearing the same word.

Ours was "necessary." This one's wearing "efficiency."

Actually — a post I put up about the same compression logic, just running through one operator instead of a stripped logo came to mind while writing this one.

Drop your take — where's the line between "necessary" and something with a worse name?

Clip credit: The Beyond Tomorrow Podcast with Julian Issa — full video on their channel. DM for credit or removal requests.

https://reddit.com/link/1vp4xlc/video/r606ddqsyjjh1/player

Emad Mostaque: "Forward-deployed engineers, AI transformation people, because they can do the work of 10, 100 people."

That's the role that survives this — already a real hiring category, not a future one.

LinkedIn's own data has it growing 42x since 2023, priced $127K–$265K+ at the labs actually building this.

That's the part that should sit heavier than the digital-double line.

It's not that your job disappears.

It's that a different job, already priced and already hiring, opens up a few rungs above where you're standing — and most of us don't have a clean path into it yet.

I've watched a smaller, slower version of this exact move before.

No AI involved — just a stamp and a highlighter.

Hmm... this one really gets me out of my chair and pace around my living room, so let me try to recall it properly.

When I was working as a Technical Engineer in the Tender Department of one of the largest main contractors in Malaysia — there was a skill we always used. Fair warning, I'm sharing privileged information here. Well... it's probably an open secret in the industry anyway.

Whenever we tendered for a project — let's say Malaysian Airlines (MAS), widening a runway for their newly-bought Airbus A380 — we'd hit the parts that were out of our expertise. Airway lighting, drainage, flight angles, height restrictions. So we did the natural thing: called for outside help. Engaged specialized sub-contractors who'd done airway pavements before, to hand us the technical know-how and their quotation.

We knew full well these sub-contractors were already MAS's long-time maintenance contractors — it was just a matter of time before they'd be folded under our main contract anyway. So when they submitted their technical documents, we stripped their company logo, re-arranged it, added our own branded wording, our own logos. Woalah. It was now our own internal technical know-how. We'd suddenly become experts in pavement-widening and hangar works.

We didn't get the job, though. We all knew that tender was just for show — a comparison exercise to cross-check MAS's already-chosen main contractor.

But the knowledge we gathered from those specialists was now folded into our own knowledge vault. Our own proprietary knowledge.

Are we stealing? I wouldn't use that word. When there's a problem, the client comes after us — not our subcontractors. So to properly solve it, we have to own the knowledge too. The right word might be "necessary."

https://preview.redd.it/1iduw1ouyjjh1.jpg?width=1024&format=pjpg&auto=webp&s=cda0355500db01a04953d9d0a189c9ba9c6858cb

————

Every version of this mechanism arrives wearing the same word.

Ours was "necessary." This one's wearing "efficiency."

Actually — a post I put up about the same compression logic, just running through one operator instead of a stripped logo came to mind while writing this one.

Drop your take — where's the line between "necessary" and something with a worse name?

Clip credit: The Beyond Tomorrow Podcast with Julian Issa — full video on their channel. DM for credit or removal requests.

https://reddit.com/link/1vp4w5d/video/939jjzdhyjjh1/player

Emad Mostaque: "Forward-deployed engineers, AI transformation people, because they can do the work of 10, 100 people."

That's the role that survives this — already a real hiring category, not a future one.

LinkedIn's own data has it growing 42x since 2023, priced $127K–$265K+ at the labs actually building this.

That's the part that should sit heavier than the digital-double line.

It's not that your job disappears.

It's that a different job, already priced and already hiring, opens up a few rungs above where you're standing — and most of us don't have a clean path into it yet.

I've watched a smaller, slower version of this exact move before.

No AI involved — just a stamp and a highlighter.

Hmm... this one really gets me out of my chair and pace around my living room, so let me try to recall it properly.

When I was working as a Technical Engineer in the Tender Department of one of the largest main contractors in Malaysia — there was a skill we always used. Fair warning, I'm sharing privileged information here. Well... it's probably an open secret in the industry anyway.

Whenever we tendered for a project — let's say Malaysian Airlines (MAS), widening a runway for their newly-bought Airbus A380 — we'd hit the parts that were out of our expertise. Airway lighting, drainage, flight angles, height restrictions. So we did the natural thing: called for outside help. Engaged specialized sub-contractors who'd done airway pavements before, to hand us the technical know-how and their quotation.

We knew full well these sub-contractors were already MAS's long-time maintenance contractors — it was just a matter of time before they'd be folded under our main contract anyway. So when they submitted their technical documents, we stripped their company logo, re-arranged it, added our own branded wording, our own logos. Woalah. It was now our own internal technical know-how. We'd suddenly become experts in pavement-widening and hangar works.

We didn't get the job, though. We all knew that tender was just for show — a comparison exercise to cross-check MAS's already-chosen main contractor.

But the knowledge we gathered from those specialists was now folded into our own knowledge vault. Our own proprietary knowledge.

Are we stealing? I wouldn't use that word. When there's a problem, the client comes after us — not our subcontractors. So to properly solve it, we have to own the knowledge too. The right word might be "necessary."

https://preview.redd.it/qob4lqhjyjjh1.jpg?width=1024&format=pjpg&auto=webp&s=10e84c7f4cc0f4a16f86cf4a5e5f33f4be20b624

————

Every version of this mechanism arrives wearing the same word.

Ours was "necessary." This one's wearing "efficiency."

Drop your take — where's the line between "necessary" and something with a worse name?

Clip credit: The Beyond Tomorrow Podcast with Julian Issa — full video on their channel. DM for credit or removal requests.

https://reddit.com/link/1vp4uav/video/v9m00c73yjjh1/player

Emad Mostaque: "Forward-deployed engineers, AI transformation people, because they can do the work of 10, 100 people."

That's the role that survives this — already a real hiring category, not a future one.

LinkedIn's own data has it growing 42x since 2023, priced $127K–$265K+ at the labs actually building this.

That's the part that should sit heavier than the digital-double line.

It's not that your job disappears.

It's that a different job, already priced and already hiring, opens up a few rungs above where you're standing — and most of us don't have a clean path into it yet.

I've watched a smaller, slower version of this exact move before.

No AI involved — just a stamp and a highlighter.

Hmm... this one really gets me out of my chair and pace around my living room, so let me try to recall it properly.

When I was working as a Technical Engineer in the Tender Department of one of the largest main contractors in Malaysia — there was a skill we always used. Fair warning, I'm sharing privileged information here. Well... it's probably an open secret in the industry anyway.

Whenever we tendered for a project — let's say Malaysian Airlines (MAS), widening a runway for their newly-bought Airbus A380 — we'd hit the parts that were out of our expertise. Airway lighting, drainage, flight angles, height restrictions. So we did the natural thing: called for outside help. Engaged specialized sub-contractors who'd done airway pavements before, to hand us the technical know-how and their quotation.

We knew full well these sub-contractors were already MAS's long-time maintenance contractors — it was just a matter of time before they'd be folded under our main contract anyway. So when they submitted their technical documents, we stripped their company logo, re-arranged it, added our own branded wording, our own logos. Woalah. It was now our own internal technical know-how. We'd suddenly become experts in pavement-widening and hangar works.

We didn't get the job, though. We all knew that tender was just for show — a comparison exercise to cross-check MAS's already-chosen main contractor.

But the knowledge we gathered from those specialists was now folded into our own knowledge vault. Our own proprietary knowledge.

Are we stealing? I wouldn't use that word. When there's a problem, the client comes after us — not our subcontractors. So to properly solve it, we have to own the knowledge too. The right word might be "necessary."

https://preview.redd.it/lkn6gis5yjjh1.jpg?width=1024&format=pjpg&auto=webp&s=adbb096873b0ea6de01f5084eba7a6e8731c6b21

————

Every version of this mechanism arrives wearing the same word.

Ours was "necessary." This one's wearing "efficiency."

Actually — a post I put up about the same compression logic, just running through one operator instead of a stripped logo came to mind while writing this one.

Drop your take — where's the line between "necessary" and something with a worse name?

Clip credit: The Beyond Tomorrow Podcast with Julian Issa — full video on their channel. DM for credit or removal requests.

https://reddit.com/link/1vp4su8/video/4ahn1hcsxjjh1/player

Emad Mostaque: "Forward-deployed engineers, AI transformation people, because they can do the work of 10, 100 people."

That's the role that survives this — already a real hiring category, not a future one.

LinkedIn's own data has it growing 42x since 2023, priced $127K–$265K+ at the labs actually building this.

That's the part that should sit heavier than the digital-double line.

It's not that your job disappears.

It's that a different job, already priced and already hiring, opens up a few rungs above where you're standing — and most of us don't have a clean path into it yet.

I've watched a smaller, slower version of this exact move before.

No AI involved — just a stamp and a highlighter.

Hmm... this one really gets me out of my chair and pace around my living room, so let me try to recall it properly.

When I was working as a Technical Engineer in the Tender Department of one of the largest main contractors in Malaysia — there was a skill we always used. Fair warning, I'm sharing privileged information here. Well... it's probably an open secret in the industry anyway.

Whenever we tendered for a project — let's say Malaysian Airlines (MAS), widening a runway for their newly-bought Airbus A380 — we'd hit the parts that were out of our expertise. Airway lighting, drainage, flight angles, height restrictions. So we did the natural thing: called for outside help. Engaged specialized sub-contractors who'd done airway pavements before, to hand us the technical know-how and their quotation.

We knew full well these sub-contractors were already MAS's long-time maintenance contractors — it was just a matter of time before they'd be folded under our main contract anyway. So when they submitted their technical documents, we stripped their company logo, re-arranged it, added our own branded wording, our own logos. Woalah. It was now our own internal technical know-how. We'd suddenly become experts in pavement-widening and hangar works.

We didn't get the job, though. We all knew that tender was just for show — a comparison exercise to cross-check MAS's already-chosen main contractor.

But the knowledge we gathered from those specialists was now folded into our own knowledge vault. Our own proprietary knowledge.

Are we stealing? I wouldn't use that word. When there's a problem, the client comes after us — not our subcontractors. So to properly solve it, we have to own the knowledge too. The right word might be "necessary."

https://preview.redd.it/cjjaj1iuxjjh1.jpg?width=1024&format=pjpg&auto=webp&s=1acf38ca16e54b9ee112e6a61e928a874fb30e0e

————

Every version of this mechanism arrives wearing the same word.

Ours was "necessary." This one's wearing "efficiency."

Actually — a post I put up about the same compression logic, just running through one operator instead of a stripped logo came to mind while writing this one.

Drop your take — where's the line between "necessary" and something with a worse name?

Clip credit: The Beyond Tomorrow Podcast with Julian Issa — full video on their channel. DM for credit or removal requests.

https://reddit.com/link/1vp4rxt/video/u1smip1ixjjh1/player

Emad Mostaque: "Forward-deployed engineers, AI transformation people, because they can do the work of 10, 100 people."

That's the role that survives this — already a real hiring category, not a future one.

LinkedIn's own data has it growing 42x since 2023, priced $127K–$265K+ at the labs actually building this.

That's the part that should sit heavier than the digital-double line.

It's not that your job disappears.

It's that a different job, already priced and already hiring, opens up a few rungs above where you're standing — and most of us don't have a clean path into it yet.

I've watched a smaller, slower version of this exact move before.

No AI involved — just a stamp and a highlighter.

Hmm... this one really gets me out of my chair and pace around my living room, so let me try to recall it properly.

When I was working as a Technical Engineer in the Tender Department of one of the largest main contractors in Malaysia — there was a skill we always used. Fair warning, I'm sharing privileged information here. Well... it's probably an open secret in the industry anyway.

Whenever we tendered for a project — let's say Malaysian Airlines (MAS), widening a runway for their newly-bought Airbus A380 — we'd hit the parts that were out of our expertise. Airway lighting, drainage, flight angles, height restrictions. So we did the natural thing: called for outside help. Engaged specialized sub-contractors who'd done airway pavements before, to hand us the technical know-how and their quotation.

We knew full well these sub-contractors were already MAS's long-time maintenance contractors — it was just a matter of time before they'd be folded under our main contract anyway. So when they submitted their technical documents, we stripped their company logo, re-arranged it, added our own branded wording, our own logos. Woalah. It was now our own internal technical know-how. We'd suddenly become experts in pavement-widening and hangar works.

We didn't get the job, though. We all knew that tender was just for show — a comparison exercise to cross-check MAS's already-chosen main contractor.

But the knowledge we gathered from those specialists was now folded into our own knowledge vault. Our own proprietary knowledge.

Are we stealing? I wouldn't use that word. When there's a problem, the client comes after us — not our subcontractors. So to properly solve it, we have to own the knowledge too. The right word might be "necessary."

https://preview.redd.it/47prpbvkxjjh1.jpg?width=1024&format=pjpg&auto=webp&s=9512a776c844f7ad514c0882f0aaa0e8b30fd8fa

————

Every version of this mechanism arrives wearing the same word.

Ours was "necessary." This one's wearing "efficiency."

Actually — a post I put up about the same compression logic, just running through one operator instead of a stripped logo came to mind while writing this one.

Drop your take — where's the line between "necessary" and something with a worse name?

Clip credit: The Beyond Tomorrow Podcast with Julian Issa — full video on their channel. DM for credit or removal requests.

https://reddit.com/link/1vp4qav/video/n50w56g7xjjh1/player

Emad Mostaque: "Forward-deployed engineers, AI transformation people, because they can do the work of 10, 100 people."

That's the role that survives this — already a real hiring category, not a future one.

LinkedIn's own data has it growing 42x since 2023, priced $127K–$265K+ at the labs actually building this.

That's the part that should sit heavier than the digital-double line.

It's not that your job disappears.

It's that a different job, already priced and already hiring, opens up a few rungs above where you're standing — and most of us don't have a clean path into it yet.

I've watched a smaller, slower version of this exact move before.

No AI involved — just a stamp and a highlighter.

Hmm... this one really gets me out of my chair and pace around my living room, so let me try to recall it properly.

When I was working as a Technical Engineer in the Tender Department of one of the largest main contractors in Malaysia — there was a skill we always used. Fair warning, I'm sharing privileged information here. Well... it's probably an open secret in the industry anyway.

Whenever we tendered for a project — let's say Malaysian Airlines (MAS), widening a runway for their newly-bought Airbus A380 — we'd hit the parts that were out of our expertise. Airway lighting, drainage, flight angles, height restrictions. So we did the natural thing: called for outside help. Engaged specialized sub-contractors who'd done airway pavements before, to hand us the technical know-how and their quotation.

We knew full well these sub-contractors were already MAS's long-time maintenance contractors — it was just a matter of time before they'd be folded under our main contract anyway. So when they submitted their technical documents, we stripped their company logo, re-arranged it, added our own branded wording, our own logos. Woalah. It was now our own internal technical know-how. We'd suddenly become experts in pavement-widening and hangar works.

We didn't get the job, though. We all knew that tender was just for show — a comparison exercise to cross-check MAS's already-chosen main contractor.

But the knowledge we gathered from those specialists was now folded into our own knowledge vault. Our own proprietary knowledge.

Are we stealing? I wouldn't use that word. When there's a problem, the client comes after us — not our subcontractors. So to properly solve it, we have to own the knowledge too. The right word might be "necessary."

https://preview.redd.it/o2w6ya4axjjh1.jpg?width=1024&format=pjpg&auto=webp&s=5f62070a3b210f270fb729e5c8a3090761deddad

————

Every version of this mechanism arrives wearing the same word.

Ours was "necessary." This one's wearing "efficiency."

Drop your take — where's the line between "necessary" and something with a worse name?

Clip credit: The Beyond Tomorrow Podcast with Julian Issa — full video on their channel. DM for credit or removal requests.

If stripping the logo off someone else's know-how sounds familiar and you'd rather own the mechanism outright than keep re-labeling it, the actual case study for doing that is one click from here.

https://reddit.com/link/1vo99ax/video/h8vlgwxzrcjh1/player

Everyone treats view count as the scoreboard.

Matt Gray's own numbers argue the opposite: his most-viewed video made $2,400.

A much smaller one made $48,000.

The gap wasn't luck — it was the one metric neither video's view count could ever show him.

I've watched that exact blind spot play out somewhere with zero content marketing involved.

>This was way back when I started working as a young graduate design engineer for a Civil & Structural Engineering Consultancy in Malaysia. I think it was around year 2000. Time flies.My boss handed me a project to handle and follow up. It was a 200~ units of 2-story semi-detached housing estates over a piece of cascading land. Me and my follow consultants follow it up through – attended the meetings, coordinated the design, supply the drawings for the Quantity Surveyor to take quantity. You know – the usual works of what consultants normally do. It's not all we do. Sometimes we have to do some extra. For example, when the property developer do a soft launch at the show-unit, we have to be there. Why were we there? Of course, as a stand-in to lend our support. It was awkward for me -because I was just loitering around the launch doing absolutely nothing. I've managed some small-talk with fellow consultants there. But we all understand our role – to be supporters there. But it wasn't much help. There weren't many potential purchasers came in to see the soft launch. It felt off – because the market reception doesn't look great. Nothing much I can contribute there – besides being a stand-in, because those are well above my pay-grade at that time. But after that, when I recall back to that awkward event, it does seem slightly hilarious – and sad.

>Why did I bring this up? I'm sure the property developer has diligently carried out their market research and feasibility study. And if the market reception isn't as welcoming, then there's clearly gap that wasn't clearly addressed. We all know that we need to supply to what the market truly wants, not what we think they might want. No amount of shiny-objects or "Wow" factor – e.g. renovation and furniture included, etc. – would move the needle much, if that's not what the market truly wants.

Same as this data collecting – it is only useful if it helps monetize.

Or else they are just noise.

Real attention-grabbing noise, ya, but noise nonetheless.

https://preview.redd.it/de21qan2scjh1.jpg?width=1024&format=pjpg&auto=webp&s=6b4d3653689c216775fcbbc56f7bc174d8004d87

Every post in this feed keeps circling back to the same nerve: the fear of being quietly out-earned by someone less talented but better systemized, working the exact same audience size you are.

The fix is never louder distribution.

It's building the one instrument that tells you which piece of content actually paid you.

Actually, this pulls up something else on file: a $30M-a-year business found its real ceiling hiding in a single untracked number — a 7% upsell rate inside a funnel that was already built.

Drop your take: are you tracking what each piece of content actually earns, or just watching the view count and hoping the math works out?

Clip credit: Grant Owen — full video on his channel, ft. Matt Gray. DM for credit or removal requests.

https://reddit.com/link/1vo98fw/video/f5cuymeurcjh1/player

Everyone treats view count as the scoreboard.

Matt Gray's own numbers argue the opposite: his most-viewed video made $2,400.

A much smaller one made $48,000.

The gap wasn't luck — it was the one metric neither video's view count could ever show him.

I've watched that exact blind spot play out somewhere with zero content marketing involved.

>This was way back when I started working as a young graduate design engineer for a Civil & Structural Engineering Consultancy in Malaysia. I think it was around year 2000. Time flies.My boss handed me a project to handle and follow up. It was a 200~ units of 2-story semi-detached housing estates over a piece of cascading land. Me and my follow consultants follow it up through – attended the meetings, coordinated the design, supply the drawings for the Quantity Surveyor to take quantity. You know – the usual works of what consultants normally do. It's not all we do. Sometimes we have to do some extra. For example, when the property developer do a soft launch at the show-unit, we have to be there. Why were we there? Of course, as a stand-in to lend our support. It was awkward for me -because I was just loitering around the launch doing absolutely nothing. I've managed some small-talk with fellow consultants there. But we all understand our role – to be supporters there. But it wasn't much help. There weren't many potential purchasers came in to see the soft launch. It felt off – because the market reception doesn't look great. Nothing much I can contribute there – besides being a stand-in, because those are well above my pay-grade at that time. But after that, when I recall back to that awkward event, it does seem slightly hilarious – and sad.

>Why did I bring this up? I'm sure the property developer has diligently carried out their market research and feasibility study. And if the market reception isn't as welcoming, then there's clearly gap that wasn't clearly addressed. We all know that we need to supply to what the market truly wants, not what we think they might want. No amount of shiny-objects or "Wow" factor – e.g. renovation and furniture included, etc. – would move the needle much, if that's not what the market truly wants.

Same as this data collecting – it is only useful if it helps monetize.

Or else they are just noise.

Real attention-grabbing noise, ya, but noise nonetheless.

https://preview.redd.it/tf7xji3xrcjh1.jpg?width=1024&format=pjpg&auto=webp&s=6679daae8fe1692017c0ac7b4171208867120a4f

Every post in this feed keeps circling back to the same nerve: the fear of being quietly out-earned by someone less talented but better systemized, working the exact same audience size you are.

The fix is never louder distribution.

It's building the one instrument that tells you which piece of content actually paid you.

Actually, this pulls up something else on file: a $30M-a-year business found its real ceiling hiding in a single untracked number — a 7% upsell rate inside a funnel that was already built.

Drop your take: are you tracking what each piece of content actually earns, or just watching the view count and hoping the math works out?

Clip credit: Grant Owen — full video on his channel, ft. Matt Gray. DM for credit or removal requests.

https://reddit.com/link/1vo976y/video/bol3xraircjh1/player

Everyone treats view count as the scoreboard.

Matt Gray's own numbers argue the opposite: his most-viewed video made $2,400.

A much smaller one made $48,000.

The gap wasn't luck — it was the one metric neither video's view count could ever show him.

I've watched that exact blind spot play out somewhere with zero content marketing involved.

>This was way back when I started working as a young graduate design engineer for a Civil & Structural Engineering Consultancy in Malaysia. I think it was around year 2000. Time flies.My boss handed me a project to handle and follow up. It was a 200~ units of 2-story semi-detached housing estates over a piece of cascading land. Me and my follow consultants follow it up through – attended the meetings, coordinated the design, supply the drawings for the Quantity Surveyor to take quantity. You know – the usual works of what consultants normally do. It's not all we do. Sometimes we have to do some extra. For example, when the property developer do a soft launch at the show-unit, we have to be there. Why were we there? Of course, as a stand-in to lend our support. It was awkward for me -because I was just loitering around the launch doing absolutely nothing. I've managed some small-talk with fellow consultants there. But we all understand our role – to be supporters there. But it wasn't much help. There weren't many potential purchasers came in to see the soft launch. It felt off – because the market reception doesn't look great. Nothing much I can contribute there – besides being a stand-in, because those are well above my pay-grade at that time. But after that, when I recall back to that awkward event, it does seem slightly hilarious – and sad.

>Why did I bring this up? I'm sure the property developer has diligently carried out their market research and feasibility study. And if the market reception isn't as welcoming, then there's clearly gap that wasn't clearly addressed. We all know that we need to supply to what the market truly wants, not what we think they might want. No amount of shiny-objects or "Wow" factor – e.g. renovation and furniture included, etc. – would move the needle much, if that's not what the market truly wants.

Same as this data collecting – it is only useful if it helps monetize.

Or else they are just noise.

Real attention-grabbing noise, ya, but noise nonetheless.

https://preview.redd.it/wvj8nuimrcjh1.jpg?width=1024&format=pjpg&auto=webp&s=b4686b53d0e56ac795822fdefeed1ab664aa170e

Every post in this feed keeps circling back to the same nerve: the fear of being quietly out-earned by someone less talented but better systemized, working the exact same audience size you are.

The fix is never louder distribution.

It's building the one instrument that tells you which piece of content actually paid you.

Drop your take: are you tracking what each piece of content actually earns, or just watching the view count and hoping the math works out?

Clip credit: Grant Owen — full video on his channel, ft. Matt Gray.

https://reddit.com/link/1vo94ln/video/zim2t5b3rcjh1/player

Everyone treats view count as the scoreboard.

Matt Gray's own numbers argue the opposite: his most-viewed video made $2,400.

A much smaller one made $48,000.

The gap wasn't luck — it was the one metric neither video's view count could ever show him.

I've watched that exact blind spot play out somewhere with zero content marketing involved.

>This was way back when I started working as a young graduate design engineer for a Civil & Structural Engineering Consultancy in Malaysia. I think it was around year 2000. Time flies.My boss handed me a project to handle and follow up. It was a 200~ units of 2-story semi-detached housing estates over a piece of cascading land. Me and my follow consultants follow it up through – attended the meetings, coordinated the design, supply the drawings for the Quantity Surveyor to take quantity. You know – the usual works of what consultants normally do. It's not all we do. Sometimes we have to do some extra. For example, when the property developer do a soft launch at the show-unit, we have to be there. Why were we there? Of course, as a stand-in to lend our support. It was awkward for me -because I was just loitering around the launch doing absolutely nothing. I've managed some small-talk with fellow consultants there. But we all understand our role – to be supporters there. But it wasn't much help. There weren't many potential purchasers came in to see the soft launch. It felt off – because the market reception doesn't look great. Nothing much I can contribute there – besides being a stand-in, because those are well above my pay-grade at that time. But after that, when I recall back to that awkward event, it does seem slightly hilarious – and sad.

>Why did I bring this up? I'm sure the property developer has diligently carried out their market research and feasibility study. And if the market reception isn't as welcoming, then there's clearly gap that wasn't clearly addressed. We all know that we need to supply to what the market truly wants, not what we think they might want. No amount of shiny-objects or "Wow" factor – e.g. renovation and furniture included, etc. – would move the needle much, if that's not what the market truly wants.

Same as this data collecting – it is only useful if it helps monetize.

Or else they are just noise.

Real attention-grabbing noise, ya, but noise nonetheless.

https://preview.redd.it/n2wkqrl5rcjh1.jpg?width=1024&format=pjpg&auto=webp&s=53852acf90f782e95858bd772710802a27b91cf2

Every post in this feed keeps circling back to the same nerve: the fear of being quietly out-earned by someone less talented but better systemized, working the exact same audience size you are.

The fix is never louder distribution.

It's building the one instrument that tells you which piece of content actually paid you.

Actually, this pulls up something else on file: a $30M-a-year business found its real ceiling hiding in a single untracked number — a 7% upsell rate inside a funnel that was already built.

Drop your take: are you tracking what each piece of content actually earns, or just watching the view count and hoping the math works out?

Clip credit: Grant Owen — full video on his channel, ft. Matt Gray. DM for credit or removal requests.

https://reddit.com/link/1vo9350/video/tqcpitypqcjh1/player

Everyone treats view count as the scoreboard.

Matt Gray's own numbers argue the opposite: his most-viewed video made $2,400.

A much smaller one made $48,000.

The gap wasn't luck — it was the one metric neither video's view count could ever show him.

I've watched that exact blind spot play out somewhere with zero content marketing involved.

>This was way back when I started working as a young graduate design engineer for a Civil & Structural Engineering Consultancy in Malaysia. I think it was around year 2000. Time flies.My boss handed me a project to handle and follow up. It was a 200~ units of 2-story semi-detached housing estates over a piece of cascading land. Me and my follow consultants follow it up through – attended the meetings, coordinated the design, supply the drawings for the Quantity Surveyor to take quantity. You know – the usual works of what consultants normally do. It's not all we do. Sometimes we have to do some extra. For example, when the property developer do a soft launch at the show-unit, we have to be there. Why were we there? Of course, as a stand-in to lend our support. It was awkward for me -because I was just loitering around the launch doing absolutely nothing. I've managed some small-talk with fellow consultants there. But we all understand our role – to be supporters there. But it wasn't much help. There weren't many potential purchasers came in to see the soft launch. It felt off – because the market reception doesn't look great. Nothing much I can contribute there – besides being a stand-in, because those are well above my pay-grade at that time. But after that, when I recall back to that awkward event, it does seem slightly hilarious – and sad.

>Why did I bring this up? I'm sure the property developer has diligently carried out their market research and feasibility study. And if the market reception isn't as welcoming, then there's clearly gap that wasn't clearly addressed. We all know that we need to supply to what the market truly wants, not what we think they might want. No amount of shiny-objects or "Wow" factor – e.g. renovation and furniture included, etc. – would move the needle much, if that's not what the market truly wants.

Same as this data collecting – it is only useful if it helps monetize.

Or else they are just noise.

Real attention grabbing noise, ya, but noise nonetheless.

https://preview.redd.it/q6eu0eksqcjh1.jpg?width=1024&format=pjpg&auto=webp&s=df7034b98b7e26b7842b9fe7654135d4340e21d2

Every post in this feed keeps circling back to the same nerve: the fear of being quietly out-earned by someone less talented but better systemized, working the exact same audience size you are.

The fix is never louder distribution.

It's building the one instrument that tells you which piece of content actually paid you.

Actually, this pulls up something else on file: a $30M-a-year business found its real ceiling hiding in a single untracked number — a 7% upsell rate inside a funnel that was already built.

Drop your take: are you tracking what each piece of content actually earns, or just watching the view count and hoping the math works out?

Clip credit: Grant Owen — full video on his channel, ft. Matt Gray. DM for credit or removal requests.

https://reddit.com/link/1vo91i9/video/yxp81hlfqcjh1/player

Everyone treats view count as the scoreboard.

Matt Gray's own numbers argue the opposite: his most-viewed video made $2,400.

A much smaller one made $48,000.

The gap wasn't luck — it was the one metric neither video's view count could ever show him.

I've watched that exact blind spot play out somewhere with zero content marketing involved.

>This was way back when I started working as a young graduate design engineer for a Civil & Structural Engineering Consultancy in Malaysia. I think it was around year 2000. Time flies.My boss handed me a project to handle and follow up. It was a 200~ units of 2-story semi-detached housing estates over a piece of cascading land. Me and my follow consultants follow it up through – attended the meetings, coordinated the design, supply the drawings for the Quantity Surveyor to take quantity. You know – the usual works of what consultants normally do. It's not all we do. Sometimes we have to do some extra. For example, when the property developer do a soft launch at the show-unit, we have to be there. Why were we there? Of course, as a stand-in to lend our support. It was awkward for me -because I was just loitering around the launch doing absolutely nothing. I've managed some small-talk with fellow consultants there. But we all understand our role – to be supporters there. But it wasn't much help. There weren't many potential purchasers came in to see the soft launch. It felt off – because the market reception doesn't look great. Nothing much I can contribute there – besides being a stand-in, because those are well above my pay-grade at that time. But after that, when I recall back to that awkward event, it does seem slightly hilarious – and sad.

>Why did I bring this up? I'm sure the property developer has diligently carried out their market research and feasibility study. And if the market reception isn't as welcoming, then there's clearly gap that wasn't clearly addressed. We all know that we need to supply to what the market truly wants, not what we think they might want. No amount of shiny-objects or "Wow" factor – e.g. renovation and furniture included, etc. – would move the needle much, if that's not what the market truly wants.

Same as this data collecting – it is only useful if it helps monetize. Or else they are just noise. Real attention grabbing noise, ya, but noise nonetheless.

https://preview.redd.it/cf69l9vkqcjh1.jpg?width=1024&format=pjpg&auto=webp&s=dfcfd045935ef73b03f17e02f2915a273ac34965

Every post in this feed keeps circling back to the same nerve: the fear of being quietly out-earned by someone less talented but better systemized, working the exact same audience size you are.

The fix is never louder distribution.

It's building the one instrument that tells you which piece of content actually paid you.

Actually, this pulls up something else on file: a $30M-a-year business found its real ceiling hiding in a single untracked number — a 7% upsell rate inside a funnel that was already built.

Drop your take: are you tracking what each piece of content actually earns, or just watching the view count and hoping the math works out?

Clip credit: Grant Owen — full video on his channel, ft. Matt Gray. DM for credit or removal requests.

https://reddit.com/link/1vo908i/video/xn3ex1tqpcjh1/player

Everyone treats view count as the scoreboard.

Matt Gray's own numbers argue the opposite: his most-viewed video made $2,400.

A much smaller one made $48,000.

The gap wasn't luck — it was the one metric neither video's view count could ever show him.

I've watched that exact blind spot play out somewhere with zero content marketing involved.

>This was way back when I started working as a young graduate design engineer for a Civil & Structural Engineering Consultancy in Malaysia. I think it was around year 2000. Time flies. My boss handed me a project to handle and follow up. It was a 200~ units of 2-story semi-detached housing estates over a piece of cascading land. Me and my follow consultants follow it up through – attended the meetings, coordinated the design, supply the drawings for the Quantity Surveyor to take quantity. You know – the usual works of what consultants normally do. It's not all we do. Sometimes we have to do some extra. For example, when the property developer do a soft launch at the show-unit, we have to be there. Why were we there? Of course, as a stand-in to lend our support. It was awkward for me -because I was just loitering around the launch doing absolutely nothing. I've managed some small-talk with fellow consultants there. But we all understand our role – to be supporters there. But it wasn't much help. There weren't many potential purchasers came in to see the soft launch. It felt off – because the market reception doesn't look great. Nothing much I can contribute there – besides being a stand-in, because those are well above my pay-grade at that time. But after that, when I recall back to that awkward event, it does seem slightly hilarious – and sad.
Why did I bring this up? I'm sure the property developer has diligently carried out their market research and feasibility study. And if the market reception isn't as welcoming, then there's clearly gap that wasn't clearly addressed. We all know that we need to supply to what the market truly wants, not what we think they might want. No amount of shiny-objects or "Wow" factor – e.g. renovation and furniture included, etc. – would move the needle much, if that's not what the market truly wants.

Same as this data collecting – it is only useful if it helps monetize.

Or else they are just noise.

Real attention grabbing noise, ya, but noise nonetheless.

https://preview.redd.it/zpgygzhtpcjh1.jpg?width=1024&format=pjpg&auto=webp&s=17d9834bdd21ac9b93b635cd2d313d3792b6b8a3

Every post in this feed keeps circling back to the same nerve: the fear of being quietly out-earned by someone less talented but better systemized, working the exact same audience size you are. The fix is never louder distribution. It's building the one instrument that tells you which piece of content actually paid you.

Drop your take: are you tracking what each piece of content actually earns, or just watching the view count and hoping the math works out?

Clip credit: Grant Owen — full video on his channel, ft. Matt Gray. DM for credit or removal requests.

If you want the actual tracking framework instead of a dashboard that only measures reach, the full breakdown sits one step from here.