Case study · Cake or Fake · Hiring intelligence
Your buyer is in the thread. So are a hundred people who aren't.
Cake or Fake is an AI extension that helps people hire the right freelancer — and screen out the fakes. We built and run their community agent: it shows up in hiring and freelancing communities, leads with genuine help, and mentions the product only when that's the honest answer. A human approves every word.
The client
Cake or Fake helps the person doing the hiring make a confident call — screening out the fakes, and surfacing the candidates actually worth their time.
You post a job on Upwork and, by lunch, your inbox is full of noise: eighty near-identical proposals, polished by AI, from people who didn't read your brief. The old trick of deleting the badly written ones no longer works, because now they're all written well. Cake or Fake sits on top of Upwork and reads what a human can't at that volume — profiles, reviews, work history, proposal quality — and hands back a ranked, flagged shortlist in minutes. It's the first tool of its kind built for the person hiring, not the freelancer applying.
The challenge
Their buyer is outnumbered three to one — by people who look exactly like them.
In every hiring subreddit and freelancing forum, the freelancers looking for work outnumber the people hiring by roughly three to one. They use the same words, sit in the same threads, and ask about the same platform. A keyword match for "Upwork proposals" is far more likely to be a freelancer polishing theirs than a founder drowning in them.
And these are communities — Reddit above all — that spot a marketer on sight and ban a bot on reflex. Point a blunt tool at them and you get the worst of both: you reach the wrong audience, and you get removed for trying. The task wasn't to broadcast into hiring conversations. It was to find the few that were the right conversations, and earn a place in them.
The keyword was never the hard part. Telling the buyer from the seller was.
What we built
An agent that tells your buyer from everyone who looks like one.
It reads the communities where hiring actually happens, and before it drafts a single word, it works out whether the person is there to hire or to be hired. Freelancers looking for work are passed over, however on-topic the thread. When the poster is a real buyer, it writes a reply in the voice of a seasoned hiring manager — direct, useful, a little opinionated — that leads with help and mentions the product rarely, always with disclosure.
And it never posts. Every draft is scored, queued, and waits for a person on the Cake or Fake team to approve, edit, or kill. Nothing reaches a community without a human on it — and every edit and every kill becomes a rule the agent follows the next day.
- Buyer-first, or it doesn't speakEvery thread is classified hirer-versus-freelancer before drafting. If the poster is there to win work, not hire, the agent moves on — no matter how relevant it looks.
- Real help before product, alwaysMost replies mention nothing to sell. Cake or Fake comes up only when a recommendation is the genuinely honest answer — and never without disclosing the connection.
- Written to be read, not detectedReplies sound like a real practitioner — varied in length, specific to the thread, occasionally imperfect. The way people actually write, not the way a template does.
- Never sells to someone ventingA person burned by a bad hire gets empathy and a useful tip, never a pitch. Reach never outranks the room, and it never helps a freelancer win work — that's the client's counterparty, not their customer.
- It never posts unsupervisedEvery draft waits for a human. This is the one law the whole studio runs on — a machine never speaks for a brand on its own.
What it sounds like
Real help first. The product only when it's the honest answer.
Illustrative, drawn from real drafts. Most mention no product at all — which is exactly what makes the rare one land.
How it runs, every day
Six steps, and a person at the only one that reaches the public.
Why it matters
The hard part was never finding conversations. It was finding the right ones.
Any tool can surface every thread that mentions your category. The value is in the handful that count — your actual buyer, not the crowd that looks like them, reached with something genuinely worth reading. Cake or Fake is where we proved a community agent can do exactly that: pick the real customer out of a noisy, look-alike market — and sound like a person worth listening to while doing it. If it works in a room this crowded, it works for yours.
By design
The engagement is early, and we treat it that way. We report monthly, and stay honest about the part that compounds — the trust, the awareness, and the right conversations becoming the right customers over time. Authority in a community isn't a campaign; it's earned one genuinely useful reply at a time.
Considering communities as a channel?
Your customers are already discussing the problem you solve.
If your product is one people research, compare, and ask peers about before they buy, that decision is happening in communities — not on your site. We build the agent that shows up there helpfully, finds the people who can actually buy, and never says a word without your approval. Book a 30-minute fit call. If it isn't the right move for you, we'll say so.
Book a fit callNo hard sell. Just a straight conversation about whether this fits.