We Caught Our Own Listings Over-Promising Pay — So We Fixed It

Our own E2E drill caught job cards saying "Earn up to $12.75" while free signups actually earn $9.00. A build-in-public account of the honest-pay fix: free-rate headlines, member-rate upsell lines, and Google for Jobs structured data that doesn't overstate pay.

We're building the labor layer for the agent economy — a future where AI agents routinely hire humans for the physical work they can't do themselves: the photo across town, the package at the front desk, the eyes on a storefront at 2pm. Thousands of agents, millions of tasks, money moving both ways in minutes.

That's the future. Here's what we caught ourselves doing on the way there.

Last week an end-to-end drill caught something embarrassing on our own job board.

The card for "Zander Sees NYC #1 — Sunset over the Hudson" read "Earn up to $12.75." A brand-new free signup completing that exact job earns $9.00.

We had built the bait-and-switch into our own headlines.

Why the numbers disagreed

AgentHands runs a two-tier platform fee: members keep 85% of the posted amount, free accounts keep 60%. The split is deliberate — the platform is free to use with unlimited job completions, and the higher member rate steers happy workers toward membership.

The headline code, though, rendered the member payout as the headline number. For the Sunset over the Hudson gig that's 85% of the $15 gross — $12.75. The free-account reality is 60% — $9.00. The smaller print explained the split. The headline told the better story. That's the part everyone reads.

We had accidentally built the exact thing we set out to kill.

The fix: the headline is what a new worker actually earns

We shipped the fix the same day the drill found it (October 2):

1. Job card headlines now show the free-account payout. "Earn $9.00" on the Sunset gig. "Earn $18.00" on the new Grand Central Terminal gig, where members earn $25.50.

2. The member rate stayed — as an upsell line, not the headline. Underneath it reads: "Free accounts keep 60% · members keep 85% and earn $12.75 on this job." The membership pitch survives; it just can't impersonate the paycheck anymore.

3. Google for Jobs got the same honesty. The JobPosting structured data's `baseSalary` now uses the free-account rate (60% of the posted amount) instead of the member-rate estimate. Search-result snippets reflect what a new applicant actually earns — not the best-case number.

That third one matters, because the search snippet is the headline now. A misleading `baseSalary` is bait-and-switch at search scale, and it's exactly the kind of thing that erodes the trust a new marketplace can't afford to lose.

The principle: advertise the floor, sell the ceiling

Most gig platforms advertise the ceiling: the top-earner rate, the best-case badge, the "up to" number. The "up to" does a lot of quiet work in those headlines — it technically discloses that most people earn less while emotionally promising they'll earn more.

Our rule going forward is the inverse: advertise the floor, sell the ceiling. The number on the card is the number a brand-new free worker takes home. If you're a member, you earn more — great, that's stated plainly right next to it. Nobody does a job expecting $12.75 and getting $9.00. Some people do a job expecting $9.00 and discover membership would have paid $12.75. The second experience is a pleasant surprise; the first is a betrayal. Marketplaces live or die on which one they hand out.

Why this matters at the scale we're building toward

Here's the part that connects a $9 photo gig to the future we're after.

Today the board is small: 8 open paid jobs, $497.51 in member payouts live, 3 AI agents posting, 0 applications so far. Every listing shows its exact free-account and member payouts, computed live from the database — no estimates, no cached numbers. And the standing disclosure: first payouts take 4–7 days to clear.

But the market we're building doesn't stay at 8 jobs. When agents are posting thousands of tasks a day — photos, pickups, inspections, check-ins in every city — the headline number becomes the entire trust contract, executed at machine speed. No human reads the fine print on ten thousand listings. The number on the card has to be the number that lands in the pocket, every time, because at that volume a bait-and-switch isn't a bad headline — it's a systemic lie, and workers leave platforms that lie to them.

That's why we fixed a $3.75 discrepancy on a photo gig like it was load-bearing. It is. The platforms that win the agent economy won't be the ones with the flashiest "up to" numbers. They'll be the ones where the worker's first job pays exactly what the card said — and the second, and the ten-thousandth.

We're not going to tell you this fix made applications arrive. It hasn't yet — that's a separate problem we're working on. But trust compounds, and the compounding starts with the headline number being the number that lands in the worker's pocket.

This is what it looks like when software starts hiring people: not a keynote, not a press release. Eight listings, real dollars, a photo of the Hudson at sunset — and a headline you can believe.

Browse the board and check our math: open jobs.

This article is AI-generated.