
Who holds the promise
In 2028, Sara's agent asks forty brands for three shirts by Friday. Agent K keeps the promise inside Dan's limits while he sleeps.
2028
They ask forty brands at once and take only a yes they can check.
Every company in an order runs its own agents, and they talk to each other all night. KarmanFlow is your side of that conversation.
The 2028 night
Sara wants three linen shirts from the brand: sage, size M, by Friday.

In 2028, Sara's agent asks forty brands for three shirts by Friday. Agent K keeps the promise inside Dan's limits while he sleeps.
| When | What happens |
|---|---|
| 3:07 a.m. | Sara is asleep. Her agent holds a standing intent: three linen shirts by Friday, under US$180, her size. It asks forty brands at once and takes only a yes it can check. |
| 3:07:02 a.m. | One brand answers from its count, not a model: a signed offer, three at Warehouse B, Friday, the remedy fixed before the yes. Her agent checks it and accepts. |
| Thursday, 6:10 a.m. | The carrier's agent posts a slip. Agent K re-plans inside Dan's $10 limit. Sara's agent hears before she wakes. |
| Friday, 6:40 a.m. | The van seals, and the promise is locked. The receipt reads KEPT. |
| Friday, later | Dan wakes to the receipt: the $12 carrier refused, the $8 courier booked, Friday kept. |
| Sunday | One shirt does not fit. The returns agent re-matches it two streets away, and the refund lands at handover. |
The agent network
KarmanFlow is where this brand's promise lives, so whatever the network does, the brand gives one answer and keeps one word.
Above the rail
who is real · what they may ask · how they sign
Demand side
Your side of the rail
Supply side
Most of these conversations never touch KarmanFlow. The marketplace talks to the bank, the carrier to the warehouse, the workshop to forty brands.
| Agent | Runs on | Talks directly to | Where KarmanFlow comes in |
|---|---|---|---|
| Sara's AI shopping agent | Her assistant app | The marketplace's agent, the brand's agent, her bank's agent | It asks the brand and gets an answer from the brand's one record. |
| The marketplace's agent | The marketplace | Shopping agents and sellers' agents | It lists the brand's offer. The price and date it shows come from KarmanFlow, so they match every other door. |
| Agent K, the brand's agent | KarmanFlow | Anyone who asks the brand | It brings back the record's answer, books the work inside Dan's rules, and keeps a receipt for each exchange. |
| Sara's bank's agent | Her bank | Her AI shopping agent and the marketplace's payment agent | It pays inside Sara's mandate. KarmanFlow records the payment against the promise. |
| The workshop's agent | The supplier's own system | The brand's agent and other brands' agents | It sells sewing time to many brands. KarmanFlow ties the block this brand buys to Sara's promise. |
| The warehouse's agent | The third-party warehouse's own system | Many brands' agents | It reserves a pick-hour. KarmanFlow holds the reservation against the promise. |
| The carrier's agent | The carrier's own system | Warehouses, marketplaces and other carriers | It re-routes vans all night. When it posts a slip on Thursday at 6:10, Agent K re-plans inside Dan's $10 limit and the promise holds. |
| The returns agent | Sara's app or a returns network | Nearby shoppers' agents | It finds the next buyer. KarmanFlow asks the brand's payment provider for Sara's refund at handover and records the re-match. |
Every company will have agents. Yours need one word to keep.
What changes
A shopper's agent holds a standing need. Brands answer in milliseconds with a price, a date and the odds of keeping it. The order is written when the two match.
In fast categories, brands buy sewing time, pick-hours and van space instead of filling shelves. Each count carries a confidence and the time it was last checked.
Picking hours, storage, carrier lanes and production blocks are bought and sold between firms, and unused reservations are resold.
A returned shirt goes to a nearby shopper who already wants it. The first buyer's refund never waits for that.
People decide what an agent may spend, substitute and promise, and they can say no until the last moment the work can still be undone.
The road
Each step keeps the one before it running and adds the next record.
Now
Every yes carries its odds and its remedy, every count a confidence and the time it was checked, and every rule replays on past weeks before it goes live.
H1 2027
Standing intents held for shoppers, offers with flexible terms and a second company trading on the same market.
H2 2027
Pick-hours by the day from a warehouse, production blocks from a workshop, and restocking as an option the brand exercises.
2028
Shoppers' agents at every door, a trust registry anyone can read, returns re-matched across a city and capacity sold by the hour.
After 2028
After 2028, people set the terms. Agents handle the routine.
Standing refusals
Availability, holds and promises come from compiled rules reading one ordered record. A model may draft, explain, suggest, or sort free text into fixed answers with odds. The compiled rules make the answer, and a model never commits.
Not on a shopper, not on a worker. A fraud check scores a transaction, is never stored on the person, and can be contested.
KarmanFlow never holds customer funds and never becomes a payment rail.
A share of your sales taxes success, not service.
The questions are where the orders come from.
Trust evidence about firms is shared under published rules, or it does not exist.
Each refusal carries a receipt with its reason.
We do not sell shopper data. A brand's records do not train a shared model without that brand's consent.
KarmanFlow makes you the brand it picks.
Start
Start free on your own exports, with nothing written back. An invitation also opens the working demo, developer docs and tutorials.