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Miso, a fuzzy teal bunny with a lime phone and a bubble tea

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Everyone is guessing.

People pick from stars anyone can fake. Shops never learn who came back. Brands never hear why. And now AI agents are guessing for all of us.

Miso went looking for what’s true. Here’s what turned up.

  • 5 problems
  • 1 company
  • 0 answers on this page, yet

Miso asks: Who’s telling the truth?

01 People

4.6 stars. Broke in a month.

Ratings are written on day one, by anyone, about anything. Nobody checks if they bought it. Nobody comes back at month six.

Miso asks: 4.6 stars, and it broke in a month?

Receipt No. 01

What a star rating tells you

Store: every review site

Reviewer actually bought it
Not checked
How it held up at month 6
Never asked
Did they buy it again?
Unknown
Paid post or real owner?
Can’t tell
Reviews that may be fake
About 1 in 31

Total trust0.00

No refunds on bad decisions.

02 The payment

You paid. Nobody asked why.

Billions of payments a month record the amount and the shop. The one thing worth knowing, why you chose it, is gone in a minute.

Miso asks: Nine boba runs. Does the shop even know?

Receipt No. 02

One UPI payment

Store: any payment app

Amount
Saved
Shop
Saved
Why you chose it
Not saved
Will you come back?
Not saved
Reward for telling the truth
₹0
UPI payments in July 2026
23.66 billion2

Reasons recorded0

Thank you for paying. We didn’t ask why.

03 Brands

Brands see what sold. Never why.

Dashboards show the drop. Surveys explain it three months late. By then the customer has already switched.

Miso asks: They stopped buying. Did anyone ask why?

Receipt No. 03

A brand’s month-end report

Store: your dashboard

Units sold
Known
Why buyers switched
Missing
Who came back in year 2
Missing
Survey answers
Months late
Marketplace dashboards
Their slice only

The whyNot found

Next report in 30 days. Still no why.

04 Brand AI

Every brand rents the same AI brain.

Brands plug the same AI models their competitors use into every decision. Those models have never seen a real customer’s bill.

Miso asks: Wait. Whose brain is this?

Receipt No. 04

Renting an AI model

Store: a frontier AI lab

Knows your customers
No
Knows if its last answer was right
No
Same model as your rival’s
Yes
Changes when the lab decides
Yes
Your sales data leaves the building
Often

Owned by you0%

Terms may change without notice.

05 AI agents

AI agents now shop. They believe every review.

Agents can already compare, pick and pay. One fake review used to fool one person. Now it fools every agent at once.

Miso asks: Who told my agent this was good?

Receipt No. 05

What your agent checked

Store: the open web

Product page
Read
Star rating
Trusted
Owners who kept it
Not available
What you returned last time
Unknown
Did its pick hold up at 90 days?
Never checked

VerifiedNothing

Your agent will now buy this.

The pattern

Five problems. One missing thing.

Proof of what people actually did after they paid. It was missing everywhere Miso looked.

  • Nity
  • CandiesPay
  • MoneyRock
  • Reshly
  • Openrocks

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Why now

Three things changed this year.

  1. 01AI agents can pay. India’s payment network is building a protocol so AI agents can make UPI payments for you.3 Agents will buy before they know what’s good.
  2. 02UPI is everywhere. 23.66 billion payments in a single month. Every one of them is a moment of truth that nobody records.2
  3. 03Fake reviews got cheap. AI writes them for free. About 1 in 3 online reviews may already be fake.1

Built by Rahamath, a computer science student at SRM University AP who writes the code, designs Miso and talks to every early user himself. Investors, the full story is one sign-up away.

Miso says: Saving you a seat.

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