A field guide to building for agents

Opero · Vol. 2

October 2026

The next trillion users won’t be people.

The next trillion users won’t be people.

The next trillion users won’t be people.

Agents already browse, research and buy on the web, through screens built for people. Four ideas for building the software they actually want, and the platform that does all four.

2,000+

products agent-ready

2.1B

agent calls a month

41s

to first paid call

Isometric map of products; agents queue at the agent-ready one, pinned with the four theses
Isometric map of products; agents queue at the agent-ready one, pinned with the four theses

Agent-ready with Opero

Ledgerline

Northwind

Halcyon

Acme Labs

Shoply

The field guide · 4 ideas

Four ideas for building software agents want.

Each one comes with proof from real agent traffic, and the part of Opero that does it for you.

01

01

01

spot-cursor

Interfaces

Agents don’t click.

Every form, modal and CAPTCHA is a wall to a user that reads JSON. Give agents a contract instead of a screen, and they finish in seconds what a browser session never finishes at all.

How Opero does it

Proof

Browser

10 steps

3:12

3:12

API

3 calls

1.2s

1.2s

02

02

02

spot-docs

Discovery

Docs are the new homepage.

Agents decide whether to use you by reading, not browsing. A short llms.txt and honest OpenAPI descriptions are the first impression you make on your next million customers.

How Opero does it

Proof

llms.txt

GET /llms.txt

# Ledgerline
> Invoicing API built for agents.

## Sign up
POST /v1/accounts

## Core calls
- invoices.create
- invoices.send

03

03

03

spot-key

Onboarding

Sign-up is an API call.

No email loop, no password reset, no onboarding tour. One request returns an account, a verified owner and a key scoped to exactly what the agent needs.

How Opero does it

Proof

Response

201 Created

POST /v1/accounts

account acct_7Qm2
owner maya@ledgerline.com
key ak_live_9f2c
scope invoices:write
cap $500 / day

04

04

04

spot-meter

Billing

Pricing follows the work.

Agents don’t take seats. They make calls, sometimes three a month and sometimes three million a day. Meter every one, cap spend per agent and hand back a receipt.

How Opero does it

Proof

Usage

Today

invoices.create 12,480 $24.96
invoices.send 9,112 $18.22
accounts.get 2,301 $0.00

total 23,893 $43.18
cap remaining $456.82

spot-all

05 · The platform

Opero does all four, from one schema.

REST API

MCP server

CLI

llms.txt

Agent sign-up

Scoped keys

Per-call billing

Signed receipts

06 · The dashboard

See who’s calling your product.

Every agent that discovers, signs up, calls and pays shows up here, live, with its owner and its scope.

Every agent that discovers, signs up, calls and pays shows up here, live, with its owner and its scope.

ledgerline / traffic

Live

2.1M

2.1M

calls · 24h

+12% today

412

412

new agents

+38 today

38ms

38ms

p50 latency

−4ms today

$4,208

$4,208

billed today

+9% today

Calls by agent type · last 24h

Isometric chart of calls per hour by agent type

New sign-ups

research-bot

Acme Labs · invoices:read

2s

buyer-07

Shoply · invoices:write

9s

ops-runner

Northwind · usage:read

14s

claw-agent

Maya L. · invoices:write

31s

cursor-dev

Ledgerline · keys:create

48s

recon-3

Halcyon · receipts:read

1m

View all 412 agents

Thousands of closed tickets

07 · Field notes

41,000 agent sign-ups · 0 support tickets

“Half our new accounts last quarter were agents. None of them needed a demo, a dashboard or a password reset.”

ML

Maya Lindqvist · CTO, Ledgerline

“We shipped an MCP server on Friday. By Monday, three assistants were recommending us.”

PS

Priya Shah · Founder, Shoply

“Our docs used to be for people. Now llms.txt is our best-performing landing page.”

TB

Tom Becker · DevRel, Northwind

“Per-call billing let us charge agents fairly without inventing a new pricing page.”

AR

Ana Ruiz · CFO, Halcyon

Thousands of closed tickets

07 · Field notes

41,000 agent sign-ups · 0 support tickets

“Half our new accounts last quarter were agents. None of them needed a demo, a dashboard or a password reset.”

ML

Maya Lindqvist · CTO, Ledgerline

“We shipped an MCP server on Friday. By Monday, three assistants were recommending us.”

PS

Priya Shah · Founder, Shoply

“Our docs used to be for people. Now llms.txt is our best-performing landing page.”

TB

Tom Becker · DevRel, Northwind

“Per-call billing let us charge agents fairly without inventing a new pricing page.”

AR

Ana Ruiz · CFO, Halcyon

Thousands of closed tickets

07 · Field notes

41,000 agent sign-ups · 0 support tickets

“Half our new accounts last quarter were agents. None of them needed a demo, a dashboard or a password reset.”

ML

Maya Lindqvist · CTO, Ledgerline

“We shipped an MCP server on Friday. By Monday, three assistants were recommending us.”

PS

Priya Shah · Founder, Shoply

“Our docs used to be for people. Now llms.txt is our best-performing landing page.”

TB

Tom Becker · DevRel, Northwind

“Per-call billing let us charge agents fairly without inventing a new pricing page.”

AR

Ana Ruiz · CFO, Halcyon

08 · Pricing

Priced per call, like your users.

No seats, no minimums. Pay for the calls agents make.

100k

100k

calls free every month

$0.002

$0.002

per call after that

$0

$0

for failed or blocked calls

10 · Questions

Good to know.

Can’t find an answer? Our engineers reply within a working day.

Talk to an engineer

Do I need to rebuild my backend?

No. Point Opero at your existing API or OpenAPI spec and it generates the MCP server, CLI and docs on top. Legacy tools without an API can use one of our adapters.

Which agents can use my product?

How do I know which agent is calling?

What counts as a call?

Can people still use my product?

Isometric agent core

Get started

Make something agents want.

Free for your first 100,000 agent calls. No credit card, no sales call (unless you want one).

No credit card

100,000 free calls

Cancel anytime

Isometric agent core

Get started

Make something agents want.

Free for your first 100,000 agent calls. No credit card, no sales call (unless you want one).

No credit card

100,000 free calls

Cancel anytime

Isometric agent core

Get started

Make something agents want.

Free for your first 100,000 agent calls. No credit card, no sales call (unless you want one).

No credit card

100,000 free calls

Cancel anytime

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