Pigeonworks

What's AI Native SaaS?

Why are Pigeonworks servicesso inexpensive?What makes the low price possible,and what sets them apart?

Pigeonworks buildsservices for wellness

They are Vertical SaaS focused on wellness.

Wellness means living well. It covers people and dogs sharing a place, what they eat there, and the place they live in itself.

We build them the way AI builds and runs — AI Native SaaS. That is why we can offer this price.

What does that mean? We will start from what the word SaaS means, and go from there.

What is SaaS, to begin with?

There are two ways to buy Word and Excel: Office, which you install once and own, and Microsoft 365, which you pay for monthly or yearly.

Software you rent by the month or year rather than buy outright — like Microsoft 365 — is called SaaS. Most SaaS runs on computers owned by the company that made it, and we use it over the internet.

A drawing of a cloud holding a document and pen, a pen nib, an open ledger and calculator, and a lined document with a box; dashed lines run out from it to a machine with a screen, a smartphone and a laptop.the internet
Microsoft 365IllustratorMoney Forward Cloudkintone

Illustrator, used for design, is now offered only on monthly or yearly plans. Money Forward Cloud for accounting and kintone for tracking internal work are also paid for monthly or yearly. Many of the tools we work with now arrive this way.

Services you pay for monthly, like unlimited video streaming, are called subscriptions. A subscription is a way of paying; SaaS is a way of delivering software over the internet.

Some SaaS works for any industry; some is focused on a single industry or field. The products above are the former. The latter is called Vertical SaaS.

A drawing of identical squares in a row, with a magnifying glass circling just one of them. Only that one is coloured.

What Pigeonworks builds is Vertical SaaS focused on wellness.

What is AI Native SaaS?

  • What did going from twelve and a half hours to ninety-three minutes bring us?

    In 1913, Ford rebuilt its car factory around machines.

    Within about a year, assembling one car went from twelve and a half hours to ninety-three minutes.

    They could build far more, and the price of the same model fell from $825 to, in time, $260.

    A drawing of a factory assembly line: as it moves along the belt, what began as wheels and a frame gains a body and then a roof, becoming a finished car.

New technology has never shown its power when simply bolted onto the existing way of working. Things changed only when the whole way of building was rebuilt around it.

The same is true of SaaS: the means of building it has changed. AI can now build it and run it.

We rebuild the way we work from the ground up, around this new means of building.That is what we define as AI Native SaaS.

Rebuilt means these four things are in place

  • People lay the rails

    People decide what to build and how far AI is trusted. Those decisions are built into the machinery, so anything that steps outside them is stopped.

  • AI builds

    AI writes almost all of the code. AI does not always return the same answer, but if it steps off the rails, the machinery stops it.

  • AI runs it

    We build so that responding to outages and the like can be left to AI. The final go-ahead is given by a person.

  • Tailored to you — AI answers

    Ask ChatGPT and you normally get a general answer. Connect it, and it answers from the records you have built up.

Why can it be this inexpensive?

Building and maintaining software took human hands, and those person-months — how many people for how many months — went straight into the price.

AI Native SaaS lowers the four costs inside a SaaS monthly fee, as follows.

  • The cost of building

    AI writes almost all of the code. The person-months it takes to build go down.

  • The cost of running

    From the start we choose a design that does not add fixed monthly costs — the kind you keep paying for even at hours when nobody is using it.

  • The cost of upkeep

    Watching for outages and carrying out repairs are handled by AI and machinery.

  • The cost of fixing later

    What must not happen is stopped by machinery in advance. This is not the practice of shipping whatever runs on screen — so-called vibe coding.

SaaS for a specialised field can now be built too

Narrow to a single field and the number of users gets smaller.Build it in person-months and that cost is divided among those few users, so the price per user came out high.

Because the cost of building itself has fallen, the price can stay low even when the field is narrow.This is why Vertical SaaS can be built.

A page explaining this way of working in more detail is at si.pigeonworks.net .

What do you get out of using it?

The way factories build changed, and the price of cars came down.AI Native SaaS likewise changed the way it is built, and brought the price down.That brings three things.

  • Inexpensive

    With no person-months in the price, the monthly fee is low. We also build so that usage charges stay modest when you connect it to AI.

  • Answers come back tailored to you

    We provide a doorway (MCP) for connecting AI such as ChatGPT. What the answers look like is shown in the examples below.

  • Safe to use without handing over personal data

    We build so that names and email addresses are never handed to AI in the first place. What AI is allowed to do stays inside limits a person has set.

For example, you can ask

A drawing of someone in a headset behind a counter, working through a window in the wall with the documents and boxes beyond it
  • "Is there anything I should take care of right now?"

    Person

    A lodging reservation service

    Three things. One booking is still missing its guest register, one room has no cancellation policy set, and one booking has a card payment stuck partway through.

    Service (MCP)

    AI picks out bookings missing a guest register and rooms with no cancellation policy, and tells you. It also surfaces bookings whose card payment is behind.

  • "What have my meals looked like over the past two weeks?"

    Person

    A meal-logging service

    Over the past two weeks, noodles came up most often at nine times, and six meals included vegetables. The days you wrote that you felt good tend to be days with soup in the morning.

    Service (MCP)

    From your records, AI summarises the kinds of meals and the patterns in how you felt.

Pigeonworks buildsthinks about living well,and builds services for it

Pigeonworks defines wellness as living well. It covers people and dogs sharing a place, what they eat there, and the place they live in itself.

So we build our services as people who use them too. We use them in our own lives, and release only what we find good. Using your own product yourself is called dogfooding.

A drawing of a dog eating from a bowl on the floor. Only the inside of the bowl is coloured green.

Vertical SaaS for wellness

Both eatreel.ai and kai are Vertical SaaS focused on wellness. And both are built as AI Native SaaS.

eatreel.ai logs what you eat so you can see how eating and mood connect. kai lets a small inn keep going without being tied up by an expensive, complicated reservation system.

  • eatreel.ai

    Log what you eat, and AI gives advice based on those records.

    Price
    Free to start. Paid plans are $2 a month (about ¥320) or $20 a year. Yen figures are a guide, converted at the August 2026 average rate of ¥158.74 to the dollar.
    How it works
    We hit the defects first ourselves, and from then on had machinery check for them.Records can be exported as CSV or JSON.
    Visit eatreel.ai
  • kai

    A reservation system for small inns.

    Price
    Up to 10 rooms for $20 a month before tax, billed in Japanese yen. No setup fee and no booking commission.
    How it works
    There is no minimum contract period. Bookings and guest registers can be exported as CSV.Guests' payments go directly to the inn's own account.
    Visit kai

AI Native SaaS is whatPigeonworks services have in common.

AI Native SaaS is SaaS where people lay the rails and AI builds and runs on top of them. Ask the AI, and the answer comes back tailored to you.

This is not merely adopting AI. The way we build and the way we watch over it have been rebuilt around AI from the start.

With person-months kept out of the price, we can offer Pigeonworks services at this price. What must not happen is checked by machinery, so you can use them with confidence.

The services Pigeonworks builds are Vertical SaaS focused on a single field. The fields differ, but what they have in common is that each is AI Native SaaS, built this way.