The problem

At At some some point point hiring hiring stopped stopped changing changing anything. anything. Each Each new new person person slotted slotted into into the the same same approvals approvals and and the the same same meeting, meeting, and and the the operation operation kept kept its its shape.shape.

At At some some point point hiring hiring stopped stopped changing changing anything. anything. Each Each new new person person slotted slotted into into the the same same approvals approvals and and the the same same meeting, meeting, and and the the operation operation kept kept its its shape.shape.

At At some some point point hiring hiring stopped stopped changing changing anything. anything. Each Each new new person person slotted slotted into into the the same same approvals approvals and and the the same same meeting, meeting, and and the the operation operation kept kept its its shape.shape.

The route to a signature

The chase between desks

The Monday meeting

This is not a people problem. The shape is the ceiling, and hiring cannot raise it.

The work

We build agents for the functions that run the business. These six come up most.

The label on each one is the function that owns it. The first half of each paragraph is the job today. The second half is the job running.

The quote
The quote

CREDIT AND UNDERWRITING

The committee memo

A file lands, someone assembles the pack, spreads the financials, and the committee waits for the memo. The pack is pulled, spread and checked against policy as it arrives, and the memo is drafted and held for the committee’s signature.

ONBOARDING AND COMPLIANCE

The counterparty file

The licence, the registry extract and the UBOs are collected and checked, and everything downstream waits on the approval. The file is assembled and screened as documents arrive, what is missing is chased, and the approval is held for the person who signs.

FINANCE AND TREASURY

The payment run

The statement, the system and the payment list disagree, and someone explains every line before anything is released. Records are matched as they update, the run is assembled against your thresholds, and release waits for a signature.

REVENUE OPERATIONS

Lead to proposal

A request comes in, someone prices it against the exceptions one person knows, and the proposal goes out when there is time. The proposal is drafted in your format as the request lands, priced inside the rules you set, and followed up on a schedule.

FUND AND INVESTOR OPERATIONS

The investor report

The figures come out of systems that disagree, and the pack is assembled late by the person who signs it. The pack builds itself on your schedule, every figure carries the page it was read from, and it is held for the signature.

DOCUMENTS AND DEALS

The data room

Someone reads what there is time to read, and what was missed surfaces after signing. Every document is read, checked against your positions, and the exceptions come back cited to their page.

Nothing here waits for someone to remember. These are not the only six. If the job in your head repeats, and the calls behind it can be encoded, it gets built the same way, and nobody has to ask whether it was done.

The engagement

Most of what your business runs on was never written down. Writing it down is the first thing we do, and the agents run it from there.

Phase 01 · The AI audit

We map what actually happens

We sit with the people who make the calls, including the parts that are not in the SOP. You get it timed and costed.

Every step timed and costed

The exceptions named, including the customers who are one

A spec you can take elsewhere

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Phase 02 · Build

The data layer first, then the workflows

Before anything can run, one layer has to read every system the work touches and keep it current. That is the first build and it is most of the engineering. The agents that do the work sit on top of it.

The data layer before the agents

What runs, on what trigger, into which system

What it does when it cannot be sure

Phase 03 · Run

We keep it running

We watch it and we extend it as the work changes. Failures are ours to catch and ours to fix.

Watched, with exceptions routed to a person

Extended as the work changes

Failures reach us before they reach you

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The compound effect

An AI native operation does more every month, and nobody works longer for it.

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Standard applied to every file

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Files checked by sample

Every correction you make becomes a rule, and it applies to every job after it. The second workflow stands on the first, and the next part of the business starts higher than the last.

Your best person, on every file

The judgment that sits with one person reaches the files that person has time for. Encoded, it reaches all of them.

It does not keep office hours

Work moves in shifts, and every extra person adds a handoff. Encoded, it runs through the night and the weekend.

Speed you can win on

The biggest step in most jobs is the one where nothing is happening. Take the waiting out and the work reaches the customer while the decision is still live.

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Extra headcount to run the work

What has to exist first

We build the layer that knows how your business actually works.

A product you buy has the same features for everyone and no idea what your systems hold. This one is built from what yours actually hold, and it goes in before any agent does.

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Data Layer

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The data layer

Everything the job touches, read into one layer that stays current.

WHEN IT STARTS

A pack arrives

WHILE IT RUNS

It retries, then it stops

WHEN IT ENDS

Release or return

Running

Workflow orchestration

The whole job, first step to last, with the handoffs between agent and person.

 
  • The schedule fired

    The new statements read

    Payments matched to invoices

    This week’s report built

    One number left with you

It runs without being asked

A document lands or the schedule comes round, and the work is already underway.

Task

Router

  • Anthropic

  • GPT

  • Kimi

  • DeepSeek

  • GLM

Model routing

Cheap models read, expensive models judge, and the bill shows which did what.

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Integration

The result arrives where your team already works, not in another tab nobody opens.

  • a scanned pack with no text layer

  • a proposal revised three times over WhatsApp

  • a payment run with one line already part-paid

  • a UBO chart that arrives as a photo

  • a fee schedule with the tiers in merged cells

  • an ERP nobody has the password to

  • a licence that expires before the file is approved

  • the four customers who are an exception

  • a shared drive where nobody agrees which folder is current

  • a bank that changed its statement format overnight

  • a figure that has to be cited to its page

  • a limit one person waives on a call

  • a pack where two documents disagree

  • the step that waits three days for one reply

  • a spreadsheet named after the person who built it

  • an export nobody on the team has ever run

  • the cash position rebuilt every Monday from five files

The alternatives

Four routes to this, and where each one stops.

A consultancy

A software product

A development shop

Your own team

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ALREADY CONSIDERED

A consultancy

It ends at the document.

NOT FINISHED

Their partner model is built for engagements far larger than this one. Below that line the document is the profitable part and the build is not.

A document. Your team still runs the work themselves.

They encode your judgment, and it leaves with them when the engagement closes.

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ALREADY CONSIDERED

A software product

It ends at the login.

NOT FINISHED

One product has to serve every company that buys it. An engineer sitting inside yours does not survive a product margin.

A login and a seat bill. The exceptions your business runs on are still manual.

You encode it, on your own time, in someone else’s configuration screen.

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ALREADY CONSIDERED

A development shop

It ends with your specification built exactly.

NOT FINISHED

They price and staff for build time. Sitting with your team until the specification exists is not in that price.

Software, and the specification problem you started with.

You encode it, in the specification. Writing that specification is the part you were trying to hand over.

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ALREADY CONSIDERED

Your own team

It ends at the half-built version.

NOT FINISHED

An internal build runs on whoever has time left over, and every week it competes with the objectives those same people are actually measured on.

A stalled effort, running on one person’s laptop.

Whoever has time that quarter.

Runbook does not stop there.

We encode the judgment your own people already apply, exceptions included. What is left after is a system running in production. Running it is the relationship, and the build is what earns it.

The reason most internal efforts stall at “we built a chatbot” is not the model and not the engineers. It is that what is left is checking every answer against jobs you already finished, the permissions, the exceptions and the reliability your business is judged by, and none of it is the part anyone wanted to build.

The alternatives

Four routes to this, and where each one stops.

A consultancy

A software product

A development shop

Your own team

BG Image

ALREADY CONSIDERED

A consultancy

It ends at the document.

NOT FINISHED

Their partner model is built for engagements far larger than this one. Below that line the document is the profitable part and the build is not.

A document. Your team still runs the work themselves.

They encode your judgment, and it leaves with them when the engagement closes.

BG Image

ALREADY CONSIDERED

A software product

It ends at the login.

NOT FINISHED

One product has to serve every company that buys it. An engineer sitting inside yours does not survive a product margin.

A login and a seat bill. The exceptions your business runs on are still manual.

You encode it, on your own time, in someone else’s configuration screen.

BG Image

ALREADY CONSIDERED

A development shop

It ends with your specification built exactly.

NOT FINISHED

They price and staff for build time. Sitting with your team until the specification exists is not in that price.

Software, and the specification problem you started with.

You encode it, in the specification. Writing that specification is the part you were trying to hand over.

BG Image

ALREADY CONSIDERED

Your own team

It ends at the half-built version.

NOT FINISHED

An internal build runs on whoever has time left over, and every week it competes with the objectives those same people are actually measured on.

A stalled effort, running on one person’s laptop.

Whoever has time that quarter.

Runbook does not stop there.

We encode the judgment your own people already apply, exceptions included. What is left after is a system running in production. Running it is the relationship, and the build is what earns it.

The reason most internal efforts stall at “we built a chatbot” is not the model and not the engineers. It is that what is left is checking every answer against jobs you already finished, the permissions, the exceptions and the reliability your business is judged by, and none of it is the part anyone wanted to build.

The alternatives

Four routes to this, and where each one stops.

A consultancy

A software product

A development shop

Your own team

BG Image

ALREADY CONSIDERED

A consultancy

It ends at the document.

NOT FINISHED

Their partner model is built for engagements far larger than this one. Below that line the document is the profitable part and the build is not.

A document. Your team still runs the work themselves.

They encode your judgment, and it leaves with them when the engagement closes.

BG Image

ALREADY CONSIDERED

A software product

It ends at the login.

NOT FINISHED

One product has to serve every company that buys it. An engineer sitting inside yours does not survive a product margin.

A login and a seat bill. The exceptions your business runs on are still manual.

You encode it, on your own time, in someone else’s configuration screen.

BG Image

ALREADY CONSIDERED

A development shop

It ends with your specification built exactly.

NOT FINISHED

They price and staff for build time. Sitting with your team until the specification exists is not in that price.

Software, and the specification problem you started with.

You encode it, in the specification. Writing that specification is the part you were trying to hand over.

BG Image

ALREADY CONSIDERED

Your own team

It ends at the half-built version.

NOT FINISHED

An internal build runs on whoever has time left over, and every week it competes with the objectives those same people are actually measured on.

A stalled effort, running on one person’s laptop.

Whoever has time that quarter.

Runbook does not stop there.

We encode the judgment your own people already apply, exceptions included. What is left after is a system running in production. Running it is the relationship, and the build is what earns it.

The reason most internal efforts stall at “we built a chatbot” is not the model and not the engineers. It is that what is left is checking every answer against jobs you already finished, the permissions, the exceptions and the reliability your business is judged by, and none of it is the part anyone wanted to build.

The boundary

We put a mechanism behind every promise we make.

Your timezone

WhatsApp, not a form

Written down first

When it breaks at 2am, that is ours

Every workflow is monitored and the alert reaches us before it reaches you. You are told what failed, what happened to the work that was mid-flight, and what changed.

You own it. No seat bill

Your credentials and your data stay in your accounts. The runbook and the workflows are yours from the day we start, not at handover. No licence, and nothing billed per seat.

Nothing goes out unsigned

Every agent has a line it will not cross alone. You set where the line sits, and what stops there goes to a named person with the work attached.

How long does it take?

The scope, the fee and the finish date are agreed with you in writing before anything starts. We do not publish a length, because it follows the size of the business, how many systems the work touches and what condition the data is in. The build is quoted only after the audit, because we do not quote work we have not scoped.

Do we have to move our data?

No. We build a layer that reads what you already have, wherever it lives. An ERP, a shared drive, WhatsApp, a rate card in Excel. Moving your data is a different project and it is not this one.

What happens when it gets something wrong?

The agent is built to know when it cannot be sure. At that point it stops and tells a named person, with the reason. The exceptions are written down in phase 01, so they are part of the spec rather than a surprise in phase 03.

Who owns it when you leave?

You do. The code, the credentials, the documentation and the exception paths sit in your accounts and under your name from the day we start. You can also stop after the audit and take the runbook to another team.

Does this replace people?

It replaces the part of a role that is repeated, which is usually the part nobody enjoys. We will not tell you it never changes a headcount. Sometimes it is the reason you do not need the next hire.

What if our process is not written down anywhere?

That is the normal case and it is what phase 01 is for. We write the work down, timed and costed, and you own that document whatever you decide next.

How is this different from hiring a developer?

A developer builds what you specify, and the specification is the hard part. We write it first, by sitting with the people who do the work, then build it, then run it.

How long does it take?

The scope, the fee and the finish date are agreed with you in writing before anything starts. We do not publish a length, because it follows the size of the business, how many systems the work touches and what condition the data is in. The build is quoted only after the audit, because we do not quote work we have not scoped.

Do we have to move our data?

No. We build a layer that reads what you already have, wherever it lives. An ERP, a shared drive, WhatsApp, a rate card in Excel. Moving your data is a different project and it is not this one.

What happens when it gets something wrong?

The agent is built to know when it cannot be sure. At that point it stops and tells a named person, with the reason. The exceptions are written down in phase 01, so they are part of the spec rather than a surprise in phase 03.

Who owns it when you leave?

You do. The code, the credentials, the documentation and the exception paths sit in your accounts and under your name from the day we start. You can also stop after the audit and take the runbook to another team.

Does this replace people?

It replaces the part of a role that is repeated, which is usually the part nobody enjoys. We will not tell you it never changes a headcount. Sometimes it is the reason you do not need the next hire.

What if our process is not written down anywhere?

That is the normal case and it is what phase 01 is for. We write the work down, timed and costed, and you own that document whatever you decide next.

How is this different from hiring a developer?

A developer builds what you specify, and the specification is the hard part. We write it first, by sitting with the people who do the work, then build it, then run it.

How long does it take?

The scope, the fee and the finish date are agreed with you in writing before anything starts. We do not publish a length, because it follows the size of the business, how many systems the work touches and what condition the data is in. The build is quoted only after the audit, because we do not quote work we have not scoped.

Do we have to move our data?

No. We build a layer that reads what you already have, wherever it lives. An ERP, a shared drive, WhatsApp, a rate card in Excel. Moving your data is a different project and it is not this one.

What happens when it gets something wrong?

The agent is built to know when it cannot be sure. At that point it stops and tells a named person, with the reason. The exceptions are written down in phase 01, so they are part of the spec rather than a surprise in phase 03.

Who owns it when you leave?

You do. The code, the credentials, the documentation and the exception paths sit in your accounts and under your name from the day we start. You can also stop after the audit and take the runbook to another team.

Does this replace people?

It replaces the part of a role that is repeated, which is usually the part nobody enjoys. We will not tell you it never changes a headcount. Sometimes it is the reason you do not need the next hire.

What if our process is not written down anywhere?

That is the normal case and it is what phase 01 is for. We write the work down, timed and costed, and you own that document whatever you decide next.

How is this different from hiring a developer?

A developer builds what you specify, and the specification is the hard part. We write it first, by sitting with the people who do the work, then build it, then run it.