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Your tech partner for the AI era.

A 3:1 return, starting with the line on your P&L that hurts.

For established companies that want results from technology, and someone accountable for them. We find where cash, time or margin is stuck, fix it with our own team, and report against the number until it holds.

See how it works

Agents running on KAI Vault

Today
  1. SAP2 orders held for a credit checkJust nowRunning
  2. WhatsApp27 overdue invoices followed up2 minDone
  3. 1,380 bank lines matched to invoices5 minDone
  4. Outlook19 supplier emails answered9 minDone
  5. ExcelWeekly P&L report built14 minDone
  6. 46 CFDI invoices issued20 minDone

Example

A technology project without a number attached is a cost.

Modernization projects usually start with a system and then look for a reason. We start with the line that hurts (days to collect, cost to serve, order-to-cash cycle, hours lost to manual work) and choose the technology from there. Sometimes the answer is an ERP. Sometimes it's a process change and two agents. Either way, we're accountable for the number moving.

How we take a bottleneck to a result.

One example runs through all four steps. Pick a department:

Order to cash at a distributor.

  1. 01Baseline

    Find the line that hurts.

    We map the process end to end and write down the number as it is today, from your own data.

    62Days to collectToday

    Other lines we measure

    • Order-to-cash cycle
    • Cost to serve
    • Month-end close
    • Inventory visibility
    • Sales follow-up
    • Compliance exposure
    Order to cash, todayExample
    1. WhatsAppOrder arrives on WhatsAppPhotos, voice notes and PDFs
    2. SAPTyped into the ERPTyped again whenever an order changes
    3. ExcelCopied into ExcelCredit limits live in a spreadsheet
    4. OutlookInvoice emailedSent two days after delivery
    5. Chased by phoneThree hours a day, two people
    6. Payment matched by handBank lines checked one by one
    7. Parked as an exceptionOne payment in eight can't be identified
  2. 02Plan

    Rank it by money.

    Initiatives ranked by impact on that number, each with an owner, a date, and a definition of done. You see the full plan before we execute any of it.

    Ranked by money

    1. Manual payment matching$12,400/monthFinance lead · Week 3
    2. Collections chased by phone$9,800/monthCredit and collections · Week 5
    3. Orders retyped from WhatsApp$6,300/monthSales operations · Week 7
    Order to cash, redesignedExample
    1. WhatsAppOrder arrives on WhatsApp
    2. Read and captured by an agentRanked by money 3$6,300/monthSales operations · Week 7
    3. Credit and price checkAgainst the price list and the credit limit
    4. Within limits
    5. Credit review by a person
    6. SAPInvoiced the same day
    7. WhatsAppFollow-up sent by an agentRanked by money 2$9,800/monthCredit and collections · Week 5
    8. Payment matched by an agentRanked by money 1$12,400/monthFinance lead · Week 3
  3. 03Execute

    Pull four levers, with one team.

    Our team runs the work across four levers. One partner is accountable for all of it.

    • PeopleRoles, training, and adoption. A system nobody uses is a failed project.
    • ProcessesRedesign before automation. We don't digitize a broken step.
    • SystemsERP (Odoo), CRM, integrations, custom software, only where the plan calls for them.
    • Agents, on KAI VaultAI agents on repetitive, high-volume work: collections follow-up, document handling, monitoring, reporting. Built on the KAI Vault so they read your actual data.
    Initiative register4 of 5 liveExample
    InitiativeLeverOwnerStatus
    SAPOrders captured once in the ERPSystemsSales operationsDone
    WhatsAppCollections follow-up on WhatsAppKAI VaultAgentsFinanceAutomated
    Bank reconciliationKAI VaultAgentsFinanceAutomated
    Credit approval rulesProcessesFinance leadDone
    Collections team trainingPeopleCredit and collectionsIn progress
  4. 04Measure

    Hold the number.

    A shared dashboard against the baseline, reviewed on a fixed cadence. When the number holds, the engagement ends. When it doesn't, we keep going.

    Returned this year$342,000Delivered by the plan, run on KAI Vault.

    Days to collectExample

Bottlenecks we've owned.

In their own words.

The overall service has been excellent and has been our best technology provider over time.

Their ability to not only develop the software but also give valuable business consulting and propose processes that improve our operations. The overall service has been excellent and has been our best technology provider over time.

Claudia Correa · Technology Manager · Caché Interiores · Home furnishings retail

We experienced excellent results in terms of both technical performance and customer support.

State-of-the-art review analysis of system requirements. Their technical knowledge, people skills, and disposition are impressive. We experienced excellent results in terms of both technical performance and customer support.

Horacio Ahuett · Engineering and Sciences · Tecnológico de Monterrey · Higher education

We start with one department.

Finance, operations or sales: we pick the one where the numbers hurt most and prove the method there, with its own baseline and its own return. When that number holds, we take the same method to the next department.

  1. 01Pick the department where the numbers hurt most
  2. 02Baseline it and rank its work by money
  3. 03Run it on KAI Vault, then take the method to the next one

First step: a fixed-price diagnostic of that department, quoted in the first call

Credited if we execute the plan.

Questions operators ask us.

What does the diagnostic include?

Your baseline, measured from your own data; a ranked list of bottlenecks with the money attached to each; and a plan with owners, dates, and the number each initiative should move. It takes two weeks at a fixed price. If we go on to execute the plan, the diagnostic fee is credited.

Do we have to replace our ERP?

No. We choose the technology after we've measured the baseline. Sometimes the answer is a new ERP, sometimes a process change and a few automations on the systems you already have. When a new ERP is the right answer, we implement Odoo as an Odoo partner.

How do you connect the work to our P&L?

Before any work starts, we pick the line with you (days to collect, cost to serve, cycle time, margin) and agree how it's measured, usually with your finance team. Every initiative in the plan names the line it's meant to move, and we report against it on a shared dashboard.

What does the 3:1 ROI promise mean?

The result we deliver should be worth at least three times what you invest with us. We measure it on the P&L line we agree at the start, against the baseline from the diagnostic, and report on it on a fixed schedule. The method doesn't change: find the bottleneck, build the plan, execute it, and hold the number.

What happens if the number doesn't move?

We keep working at no extra fee until the target is met, within the terms and against the baseline we agreed at the start.

How do you get paid?

Against milestones. Every payment, including project closure, is tied to a milestone we agreed up front.

How much of our team's time does this take?

At least one hour a week with a project champion for regular checkpoints. If we need time from other people on your team, we ask in advance.

Do you work with our IT team and current vendors?

Yes. We work alongside your IT team and existing vendors. Our role is to own the result across all of them, so you have one accountable partner instead of several.

How long does an engagement last?

Six months is typical. The engagement ends when the number holds at the new level, not when a system goes live.

When can we start?

Two weeks after the contract is signed.

Start a conversation.

Tell us the number you want to move: a launch date, a cost, a cycle time, a cash position. We'll come back with a baseline, a plan, and what we'd be accountable for.