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Local enterprise AI

Your own AI over email, CRM, accounting and documents. It prepares routine work, people only confirm it, and management sees where things are stuck. It runs on your server or on a machine rented just for you, so data does not go to an outside AI service.

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Sales coordinator's overview: a sales-only menu, a draft reply to an inquiry in Outlook and a price entry waiting for her confirmation
  1. The menu shows sales only. Jana sees neither finance nor production.
  2. A draft reply to an inquiry is already waiting in her Outlook.
  3. The system records the new price only after Jana confirms it.

Screenshots are from the prototype. The company and the data are fictional.

Management sees whether things happen on time

The main number for management is flow: how fast an inquiry, quote, order and invoice move through the company, and who everyone is waiting on. How much people use AI is only the second layer.

  • Who is holding what. Every overdue item has a name and a number of days.
  • From the first demos. At prototype demos, company management wanted to see this first, so the overview is built around flow.
Process

Who is holding what

  • Inquiry Gumex CZ, extrusion headSales2 days over
  • Inquiry Technoplast, spare screwJana Dvorakova1 day over
  • Quote Stavokomplet, line EX90Jana Dvorakova5 days over
  • Quote Plastform, spare partsSales2 days over
  • Order confirmation Z-2604, GumexProduction1 day over
  • Reminder Stavokomplet, 41 days past dueFinance41 days over
  • Reminder Technoplast, 33 days past dueFinance33 days over
  • Reminder INV 2026-0418Eva Krausova21 days over
  • Material for Z-2611Purchasing9 days over
  • Chaser KunststoffPurchasing4 days over
  • Order O-4490, BohdalicePetr Malek4 days over
Tap a process to see who is holding what. A piece of the prototype; the data is made up.

The model and the data stay with you

Local means the model is yours and questions do not go to an outside AI service. Where the machine sits, you choose by budget, and you can change it later.

Where should the machine sit

The machines sit in your server room. The platform does not need the internet to work with your data.

Where the data is
with you
How you pay
hardware once, no rent
How fast you start
once the hardware arrives

A dedicated server at a Czech provider. You do not buy hardware, and the model and the data stay yours alone.

Where the data is
on the rented machine
How you pay
monthly rent, no investment
How fast you start
within a week

A GPU machine in the cloud that runs your own model. Only the hardware is rented; the service and the model are yours.

Where the data is
on the rented GPU machine
How you pay
only for running time
How fast you start
within two days

The same in all three

  • The model is yours.
  • Nobody outside the company sees your documents.
  • Questions do not go to an outside AI service.
  • You hold the keys.
  • Moving between options is a move: the portal, agents and workflows stay.

The machine prepares, a person signs

The platform reads email and your systems and prepares a draft reply, a supplier chaser or a price entry. Nothing goes out until a person confirms it under their own name.

  • The draft reply waits in Outlook in the Drafts folder, the price entry in the CRM. You confirm, edit or reject it with one click.
  • Nothing falls through. After 24 hours a reminder arrives, after 48 the item goes to a deputy. Above CZK 100k, the managing director approves.

Waiting for a decision, 3 items

Order for bar at Ferona

Order for bar 1.2379, diameter 100 at FeronaUnder the 100k limit. Handled by Purchasing, waiting 9 days.

Goes out under the name Petr Malek; the machine sends nothing by itself.

The draft opens in Outlook; you approve it after editing.

Nothing goes out; the reason is saved.

Chaser to Kunststoff GmbH

Chaser to Kunststoff GmbHIn German, 5 days late. Handled by Purchasing, waiting 4 days.

Goes out under the name Petr Malek; the machine sends nothing by itself.

The draft opens in Outlook; you approve it after editing.

Nothing goes out; the reason is saved.

Reply to Stavokomplet inquiry

Reply to the Stavokomplet inquiryDraft in Outlook. Handled by Jana Dvorakova, waiting 3 h.

Goes out under the name Jana Dvorakova; the machine sends nothing by itself.

The draft opens in Outlook; you approve it after editing.

Nothing goes out; the reason is saved.

Queue rules

Reminder after 24 hDeputy after 48 hOver 100k the managing director approves
Pick Approve, Edit or Reject for an item. The data is made up.

It answers from your documents and shows the source

The platform searches drawings, quotes, price lists and invoices. Every answer shows where it came from, and when it cannot find a source, it says so.

  • Only what is allowed. It searches the documents the person asking may open.
  • Specialists per workflow. Sales, purchasing, design or finance, each with its own sources.
  • Numbers from the source. Dimensions, drawing numbers and prices come straight from the document and are never estimated.
Question for the chat
You

How many extrusion line orders have we done this year?

Company agent

So far this year 18 orders for extrusion lines. Last year by the same date it was 14.

Sources

POHODA, issued invoices 2025-2026
Filter: cost centre Extrusion lines, Jan 1 to today. 18 invoices.
RAYNET, sales deals
Stage Won, product "extrusion line", 18 deals. Last year by the same date 14.
You

Find part 31-0417 in the documentation.

Company agent

Part 31-0417 is the screw chamber flange seal (diameter 90 mm, FKM). In the spare parts catalogue for line EX90 it is on page 47, item 12 in the assembly drawing.

Sources

Linka-EX90/spare-parts-catalogue.pdf, p. 47
Pos. 12 | 31-0417 | Flanschdichtung Schneckenkammer | O 90 mm | FKM
Linka-EX90/chamber-assembly-drawing.pdf, p. 3
Chamber assembly drawing, item 12: flange seal, see catalogue p. 47.
You

What warranty did we give Gumex on the screw chamber?

Company agent

I do not have that in the documents. The Gumex contract is not among the files you may open. Ask sales or the administrator to add it.

Pick a question and tap a source to see where the answer comes from. The data is made up.

Anyone can flag a wrong answer with one button

An employee, a manager or the managing director does it right at the output, without a form. The administrator then fixes the source or the permission the error came from.

  • Fixed at the cause. If an agent reached for an old price list, the whole price list is removed from the sources.
  • Test set. The fixed case is added to it and tested again, even after the model is swapped.

Agent output

Quote draft v5

Quote draft for Plastform: screw 90/25, chamber and spare seals. The agent took the prices from the folder Archive/pricelist-2023.

Mark as wrong

Flagged by Jana Dvorakova, Sales, Sep 2: "The prices come from the old 2023 price list." The administrator then:

  1. Removes the folder Archive/pricelist-2023 from the index, so the agent no longer sees it.
  2. Adds the case "an old price list is not used" to the test set.
  3. Status: resolved in 2 h
Tap Mark as wrong. The data is made up.

How to start and what it costs

The project price depends on how many systems and workflows you have. You get a fixed price before anything is built.

  1. Demo, 25 minutes online

    We walk through the prototype on your company's workflows: what AI would do first and who may see what.

  2. AI plan within 48 hours

    The plan says what the project covers and what it costs, at a fixed price. It is usable even if you build with someone else.

  3. Project at a fixed price

    Connection to your systems, permissions from your list of accounts, training for your people and the first month under supervision.

AI plan within 48 hours. Its price is deducted from the project price.approx. EUR 400, fixed
Project at a fixed price after the plan.fixed price
Monthly oversight. No per-user fee and no fee per question.monthly
On-premise: the hardware is bought separately and is yours.separately
Cloud: operation including models, no hardware.monthly

I am not a VAT payer, prices are final and converted from CZK as approximations.

Frequently asked questions

What is local enterprise AI?

A language model and agents that run on your company's machine or on a machine rented just for you. They work with email, CRM, accounting and documents, prepare routine work and answer questions. Every person sees only what they are allowed to open in the source systems.

Is it running anywhere yet?

No. The prototype shows what the platform will look like and how people work in it. I am looking for the first companies to get it running with. The company and the data in the demo are fictional.

Why local?

A question about a contract or a drawing stays inside your perimeter. The model runs on a machine that is yours or rented just for you, and the running cost does not depend on the number of questions.

How does the platform know who may see what?

It takes permissions from the source: Microsoft 365 groups, folder permissions and roles in the CRM and accounting. It does not invent its own list, so when you remove a permission at the source, it disappears from the platform at the next sync.

We already run our own local chat. Why a platform?

A chat over a model is a good start. The platform adds permissions on documents, workflows that prepare work on their own, and an overview for management. If your model fits, it can stay.

Which systems does it connect to?

The ones you have. The prototype works with RAYNET, HubSpot, Pipedrive, Salesforce, POHODA, HELIOS, ABRA, SAP Business One, iDoklad, Fakturoid and Microsoft 365. Another system connects the same way, through a standard interface.

Which model, and under which licence?

We choose the model by workflow, document language and a licence your industry allows. It runs on your machine, so it can be swapped later without changing workflows or permissions.

What does running it cost?

A monthly oversight fee based on the number of workflows and systems, with no per-question and no per-user fee. On top of that, either your own server with a graphics card, bought once, or the cloud version as one monthly item.

Does our data have to be ready?

No. If it is not, we start with a two-week company preparation. The AI plan tells you whether it is needed.

Can it be co-funded by subsidies?

Sometimes. Servers, software and implementation are often eligible costs in Czech regional vouchers or OP TAK calls. Whether that applies to you, we check in the AI plan.

Access to the demo

I have built the whole interface, including how it looks for employees, administrators and owners. I am looking for the first companies to get it running with. Tell me what you need, and I will send you access to the demo.

Petr Kokoska

Petr Kokoska, Manta IT. For ten years I built systems for big brands. Now I build them for companies that have no IT department of their own.

The company in the demo is a model, the numbers in the interface are fictional. Manta IT, Petr Kokoska.