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See where AI can take over a specific piece of work.

Explore client projects and working systems built for specific processes across inboxes, documents, sales, finance, and company knowledge. See the work they handle, the decisions people retain, and the cost of a similar implementation.

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Agents, automation, and applications

Find the process you want to take off the team's plate.

Each entry shows the business context, the problem, how the system works, and the cost of a similar implementation. Open it for system screens, user decisions, and results from our tests.

  1. TAKEN
    01AI Agents
    Real-estate investment

    An agent takes a property lead from the portals to the first SMS to the owner.

    The system watches saved searches across OLX, Otodom, Gratka, and Morizon, remembers each listing's history, and hands the operator a short decision queue. On the strongest leads it prepares the first contact: an SMS to the owner, ready to send with a single approval.

    Whoever messaged the owner first won

    Whoever messaged the owner first won, and refreshing the portals by hand could not keep up.

    Four portals watched, one decision queue

    The agent watches four portals (OLX, Otodom, Gratka, Morizon) around the clock, so no one has to click through tabs every morning.

    Business type
    Real-estate investors and acquisition teams
    Similar system build
    from €3,000 net
    Sources
    OLX, Otodom, Gratka, Morizon
    View full example
  2. 02AI Automations
    foap.com · creator correspondence

    The conversation, campaign terms and reply in one workspace.

    A workspace for the foap.com team: multilingual conversations, invitation terms, reply drafts and cases that need a decision.

    A short reply can open several questions

    A creator confirms interest, asks about a deadline or reports missing access.

    From the queue to a reply with the history intact

    The inbox opens into the full conversation.

    Client
    foap.com
    Process
    Creator correspondence
    Context
    Campaign, invitation and FAQ
    View full example
  3. 03AI Agents
    Personal operator · your infrastructure

    A personal AI operator, tuned and hosted on your own machine.

    An operator for one person on a proven open-source base: enhanced memory, tools, permissions and skills, tuned to your work, so your data stays with you.

    Separate tools, no shared memory

    Your work is scattered across separate tools: documents in one, research in another, leads and market signals in the next.

    One base, tuned and stood up on your machine

    You get one operator for documents, research, markets, and leads.

    Business type
    Owner-led businesses, executives, and independent operators
    Similar system build
    from €600 net
    Base
    A proven open-source foundation
    View full example
  4. 04AI Training
    jakotako.design · one-to-one training

    From Claude training to a working agent loop at jakotako.design.

    Oleksandr Usyk, co-founder and art director at jakotako.design, worked with us one-to-one on his studio's own tasks. The engagement combined learning Claude with building a tool for daily work.

    The studio needed its own way to work with AI

    The design studio wanted to work on its own tasks: finding potential clients, monitoring the market and developing its website.

    Each session ended with a working part of the process

    The one-to-one sessions combined learning Claude with building tools for the studio.

    Client
    jakotako.design
    Scope
    One-to-one training and building
    Built
    An agent loop for sales-prospect sourcing and competitor monitoring
    View full example
  5. INVESTPASS
    05AI Agents
    Private-company screening · investment workflow

    The first pass over the whole list, before the analyst opens a single company.

    The system handles the analyst’s first review of the company list. Fixed rules filter companies before AI analysis. It then researches registry records, financials, LinkedIn and the web, answers 11 diligence questions with sources, and retains the history across runs. Memos and outreach drafts wait for approval.

    The prep work ate the time before any judgment

    Before an analyst even began judging a company, the time went on tedious prep work: tidying up messy exports, checking whether a company fit at all, digging up context in registries.

    Hard rules cut the list, the agent studies the rest

    The system takes on the entire first pass across the company list.

    Business type
    PE/VC funds and investment teams
    Similar system build
    from €3,000 net
    Inputs
    Company exports, KRS registry, financials, LinkedIn, web context
    View full example
  6. 06AI Automations
    Email orders into ERP

    An emailed order becomes a ready-to-review ERP draft.

    The system identifies products, units, and substitutes. The operator handles only the lines that cannot be confirmed against the catalogue.

    The problem

    B2B orders arrive in emails, PDFs, and spreadsheets.

    How the system works

    The system reads the order and checks every line against the product catalogue.

    Business type
    B2B wholesalers and distributors working in an ERP
    Cost
    About PLN 0.0027 for the recorded read of one order.
    Similar system build
    from €1,750 net (approx. $1,900) · 2–6 weeks
    View full example
  7. 07AI Agents
    Tender monitoring

    BZP and TED deadlines and watched proceedings appear in one list.

    The system gathers notices, normalizes the key details, and links every record to its official source.

    The problem

    Tender alerts return many notices matched only by a broad procurement code.

    How the system works

    The system collects BZP and TED notices, normalizes the key data, and puts deadlines on one list.

    Business type
    Contractors and suppliers bidding in public tenders
    Cost
    About PLN 0.00083 for the recorded read of one notice.
    Similar system build
    from €3,000 net (approx. $3,250) · 6–16 weeks
    View full example
  8. 08AI Automations
    Transport documents

    A poor CMR photo goes straight back to the driver. A readable document reaches settlement with every field tied to the image.

    The system checks image quality before extraction, avoiding model calls on photos that cannot be read reliably.

    Why a poor photo delays settlement

    An operator opens each image and attempts to read it before discovering that it is overexposed, dark, or cropped.

    What the system does

    The system first checks five image-quality features.

    Cost
    USD 0.007617 for the recorded read of one document.
    Similar system build
    from €1,750 net (approx. $1,900) · 2–6 weeks
    Best for
    Carriers, freight forwarders, and logistics operators
    View full example
  9. 09AI Automations
    Accounts payable invoice coding

    The accountant receives a coding proposal with its supporting record.

    The system proposes the account and cost center from the invoice and supplier history. It separately checks the purchase order and goods receipt.

    The problem

    Before posting an invoice, someone reads it, selects the account and cost center, and compares it with the purchase order and receipt.

    How the system works

    The system combines invoice text with supplier history and proposes an account and cost center.

    Business type
    Companies with in-house accounting or accounts payable
    Cost
    USD 0.004514 per invoice; USD 0.054165 for the recorded 12-invoice run.
    Similar system build
    from €1,750 net (approx. $1,900) · 2–6 weeks
    View full example
  10. 10AI Agents
    RFQ pricing

    Every price in the sheet points to a precedent or approved rule.

    The system breaks an RFQ into lines and searches quote history and approved costing rules for a price basis.

    The problem

    An estimator extracts materials, operations, quantities, and tolerances from several documents.

    How the system works

    The system creates the line-item list and checks quote history and costing rules.

    Business type
    Manufacturers and B2B suppliers preparing repeat quotes
    Cost
    About PLN 0.0034 for the recorded read of one request for quotation.
    Similar system build
    from €3,000 net (approx. $3,250) · 6–16 weeks
    View full example
  11. 11AI Agents
    Client document intake

    Every new document updates the same case file, so staff can see what is missing and what needs clarification.

    The system follows one case across messages and days. It retains documents, deadlines, gaps, and conflicts through a restart.

    Why case files get stuck in the inbox

    Identity documents, powers of attorney, and declarations arrive separately.

    What the system does

    Each document joins the right case.

    Cost
    About PLN 0.00089 for the recorded read of one document.
    Similar system build
    from €3,000 net (approx. $3,250) · 6–16 weeks
    Best for
    Financial intermediaries and back-office teams completing client files
    View full example
  12. 12AI Apps
    Company knowledge with access controls

    An employee asks a question and gets a sourced answer that respects their document access.

    Permissions are enforced before content is retrieved, so a confidential document reaches neither the answer nor the model. Missing information produces a safe response.

    The problem

    Knowledge is scattered across documents, inboxes, and the memory of a few experienced colleagues.

    How it works

    The employee's identity and groups travel to the database with the question.

    Business type
    Mid-sized and large organizations with a private knowledge base and role-based access
    Cost
    PLN 0 in external API fees for the recorded run; 3 answers prepared locally, 521 ms median.
    Similar system build
    from €3,000 net (approx. $3,250) · 4–10 weeks
    View full example
  13. 13AI Automations
    Management reporting

    The controller opens a prepared report and can trace every number back to its source.

    The system combines three sources, calculates metrics from agreed definitions, and prepares commentary for approval.

    Why month-end reporting takes so long

    Report data comes from ERP, CRM, and a controlling workbook.

    What the system does

    It imports three sources, reconciles values, and builds the report from agreed definitions.

    Cost
    About PLN 0.0010 for the recorded commentary draft and the number-and-source check.
    Similar system build
    from €1,750 net (approx. $1,900) · 2–6 weeks
    Best for
    Companies assembling monthly management reports from several sources
    View full example

Which process takes the most time today?

In a free call, we will identify the process with the strongest potential, clarify the data it needs, and propose a sensible first implementation scope.

  • A 30-minute call with the engineer who would lead the work.
  • A review of the processes that cost you the most time and money.
  • A written summary: a possible direction, missing information and the next step.
€030 minutes · written takeaway within 2 business days
Book a free process scan (30 min)

Times are shown in your own time zone. We work with clients across time zones.

The scan chooses one process to assess, and within 2 business days you receive a recommendation, including when a simpler route is the better fit.