Articles grouped by business problem, industry, and system type.
AI in trade reads an order from a message or an attachment, but the quantity has to stay tied to its unit: „10” can mean units, cartons or sets. Before a line is saved, an employee sees what the client ordered and where the conversion to the order system's unit comes from.
AI in transport checks the documents for an order against the requirements of the specific client, assigns the files to the order and shows why the case is waiting: a missing document, an illegible photo or a file from another order. At Syntalith the automation costs from €3,000 net, and with 800 orders a month at 6 minutes of checking each it pays back in 1.3 months.
Data entry automation moves information from a source into fields in a file or a system. A table needs an import, a photo of a document needs OCR, and free text whose fields must be interpreted needs AI. Before saving, the system checks for duplicates. At Syntalith the automation costs from €3,000 net, and at 2,000 documents a month of 3 minutes each it pays back in 1.1 months.
Workflow in enova365 routes documents and tasks to the right people by rules. AI automation makes sense when a case waits for an explanation in email or the content of a document has to be read. First check with the system's administrator what the current flow lacks. At Syntalith the automation costs from €3,000 net, and at 500 documents in the flow a month of 10 minutes each it pays back in 1.5 months.
You compare AI agents on one process and the same set of cases, with the expected result in the system written down before the demo. What counts is the operation performed, the behaviour when data is missing or access is refused, and the handover to a person. At Syntalith an agent costs from €3,000 net, and with 500 customer cases a month at 8 minutes each it pays back in 1.7 months.
Compare AI implementation proposals for the same work result, volume and period. Keep the launch cost apart from the monthly fees and from the team's time for checking results. In the example proposal A costs €3,000 at the start and B €4,800. After 12 months, with fees and checking hours, A costs €13,176 and B €9,350, which is €3,826 less.
You accept a KSeF API integration on scenarios, because a single successful call does not confirm the invoice flow. Check a valid and a rejected document, an interrupted wait for the result, a retry without a duplicate operation and missing permissions. At Syntalith an automation costs from €3,000 net, and with 1,000 invoices a month at 3 minutes each it pays back in 2.0 months.
Start learning Make with a small process whose result you can check by hand: four fictional records, a status filter, a manual run and a retry. At Syntalith team training costs from €1,150 net a day, and with 8 people each recovering 1 hour a week it pays back in 1.0 month.
In contract logistics, first find where the goods or the information wait. A robot shortens physical movement, WMS rules give a predictable status, and AI sorts free-form messages from clients and carriers. Each problem has a different technology and a different supplier. At Syntalith the automation costs from €3,000 net, and with 1,500 messages to clarify a month at 6 minutes each it pays back in 0.8 months.
Start marketing automation with one repeatable task: a list of materials to update after a price change, returning a text without a source to its author, or a campaign report from several exports. Publishing and judging content stay with people. At Syntalith the automation costs from €3,000 net, and with 200 materials to check a month at 15 minutes each it pays back in 2.5 months.
You start an AI integration with your sales software from the document that should be created and the work needed to prepare it. Reading an order from an email is not enough: the client, product, unit and way of writing the record must be recognised. The first scope can end with a proposal a salesperson checks. An automation costs from €3,000 net and, at 800 orders a month of 6 minutes each, pays back in 1.3 months.
Fakturownia has its own integration with KSeF, Poland's national e-invoicing system: you turn on the add-on, choose automatic or manual authentication with certificates, decide who sends invoices and set up the receipt of purchase invoices. Extra automation makes sense only after an invoice arrives, for describing and coding it. At Syntalith the automation costs from €3,000 net, and at 1,000 purchase invoices a month of 3 minutes each it pays back in 2.3 months.
An AI agent acting on your behalf gathers data, prepares a file, fills in a form or carries out an approved operation once it has technical access to the tools and clear limits. A risky step waits for your approval. With 40 offer comparisons a month you get back about 6.7 hours, while with 300 tasks at 10 minutes each your own agent leaves €1,413 a month after the server, the model and maintenance.
At an AI agent demo, ask to see one case go from input to result in the user's tool, then change a condition: remove a piece of information you need or simulate a connection error. You will see how the system behaves off the usual path before you buy. At Syntalith an agent costs from €3,000 net, and at 500 requests for quotes a month of 10 minutes each it pays back in 1.4 months.
A request for proposal for an AI rollout describes the work to improve, the expected result, the data and integrations, the system's permissions and the way of acceptance. Attach examples of difficult cases and ask every supplier for the same answer format. The brief takes an hour and lets you compare proposals on the same scope. At Syntalith the first process analysis costs €0.
Your own team makes sense when the company has people who will build the integrations, judge the model's results and maintain the system, and can give them the time for it. A contractor fills missing skills or availability. The start date matters too: at 500 enquiries a month, every month of delay is €2,458 of work the system does not yet take off the team.
A fixed price for an AI implementation needs a described scope and named unknowns. Time and materials needs a spending cap, a work report and rules for approving further hours. At Syntalith we set the scope, the price and the deadline after the free process review, and automating one process costs from €3,000 net at a fixed price. At 500 enquiries a month it pays back in 1.2 months.
After a new enquiry, an AI agent prepares a draft quote: it reads the line items, matches them to the catalogue, takes prices from the approved price list, works out discounts and totals by rule and lists the gaps. The salesperson approves a specific version before it is sent. The agent costs from €3,000 net at Syntalith and, with 200 requests for quotes a month at 20 minutes each, pays back in 2.2 months.
When you change AI supplier, you start with an inventory of the system and its dependencies, and name who is responsible for running it until the takeover. The new team checks the code, the accounts and the process result by rebuilding one process outside production. A copy of the repository is only one part of the hand-over.
Team Tasks in ChatGPT let a team keep shared recurring tasks, for example the Friday project report. Most of the work before launch concerns the sources, the account that runs the task and the definition of the period. The report is useful when it covers the right week and shows what is missing. Five weekly reports cut from 2 hours to 40 minutes of checking save 26.7 hours a month.
AI agents
The agent moves a case through its steps, and actions with consequences wait for approval from the person you name. Before you sign, we write down the goal and a test set built from your cases.
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