The tag view groups articles by a concrete operational problem or implementation type, without exposing hundreds of raw frontmatter labels.
When a client withholds payment until a complaint is resolved, an AI agent links the invoice with the client's message and the support ticket. The finance employee sees what the client is waiting for and gets a draft question for the person handling the complaint in place of another reminder. The agent costs from €3,000 net at Syntalith and, with 60 disputed cases a month at 60 minutes each, pays back in 2.1 months.
Before an equipment inspection, an AI agent gathers what was agreed in the correspondence on the work order, tells permission to enter the site apart from access to the machine and writes the coordinator a question about the missing confirmation. The coordinator confirms the visit. The agent costs from €3,000 net at Syntalith and, with 400 service visits a month at 10 minutes each, pays back in 1.9 months.
An AI agent at an installation company links the grid operator's requests, the installers' replies and the project files, shows which correction is missing and writes a specific question for the coordinator. A person does the technical assessment and sends the files to the operator. The agent costs from €3,000 net at Syntalith and, with 250 installation cases a month at 15 minutes each, pays back in 2.0 months.
Before an investment committee, an AI agent sets the assumptions in the materials against the deal teams' answers, points out assumptions nobody has confirmed and writes the coordinator specific questions for the owners of each topic. The team prepares the assessment and the recommendation. The agent costs from €3,000 net at Syntalith and, with 40 pre-committee questions a month at 90 minutes each, pays back in 2.2 months.
For an invoice discrepancy, an AI agent sets the invoice, the purchase order, the goods receipt and the supplier's emails side by side, points to the document that may explain the difference and writes the accounts payable employee a specific question for the warehouse. It changes no quantities in the system. The agent costs from €3,000 net at Syntalith and, with 400 invoice discrepancies a month at 15 minutes each, pays back in 1.2 months.
An AI agent in clinic administration links incoming documents with administrative cases according to a list set by the clinic, points out missing information such as the case number and writes a question to the sender. It does not assess medical content. The agent costs from €3,000 net at Syntalith and, with 600 documents a month at 6 minutes each, pays back in 2.1 months.
After a service inspection, an AI agent links the technician's report with the machine in the CRM and the catalogue item, points out data missing for the proposal, such as the quantity of parts, and writes a question for the technician. The salesperson checks the draft line. The agent costs from €3,000 net at Syntalith and, with 300 post-inspection proposals a month at 15 minutes each, pays back in 1.6 months.
An AI agent prepares a request for a waiver from the purchasing rules for decision: it sets the reason and the deadline against the attachments and asks the requester what is missing, for example which alternatives were checked. The procurement manager receives a complete case, and the decision stays with them. The agent costs from €3,000 net at Syntalith and, with 120 waiver requests a month at 30 minutes each, pays back in 2.1 months.
At SaaS rollout sign-off, an AI agent links the rollout tasks with the customer's email, shows what has been accepted and whose reply the team is still waiting for, and writes the coordinator a question for the right person. People decide on go-live. The agent costs from €3,000 net at Syntalith and, with 120 rollout sign-offs a month at 45 minutes each, pays back in 1.4 months.
For spare parts enquiries, an AI agent reads the part number and quantity from the message, checks stock with reservations and shows the salesperson the quantity available to sell. It writes a draft reply, and the salesperson confirms the reservation and the date. The agent costs from €3,000 net at Syntalith and, with 1,200 parts enquiries a month at 6 minutes each, pays back in 1.0 month.
For product data, an AI agent links missing catalogue fields with the supplier's correspondence, checks whether a reply concerns the right product and parameter, and writes a more precise question for the employee. The person responsible for the catalogue approves the completed product card. The agent costs from €3,000 net at Syntalith and, with 500 gaps in product cards a month at 10 minutes each, pays back in 1.5 months.
For technical clarifications, an AI agent gathers the answers of several specialists on the client's question, with links to the documentation, shows the bid coordinator whose part is missing and writes a question about the data needed for the answer. The specialists approve the content of the clarification. The agent costs from €3,000 net at Syntalith and, with 300 technical questions a month at 20 minutes each, pays back in 1.2 months.
An AI agent for warranty service links the emails of the manufacturer, the contractor and the customer on one repair, finds the attachments, checks whether they answer the request and shows the coordinator whose reply the case is waiting for. The coordinator sends the messages. The agent costs from €3,000 net at Syntalith and, with 250 warranty repairs a month at 15 minutes each, pays back in 2.0 months.
An AI agent gathers a new supplier's documents on one request, checks that they concern the right company and period, and points out what needs clarifying. The company approves the list of required documents, and a named person decides on registering the supplier. The agent costs from €3,000 net at Syntalith and, with 60 supplier registrations a month at 90 minutes each, pays back in 1.4 months.
Before you accept an AI agent, ask the person who will run it to do an agreed task alone on the company's account: identify the approved release, check access and the connection to the system and carry out the agreed stop. At Syntalith an agent costs from €3,000 net, and with 500 agent-handled cases a month at 8 minutes each it pays back in 1.7 months.
When you buy an AI agent, write down separately what it may read, what it may prepare and what it may do. Writing to a system and sending a commitment to a client need approval. A missing confirmation from the carrier stops the case with a named person. At Syntalith an agent costs from €3,000 net, and with 400 order changes a month at 12 minutes each it pays back in 1.5 months.
You test a local coding agent on a task written like a ticket, in a clean copy of the repository, with public and hidden tests. In our CSV export test all four runs passed 3 of 3 public tests, but two passed only 1 of 3 hidden ones. The fastest rejected run was 5.55 seconds quicker than the accepted one.
The same local model, Qwen3.8-27B, fixed code differently depending on the program that drove it. In a long Go task, Qwen Code finished in 8:22 with a score of 100/100, Codex in 19:10 with a bug that made us reject the change, and Claude Code in 28:52 with 98/100. In a shorter CSV import, OpenCode prepared the fastest correct change, in 89 seconds.
Qwen Code with local Qwen3.8-27B fixed the CSV export and the pagination with every hidden test passing, but in the user import it let through a record with an empty name or role. All 12 public tests passed, and the hidden ones gave 4 of 5. Codex and OpenCode passed 5 of 5 on this task.
Local Qwen3.8-27B, running through Qwen Code, built a recruitment dashboard from one sentence in 26 min 3 s. The first version, however, rendered 251,327 DOM elements and a page 485,065 px tall. The accepted version came after 48 min 25 s of model work across three sessions, and after the repair the page had 722 DOM nodes.
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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