HEXART Editorial Team
Industry updates, experiments, and tech behind the scenes from a business implementation perspective.
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Latest post
How to plan an annual corporate AI budget: 50,000–150,000 PLN upfront, 1,000–5,000 PLN per month with low traffic, flat-rate threshold, and a 20–40% buffer for variable costs.
20:05
Find out when machine translation of contracts is sufficient with foreign partners and when a certified translator is required. Covers verification and confidentiality.
20:05
Disable model training on employee prompts and files in the Google Workspace console. Step-by-step administrator guide: navigation paths, verification, and reverting changes.
20:07
Discover the realistic timeline for AI implementation in manufacturing: 4–9 months for the first use case, initial savings after 2–3 months of stable operation, and ROI within 6–12 months.
20:08
On the contact@ inbox, AI can only send repeatable confirmations on its own. We present the matrix, confidence thresholds, and a test on 300 emails.
20:04
What does an AI product photo cost compared to a traditional shoot? We calculate the full process for 10/100/500/1,000/5,000 SKUs, including operator, verification, and rejected items.
20:07
This article shows how to check whether AI Overviews features your website and what Search Console will not tell you. Monday action plan: API export, manual testing, calculating lost clicks.
20:08
From 500 prompt-response pairs to 50,000 examples: thresholds, QLoRA costs, API option, and a one-week test that decides between RAG and fine-tuning.
20:06
How to verify whether a vendor sells custom AI implementation or just a wrapper around someone else's model. 12 vetting questions, margin thresholds, and when a wrapper makes sense.
20:05
This article shows how to set a 0.95 confidence threshold for amounts and NIP, who approves exceptions, and how to log AI corrections to stay compliant with the Accounting Act.
20:04
How to set scanning to 300–600 DPI, enable the text layer, and name files as Type_Date-Version_Status before connecting documents to the AI index.
20:04
How to combine automated evaluation with a human panel: 8–14 intents, 500–1000 test pairs, 100 responses every 2 weeks, and an audit every 3 months.
20:05
We show how to trace the source of an API bill spike in usage logs within a week, set hard limits and alerts, and cut spending by 35–60 percent without new tools.
20:05
We calculate the break-even threshold for a chatbot based on the real cost of a manual response. We provide deployment, subscription, and ongoing labor costs for a company handling 15–30 queries a day.
20:06
Run a five-day spreadsheet measurement and check if the process has 400–500 monthly operations, a median time under 15 minutes, and fewer than 20% exceptions. This threshold gives an AI pilot a realistic chance of payback in 12 months.
20:06
The guide outlines what to include in a contract with an AI vendor: 30-day data export, auto-upgrade ban, 5% hallucination threshold, and liability capped at 12 monthly fees.
20:06
The guide explains how to separate AI elements from human input in subcontractor agreements, when raw output grants no exclusivity, and what to verify within 7 days before publishing.
20:05
How to deploy AI for CV screening without violating GDPR and the AI Act. Feature classification, human oversight threshold, and candidate disclosure clause in a single workflow.
20:06
Learn when an AI implementation requires a DPIA, who reviews it, who approves it, and when consultation with the Polish DPA (UODO) becomes mandatory.
20:12
The AI Act treats companies using Copilot, Gemini, and ChatGPT as deployers. Here is how to build an AI tool registry, assign roles, and plan training in 90 minutes.
20:08
This guide explains when employees can use ChatGPT at work and what must be included in company policies: from Team/Enterprise plans to forbidden data lists and Labor Code sanctions.
20:02
Which ChatGPT plans allow GDPR-compliant customer data processing, how much a business account costs, and how to record it in processing activity records.
20:01
Specific cost ranges for automated invoice workflow implementation in a 40-person manufacturing company: setup fees, timeline, monthly savings, and break-even point.
20:12
This guide shows how to set up automated after-hours quote responses so clients get confirmation within 5 minutes, while preventing bots from sending binding quotes with wrong pricing. 0.95 confidence threshold, disclaimer template, and costs between 0 and 20,000 PLN.
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