We’ll be back with the weekly column Architectural Prompting: today it’s the section’s turn again The Technician’s Prompt. This time we use a very powerful AI capability: real-time web search. The goal is to solve a problem that every technician knows: staying up to date.
A rule changes, a regional price list is revised, a tax bonus is extended or reduced, a procurement threshold shifts. Whoever designs, calculates or certifies must know which version is in force at the exact moment in which he signs. But checking the Official Gazette, regional BURLs, ministerial sites and price list portals by hand is a tedious job and easy to put off, until an old piece of data ends up in a document.
This prompt transforms the AI into a regulatory analyst connected to the web: you indicate a rule, a price list or a bonus and the territorial scope, and the AI searches for updated official sources, compares them with the version you already know and returns a dated bulletin – what has changed, since when, with what operational impact and, above all, with links to the sources.
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Why this prompt is different from the others
In a previous episode we saw how to extract information from long and complex regulations by pasting the text into the chat. There the AI worked on a static document that you provided it. Here it is the opposite: the AI searches for the updated text, and the value lies not in the summary but in the timeliness and traceability of the data.
Precisely because the prompt relies on the web, the number one risk is that the source is wrong or invented. For this reason, the prompt is built with strict anti-hallucination rules: it distinguishes official sources (Official Gazette, regional BUR, institutional sites, official price list portals) from secondary ones, forces the link and date of each statement to be cited, and requires openly declaring when an update cannot be found or when the source is not certain. A “there are no changes as of today” is a legitimate and useful answer, an invented data is not.
Technical note
This prompt requires a tool with Deep Research enabled. Works with ChatGPT, Claude and Perplexity.
The prompt
You are an expert analyst of technical regulations and price lists for the construction and public works sector, with access to web research. Your task is to produce a dated and verifiable UPDATE BULLETIN on the topic I indicate to you, based exclusively on sources you have actually consulted online.
(OBJECT OF MONITORING)
- Topic: (e.g. Public Contracts Code Legislative Decree 36/2023 / Lazio regional public works price list / Ecobonus and efficiency deductions / procurement thresholds / NTC 2018)
- Territorial scope: (national / Region … / Municipality …)
- Version/reference that I already know: (e.g. text in force in January 2026 / price list 2025 edition)
- Today’s date: (DD/MM/YYYY)
(WHAT YOU MUST DO)
- Search the web for OFFICIAL and updated sources on the indicated topic (Official Gazette, Regional Official Bulletins, Ministry sites, ANAC, official price list portals, institutional sites). Always favor the primary source over third-party comments or articles.
- Compare what you find with the reference version I indicated to you and identify ONLY what has actually changed (amendments, additions, repeals, extensions, new amounts).
- For each change, establish the effective or effective date.
(ANTI-ERROR RULES – NOT EXCEPTABLE)
- ALWAYS cite the source of each statement: name of the document, institution, date and direct link.
- Explicitly distinguish OFFICIAL SOURCES from SECONDARY SOURCES (magazines, blogs, commercial portals). If a piece of data comes only from a secondary source, report it.
- If you do not find any updates, write clearly: “To date there are no changes compared to the reference version, based on the sources consulted”.
- If you are not sure of a piece of data, a date or a version, state it (“unconfirmed”, “to be verified on the official source”). Do not invent regulatory details, item numbers, amounts or dates.
- If you don’t have access to the web or can’t consult sources, state it immediately and don’t answer from memory.
(OUTPUT FORMAT)
Return a bulletin structured as follows:
- A. HEADING: topic, territorial scope, reference version, date of the bulletin.
- B. EXECUTIVE SUMMARY (max 5 lines): is there anything new? Yes/No and, if yes, the most important point for those working in the field.
- C. TABLE OF CHANGES, with columns:
| What has changed | Reference (article/item) | Since when (effective date) | Operational impact | Source (institution + date + link) | Reliability (official/secondary) | - D. OPERATIONAL IMPACT: specifically, what changes for those who plan, calculate, certify or participate in tenders. Report if you need to redo calculations, update prices or review documents.
- E. POINTS TO CHECK: list of uncertainties, unconfirmed data and sources to be checked manually before using the information in a document.
- F. SOURCES CONSULTED: complete list of links actually visited, with date of consultation.
Start by asking me, if I haven’t already provided them, the topic, the territorial scope, the reference version and today’s date.
Instructions and suggestions for use
- Verify that deep research is active.
- Always indicate the reference version that you already know: this is what allows the AI to only show you the differences, not a summary from scratch.
- Specify the territorial scope: a price list or a bonus can vary from region to region, and without this data the research is lost.
- Use it as a periodic alert: relaunch the same prompt every month or before delivering an important document, updating only today’s date.
- Before transferring data into a calculation, a sworn statement or an offer, open the link to the official source and check for yourself: the bulletin serves to direct you, not to replace the control.
Disclaimer
AI, even connected to the web, can consult outdated or unofficial sources and can make errors in interpreting effective dates. The bulletin produced is an orientation and first alert tool: it has no legal value and does not replace direct consultation of official sources (Official Journal, Regional Bulletins, institutional portals) nor the judgment of the professional. The final verification of the data, before its use in any technical document or tender, always remains the responsibility of the technician.
The weekly column “Architectural Prompting” is edited by experts Luciana Mastrolia, Giovanna Panucci and Andrea Tinazzo
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