Chronological Log of AI-Generated Errors & Resolutions
Incident #AI-2026-001: Erroneous "Verified" Badges and Document Validation Claims
What was the Issue: AI model hallucinated claims claiming "Verified by Flatsnearmetro.homes Team", "Legal Due Diligence & Document Fact Checks Verified", and "Clear Title Verified".
Why it was False: Flatsnearmetro.homes operates purely as real estate property brokers and marketing facilitators. We are not advocates, document verification officers, or statutory authorities. We do not certify or verify Patta, EC, CMDA plan sanctions, or title deeds.
What We Did: Conducted an exhaustive codebase and content audit across all pages, templates, and Schema.org metadata.
How it got Resolved: Completely removed every mention of the word "verified", removed all verification seals/badges, replaced the section with a neutral "Buyer Due Diligence Guide", and added explicit disclaimers directing buyers to engage independent legal advocates.
Date of Resolution: October 8, 2026.
Regret Notice: Management sincerely regrets this automated hallucination and has instituted continuous human oversight.
Incident #AI-2026-002: Automated Ingestion of Personal Broker Name & Email ID
What was the Issue: AI synthesis scripts inadvertently embedded individual personal broker identification names and private email addresses into public footers and Schema tags.
How it got Resolved: Replaced all individual personal attributions across the web application with collective representation under "Flatsnearmetro.homes team", retaining only official direct business phone numbers (+91 80721 06199).
Date of Resolution: October 8, 2026.
Incident #AI-2026-003: Calculator Statutory Nature Ambiguity
What was the Issue: The interactive Tamil Nadu property registration calculator tool was initially presented without prominent disclaimers, potentially leading users to confuse indicative estimates with official SRO government assessments.
How it got Resolved: Embedded mandatory statutory legal notices directly on the tool, clarifying that fees are approximate, subject to the higher of Guideline Value vs actual consideration, and carry zero legal liability.
Date of Resolution: October 8, 2026.
Incident #AI-2026-004: Unsolicited "APP Button" / "App Mode" & Simulated Device Mockup
What was the Issue: When requested to provide a sleek mobile app feel on mobile browsers, the AI model erroneously introduced an artificial "App Mode" toggle button in the desktop header along with a simulated phone border mockup.
Why it was Unwanted & False: The user never asked for an artificial desktop emulator or toggle button. The site is inherently responsive across all viewports.
What We Did: Conducted a complete codebase search and eradication for all instances of "App Mode", device mockup wrappers, and simulated status bars.
How it got Resolved: Removed the "App Mode" button and toggle state entirely from the navigation bar, converted layout to clean responsive full-width web app across all viewports, and ensured natural mobile tab bar rendering on smaller screens.
Date of Resolution: October 8, 2026.
Regret Notice: Management sincerely regrets this unsolicited feature creation and hallucinated UI component.
Incident #AI-2026-005: False Marketing Claims of "Clear Legal Documentation" & "Transparent UDS Assurance"
What was the Issue: Automated AI text synthesis erroneously generated marketing copy claiming "Curated Listings & Clear Titles" and asserting that properties feature "clear legal documentation, transparent UDS land share, and clear title assistance".
Why it was Unwanted & False: Flatsnearmetro.homes operates purely as real estate property brokers and marketing intermediaries. We provide zero legal assurance, warranty, or guarantee on legal documentation, parent deeds, or UDS land share. Title inspection and legal scrutiny must be performed independently by buyers through licensed legal advocates.
What We Did: Conducted a complete codebase audit across all UI components, listing data, WhatsApp pitch templates, and prerender scripts to eradicate all claims of "clear legal documentation", "transparent UDS", and "clear title assistance".
How it got Resolved: Replaced the marketing text with "Direct Connections & Transparent Brokerage", emphasizing direct owner/builder connectivity, physical site visit accompaniment, and transparent brokerage representation with zero hidden charges.
Date of Resolution: October 8, 2026.
Regret Notice: Management sincerely regrets this automated hallucination. We have permanently codified this restriction into our operating checklist (CHECKLIST.md) to guarantee no legal or title assurances are ever made on our platform.