I tracked 50 'just listed' Gurgaon flats for 90 days. 31 weren't new at all.

On 12 January 2026, we took a snapshot of 50 Gurgaon listings that had been posted within the previous 48 hours, all carrying the bright "Just Listed" badge that 99acres and MagicBricks attach to fresh inventory. They spanned price points (₹85 lakh to ₹14 Cr), localities (Phase 5 to New Gurgaon), and brokers (32 different agents).

Then we waited. We re-checked each listing every Monday for 13 weeks. We tracked posted date, price changes, "refreshed" timestamps, broker, RERA, and — crucially — whether the listing's underlying URL or content had appeared anywhere else on the same portal under a different ID.

Of the 50 listings, only 19 were genuinely new when we found them. Here's what the other 31 were doing.

Pattern 1: The republish (14 of 31)

The most common form of laundering. The broker takes down the listing one week, reposts it the next under a slightly different title — "3 BHK in Phase 5" becomes "Spacious 3 BHK in DLF Phase 5" — and the platform's freshness algorithm treats it as a new listing. The unit, the broker, the photos and the price are identical.

The tell is the photo set. Even when the title changes, the photo URLs (or their perceptual hashes) are byte-for-byte identical to a listing that disappeared days earlier. We caught all 14 by hashing the hero image and looking for matches in our archived index.

Five of the fourteen had been republished more than three times over an 18-month window. The longest-running was a 4 BHK in Sector 53 that we traced back to August 2024 — it had been "freshly listed" eleven separate times.

Pattern 2: The price-update masquerade (9 of 31)

A subtler trick. The broker keeps the listing live but changes the price by ₹50,000–₹2 lakh on the original quote. Some platforms classify any price change as a "freshness event" and the badge resets. The listing is still 200 days old; the badge says "Just Listed".

The really cynical version: the broker drops the price by ₹2 lakh, lets the listing pick up engagement for a week, then quietly raises it back. We saw this twice in our sample. In both cases, the final asking price was higher than the price at the start of the 90 days.

Pattern 3: The cluster shuffle (5 of 31)

Same flat, multiple brokers. Five different agents carry the same 3 BHK in DLF The Crest, each at a slightly different price (₹4.7 Cr to ₹5.2 Cr). When one of them disappears, the other four "freshly list" their version the same week. The buyer thinks they're seeing five different flats. They're seeing one flat and five competing brokers.

This is the case for which flatsacres surfaces duplicate clusters. The flat doesn't get hidden — but the listings get grouped, the price spread is shown side-by-side, and the buyer can pick the broker rather than the listing. Across the 250 listings on our platform today, we're surfacing 10 active clusters.

Pattern 4: The withdrawn-then-resurrected (3 of 31)

Three listings in our sample had been marked "Sold" or "Withdrawn" earlier in the year — and then quietly came back as "Just Listed" with no acknowledgment of their history. In two cases the original buyer had backed out at registration; in one case the broker had simply taken a break. None of these are necessarily fraudulent, but the buyer has no way of knowing.

What honest looks like

Of the 19 listings that were genuinely new, all 19 had:

• Either no "freshness" record before our snapshot, or one consistent with a real first appearance
• Photos with EXIF dates within 60 days of posting (we asked brokers for full-resolution photos to spot-check)
• Owners who could produce a society NOC or a sale agreement when we pressed them

14 of the 19 sold within 90 days. The remaining 5 were still listed, with the original date intact. None had been refreshed.

The flatsacres response

We treat freshness as a signal, not a binary. Every listing carries two timestamps — posted_at (the original first appearance, immutable) and last_refreshed_at (the last broker action). When the difference exceeds 30 days, the listing earns a "refreshed without change" badge that's deducted from its trust score. The listing isn't hidden — buyers still see it — but the gaming is visible.

Hiding stale listings makes the inventory look bigger than it is. We surface them with a red flag, because honest absence beats fake presence.

When we ran the same 13-week tracker on 50 flatsacres listings, the divergence was small. 3 of 50 got refreshed in ways that looked like gaming, and all three earned the badge. The remaining 47 either sold, expired honestly, or stayed on the market with their original timestamp intact.

The badge is not a fix for the larger problem — that the platform economics on the incumbents reward fake freshness — but it gives the buyer the one thing the incumbents take away. Information.