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v2.5 StablePikory 2026
Discovery Intelligence

#Fraud

Total Volume
1.7MLive
Discovery Velocity
Viral
Initial Sampling
12 Items
Hashtag StatsBased on recent activity
Total Posts
1.7M
Avg. Views
1,743,683
Best Performing Reel View
7,341,852 Views
Analyzed Creators
12
Performance Context
Initial Batch12 reels analyzed

Trending Feed

12 posts loaded

The United States House of Representatives has passed a bill
2,055,036

The United States House of Representatives has passed a bill requiring automatic deportation for illegal immigrants convicted of welfare fraud, in a 231–186 vote. Supporters say it’s a commonsense move to protect taxpayer money and crack down on abuse of programs like Social Security, SNAP, and other federal benefits. The bill targets fraud involving government funds, including identity fraud, mail fraud, and bribery tied to public assistance programs. Backers are calling it a major step toward accountability and restoring trust in the system. 🔥🇺🇸 #BreakingNews #House #Immigration #Fraud #americafirst

Workers comp fraud can cost companies millions of dollars! W
2,265,673

Workers comp fraud can cost companies millions of dollars! We catch it. #privateinvestigator #surveillancework #utahpi #pi #fraud

➡️Deed theft is real & it’s rising. 

What’s happening:

Sca
578,905

➡️Deed theft is real & it’s rising. What’s happening: Scammers are filing fake deeds in order to take loans against properties, rent it, sell it or even evict the owners. This is happening all over the country but if you’re in a high value market like NYC, FL, TX, CA, etc. You need to be extra careful. Scammers specifically target homes that are paid off, vacant, and have elderly owners. And now they’re using AI to find their victims faster. Legislators are working on this, but don’t wait, DO THIS TODAY: Search [your county/state] + property fraud alert Many states offer a free notifications system anytime something is filed against your property. Do it for yourself AND your elderly parents/family members. It takes 2 minutes & it’s free. Send this to anyone who owns a home. Video I react to: @tenantsofnyc #DeedTheft #HomeOwner #ScamAlert #HackBack fraud

Be alert from scam 🔥🔥🔥🔥#scam #fraud #cheater #cyber #cyb
642,459

Be alert from scam 🔥🔥🔥🔥#scam #fraud #cheater #cyber #cybercrime

A trillion dollars in fraud annually?! Find out where your t
588,791

A trillion dollars in fraud annually?! Find out where your tax money is REALLY going. Is this the biggest scandal of our time? 🤔 Let me know your thoughts in the comments! #fraud #taxpayers #scandal

A quiet parking lot, an empty entrance, and $19.8 million in
204,554

A quiet parking lot, an empty entrance, and $19.8 million in billings. This looks like a facility for care, but the reality inside tells a very different story. It’s mind-bending to witness a location that has received nearly $20 million in funding yet appears completely vacant. Is it an operational facility for seniors, or is this simply a shell set up for something else entirely? The resemblance to a show setup—everything perfectly placed but completely devoid of life—is unsettling. This deep dive into California’s billion-dollar fraud crisis exposes just how deep the rabbit hole goes. When the money trail leads to ghost buildings, it’s time to start asking some serious questions. #fraud #investigation #california #daycare #moneytrail

That’s why I lock my card after every transaction, they out
5,470,103

That’s why I lock my card after every transaction, they out here robbing the poor. They need to put that in a rich neighborhood. #cardreader #scam #fraud #dollartree

Did I miss anything?👇 #losangeles #california #socal #fraud
179,422

Did I miss anything?👇 #losangeles #california #socal #fraud

It’s clear as day what is going on 

#fraud #georgia #elonmu
934,559

It’s clear as day what is going on #fraud #georgia #elonmusk #midterms2026

Fake homeless is insane

#homeless #fraud #fakehomless #xyzb
97,000

Fake homeless is insane #homeless #fraud #fakehomless #xyzbca

In a shocking case from Gujarat, a man allegedly ran a fake
7,341,852

In a shocking case from Gujarat, a man allegedly ran a fake arbitration court for years. He rented an office, set up a board, wore a black coat, and started hearing real land dispute cases. People trusted him. He passed judgments. Even property decisions worth crores were influenced. Everything was going smoothly… until one mistake exposed everything. To make a fake order look official, it was submitted to a real court for verification. That’s when authorities discovered that the court didn’t exist. The entire setup was fake. A court… without any legal authority. #scam #indiannews #fraud #gujrat #storytelling

Scam Alert ‼️ (part 1)
3 lakh rupees lost in a scam… and it
565,846

Scam Alert ‼️ (part 1) 3 lakh rupees lost in a scam… and it all started with a message from ‘uncle’. . . . #scam #fraud #scamalert #storytime #fake

Top Creators

Most active in #fraud

Semantic Clustering

Reels Graph Intelligence.

Advanced mapping of high-affinity Instagram Reels semantic patterns identified within the #fraud ecosystem.

Strategic Implementation

Our semantic engine has identified these specific pattern clusters as high-affinity matches for #fraud. Integrated usage of #fraud with strategic Reels tags like #banco agricola baes fraud and #upi frauds complaints is statistically linked to a significant increase in initial Reels discovery velocity.

In-Depth Hashtag Analysis: #fraud

Expert Review • June 4, 2026 • Based on 12 Reels

Executive Overview

#fraud is an actively used Instagram hashtag. Across the 12 trending reels analyzed on this page, the content has accumulated a combined total of 20,924,200 views— demonstrating exceptional viral potential within this content vertical. The top creator ecosystem features 8 notable accounts, led by @the_storynova with 7,341,852 total views. The hashtag's semantic network includes 100 related keywords such as #banco agricola baes fraud, #upi frauds complaints, #leida margaretha wire fraud charges, indicating its position within a broader content cluster.

Avg. Views / Reel
1,743,683
20,924,200 total
Viral Ceiling
7,341,852
Best Performing Reel
Unique Creators
8
12 reels analyzed

Viewership & Reach Analysis

The 12 reels in this dataset have generated a combined 20,924,200 views, translating to an average of 1,743,683 views per reel. This exceptionally high average viewership indicates that content in this hashtag frequently hits the Explore page or Reels tab, driving massive exposure beyond the creator's immediate follower base.

Top Performing Reel

The highest-performing reel in this dataset received 7,341,852 views. This viral outlier performance is 421% of the average reel performance in this set. This significant gap between the top performer and the average highlights the "viral lottery" nature of this hashtag — breakout hits can achieve massive scale.

Content Overview & Top Creators

The #fraud ecosystem is dominated by short-form video content (Reels), aligning with Instagram's algorithmic preference for video-first distribution. There are 8 distinct accounts contributing to the trending feed. The top creator, @the_storynova, has contributed 1 reel with a total viewership of 7,341,852. The top three creators — @the_storynova, @rayrayscomedy, and @eyesonpi — together account for 72.1% of the total views in this dataset. The semantic network of #fraud extends across 100 related hashtags, including #banco agricola baes fraud, #upi frauds complaints, #leida margaretha wire fraud charges, #consubanco fraudes. Creators often use these tags together to reach overlapping audiences.

Discoverability & Reach Potential

The discoverability metrics for #fraud indicate an active content ecosystem. The average of 1,743,683 views per reel demonstrates consistent audience reach. For creators using #fraud, high-quality production and strong hooks in the first 1-2 seconds tend to perform best given the competition.

Analyst Verdict

#fraud demonstrates the hallmarks of a well-performing Instagram hashtag. With an average of 1,743,683 views per reel, the viewership metrics position this hashtag as a premium discovery vehicle. Creators like @the_storynova and @rayrayscomedy are leading the charge, setting viewership benchmarks for the community.

Frequently Asked Questions

Everything about #fraud on Instagram

Frequently Asked Questions

How popular is the #fraud hashtag?

Currently, #fraud has over 1.7M public posts on Instagram. It is a highly active community focus area for creators and brands.

Can I download reels from #fraud anonymously?

Yes, Pikory allows you to view and download public reels tagged with #fraud without an account and without notifying the content creators.

What are the most related tags to #fraud?

Based on our semantic analysis, tags like #investment fraud, #fraude bancario, #electoral fraud are frequently used alongside #fraud.
#fraud Instagram Discovery & Analytics 2026 | Pikory