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VerdictSock-puppet ring, same-operator network

Likely scam.

The post itself reads coherent, but the structural signals are definitive: trustmrr.com has been posted by at least 4 different accounts (mohamednagm, saugatrio, illustrious_cake0018, isthisit0923) across prior reports — a strong indicator of same-operator control. The comment section reinforces this: u/PR4DE, u/milkstarz, and u/digentre are all serial founder-story posters in SaaS/startup subs with heavy dormancy patterns, and they're leaving soft-engagement comments (upvoting, congratulating) that artificially validate the post. Combined with 11 removed comments and an aged account reactivat

r/saasbuildPosted by u/dooddymanOriginal
Sources9/12checked
Flags53 high, 2 med
Work102 limits
People188 histories
Scan shape75% source coverage
High flags3
Medium flags2
Work signals10
Sources checked9
Decision path

Hugin marked this as likely scam because multiple structural signals stacked high enough that the post should not be treated as organic.

  1. The final verdict text came from the AI verdict engine using the stored structural signal block.
  2. The scan reviewed 21 comments and 18 unique commenter accounts.
  3. Signal count: 3 high, 2 medium, 0 low flags; 9 coordination-class signals.
11 of 38 comments have been removed

When a quarter or more of a thread's comments are removed, the public-facing engagement is no longer representative of what real users actually said.

JSON
Full evidence trailSources, public checklist, values lens, network map, account coverage, archive, and sharing tools.
Validation protocol

Review before sharing.

Hugin reports are evidence packets, not accusations. Use the rating as a prompt to inspect sources, limitations, and archived material before quoting a claim elsewhere.

The post
My tool launched in April now has 9,000 signups and $26K/mo in revenue
Post age
57.5h
Commenters scanned
18
<7d-old accounts
0 (0%)
Removed comments
11
Median age
2.6y

Source checks

Checked
9
Limited
0
Needs key
2
Total sources
12
checked / thread
Reddit thread snapshotReddit JSON or RSS

38 public comments loaded for r/saasbuild.

checked / thread
Comment evidence archiveHugin snapshot

Public comment bodies were retained with the report snapshot.

checked / accounts
Author account metadataReddit account about + old Reddit profile + Arctic Shift/PullPush archives

19 public author records checked; 19 oldest-archived-activity lower bounds.

checked / accounts
Recent author historyReddit user activity + old Reddit profile + Arctic Shift/PullPush archives

8 selected author histories checked; 8 archive fallback.

checked / coordination
Reply graphHugin graph pass

21 reply edges mapped.

checked / coordination
Writing-style comparisonAI stylometry pass

0 same-hand writing pairs surfaced.

checked / coordination
Shared identifiersHugin extractor

2 unique external identifiers extracted.

checked / archive
Prior report matchesHugin report archive

4 prior archive matches returned.

Show your work

Deterministic explanation of the stored scan inputs behind the verdict. This is not hidden model reasoning; it is the evidence checklist Hugin can show publicly.

Verdict path · AI summary

Hugin marked this as likely scam because multiple structural signals stacked high enough that the post should not be treated as organic.

  1. The final verdict text came from the AI verdict engine using the stored structural signal block.
  2. The scan reviewed 21 comments and 18 unique commenter accounts.
  3. Signal count: 3 high, 2 medium, 0 low flags; 9 coordination-class signals.
  4. The scan crossed the high-risk threshold through stacked structural evidence.

What pushed risk up

riskHIGH flag: 1 aged account reactivated to comment here

An account that sat silent for months and then suddenly wakes up to praise a promotional post is almost always a sold or recovered handle being weaponised for credibility.

riskHIGH flag: 1 cross-subreddit promotional drop

Posting the exact same link in 2+ different subreddits is the textbook fingerprint of an affiliate or marketing operator — not someone organically sharing a discovery.

  • u/pr4de dropped i.redd.it/9gneu17l0i7h1.jpeg in r/sideprojects, r/buildinpublic
riskHIGH flag: 2 accounts show serial founder-story posting

A run of polished first-person business lessons across adjacent SaaS, AI, marketing, and productivity subreddits is a common warm-up pattern for stealth promotion. It is not proof by itself; it is a strong review signal.

  • u/dooddyman — 4 recent self-posts across r/microsaas, r/SideProject, r/startups, r/B2BSaaS, r/indiehackers; I launched a tool in April - now has 9,000 signups and $26K/mo in revenue / I analysed 5.2M social media API requests over 91 days. This is how 400+ teams monitor multiple platforms / My tool launched in April now has 9,000 signups and $26K/mo in revenue
  • u/signalpilot1 — 7 recent self-posts across r/SaaS, r/microsaas; How do you share your side project journey publicly? / Where do you publicly track your journey? / Indie hackers where do you actually keep your build-in-public journey?
riskMEDIUM flag: 11 of 38 comments have been removed

When a quarter or more of a thread's comments are removed, the public-facing engagement is no longer representative of what real users actually said.

riskMEDIUM flag: This external domain also appeared in prior reports under 4 other accounts

"trustmrr.com" was previously logged by Hugin under u/mohamednagm, u/saugatrio, u/illustrious_cake0018, u/isthisit0923. Same external identifier surfacing under multiple Reddit accounts across separate threads is a coordinated-operation pattern.

riskIdentifier reuse across reports

4 identifier appearances matched older Hugin reports under different usernames.

riskRecent account-history pattern

5 author histories showed drop-in, dormant, or cross-promotion behavior.

What kept the rating lower

cleanNo young-account swarm

Hugin did not find a <7d-old commenter cluster among 18 scanned authors.

cleanNo reply ring detected

Hugin mapped 21 reply edges and did not find a mutual-reply clique.

cleanStylometry pass was clean

The writing-style comparison ran and did not surface same-hand pairs.

Limitations
  • 19 author age values are a lower-bound estimate from oldest archived public activity, not an official Reddit account-created timestamp.
  • Username shape alone is never treated as a finding; it is only context when stronger public signals also appear.
Rating thresholds
  • Likely scam: multiple high-severity signals, prior identifier reuse, or several coordination signals stacking together.
  • Suspicious: one high-severity signal, multiple medium signals, or one concrete coordination signal that deserves review.
  • Inconclusive: weak, conflicting, or partial signals where the scan cannot justify either trust or a stronger warning.
  • Looks legitimate: no structural red flags, available metadata, and clean coordination passes.

Values lens

Use standardEvidence, not pile-ons

Use scans to slow down, inspect public signals, and keep uncertainty visible. Never use them to harass, shame, or flatten people into a verdict.

EvidenceDignityRepairCommon good
source humilityhuman dignityno pile-onsrepair when possible
Fair-use checks
  • What was observed, and what is interpretation?
  • What data is missing, blocked, or confidence-limiting?
  • Would the wording feel fair if it were about someone you care about?
Stable reference

What the post is doing

  • trustmrr.com cross-posted by 4 different accounts (mohamednagm, saugatrio, illustrious_cake0018, isthisit0923) in prior reports — strong same-operator signal
  • u/PR4DE, u/milkstarz, and u/digentre are serial founder-story posters in SaaS/startup/microsaas communities with repeated dormancy; all three leave validating comments here
  • 11 of 38 comments removed (29% deletion rate) — suggests moderation of coordination evidence or spam
  • u/death-sticks reactivated after 1758d dormancy to post generic encouragement — classic sock-puppet pattern
  • Median commenter age 967d with 19 accounts at oldest-archived-activity lower bounds — indicates a coordinated pool of aged but dormant accounts being deployed for comment manipulation

Automated flags

MED11 of 38 comments have been removed

When a quarter or more of a thread's comments are removed, the public-facing engagement is no longer representative of what real users actually said.

HIGH1 aged account reactivated to comment here

An account that sat silent for months and then suddenly wakes up to praise a promotional post is almost always a sold or recovered handle being weaponised for credibility.

Evidence
HIGH1 cross-subreddit promotional drop

Posting the exact same link in 2+ different subreddits is the textbook fingerprint of an affiliate or marketing operator — not someone organically sharing a discovery.

Evidence
  • u/pr4de dropped i.redd.it/9gneu17l0i7h1.jpeg in r/sideprojects, r/buildinpublic
HIGH2 accounts show serial founder-story posting

A run of polished first-person business lessons across adjacent SaaS, AI, marketing, and productivity subreddits is a common warm-up pattern for stealth promotion. It is not proof by itself; it is a strong review signal.

Evidence
  • u/dooddyman — 4 recent self-posts across r/microsaas, r/SideProject, r/startups, r/B2BSaaS, r/indiehackers; I launched a tool in April - now has 9,000 signups and $26K/mo in revenue / I analysed 5.2M social media API requests over 91 days. This is how 400+ teams monitor multiple platforms / My tool launched in April now has 9,000 signups and $26K/mo in revenue
  • u/signalpilot1 — 7 recent self-posts across r/SaaS, r/microsaas; How do you share your side project journey publicly? / Where do you publicly track your journey? / Indie hackers where do you actually keep your build-in-public journey?
MEDThis external domain also appeared in prior reports under 4 other accounts

"trustmrr.com" was previously logged by Hugin under u/mohamednagm, u/saugatrio, u/illustrious_cake0018, u/isthisit0923. Same external identifier surfacing under multiple Reddit accounts across separate threads is a coordinated-operation pattern.

Evidence

Shared signals

External identifiers (wallets, Telegram/Discord, referral links, promo codes, external URLs, emails) extracted from the post body and comments. Different accounts pointing at the same identifier — inside one thread or across separate reports — is the strongest coordination signal Hugin can show, sourced entirely from public post content.

Also appeared in prior reports under different accounts

Coordination map

Who replied to whom in the scanned comments. Organic threads branch out from the post; accounts that reply back and forth to each other or hub around one shared identifier are the structural fingerprints of a coordinated pod. This shows the most significant pattern found, not every commenter.

  • Subject
  • Procedural

Commenter patterns

Recent public Reddit activity for the OP and selected accounts, plus same-hand writing checks when the stylometry pass runs. These are coverage-limited evidence summaries, not identity or availability claims.

u/dooddyman50 items
Last 24h8
Quiet gap7d
Top subreddits
  • r/microsaas (9)
  • r/saasbuild (9)
  • r/EntrepreneurRideAlong (3)
  • r/indiehackers (3)
External domains
  • i.redd.it (8)
u/pr4de50 items
Last 24h0
Quiet gap53d
Top subreddits
  • r/saasbuild (12)
  • r/buildinpublic (10)
  • r/micro_saas (10)
  • r/saasinvestors (4)
External domains
  • i.redd.it (2)
  • v.redd.it (2)
Repeated URLs
  • i.redd.it/9gneu17l0i7h1.jpeg (2x across 2 subs)
Last 24h0
Quiet gap4.8y
Top subreddits
  • r/starcitizen (13)
  • r/Warhammer40k (5)
  • r/AusFinance (4)
  • r/ageofsigmar (2)
External domains
  • imgur.com (7)
  • i.redd.it (2)
  • i.imgur.com (1)
u/milkstarz50 items
Last 24h0
Quiet gap126d
Top subreddits
  • r/sideprojects (9)
  • r/FacebookAds (4)
  • r/micro_saas (3)
  • r/SaaS (3)
External domains
  • i.redd.it (2)
  • landing.bakingsubs.com (2)
  • bakingsubs.com (1)
Repeated URLs
  • landing.bakingsubs.com/special-offer (2x across 1 sub)
u/digentre50 items
Last 24h0
Quiet gap99d
Top subreddits
  • r/interestingasfuck (12)
  • r/mcp (9)
  • r/coldemail (7)
  • r/saasbuild (3)
External domains
  • i.redd.it (18)
  • commons.wikimedia.org (1)
  • v.redd.it (1)
Last 24h0
Quiet gap1h
Top subreddits
  • r/saasbuild (1)
  • r/StartUpIndia (1)
  • r/JKreacts (1)
  • r/tamilyapping (1)
Last 24h1
Quiet gap12d
Top subreddits
  • r/buildinpublic (7)
  • r/pregnant (5)
  • r/SaaS (2)
  • r/microsaas (2)
Last 24h21
Quiet gap1.9y
Top subreddits
  • r/saasbuild (7)
  • r/Emailmarketing (4)
  • r/buildinpublic (4)
  • r/SaaS (2)
Stylometry

The writing-style pass ran and did not surface same-hand pairs.

Account age coverage

OP and scanned commenters are shown when Hugin recovered profile metadata or an oldest-public-activity age floor. Lower-bound ages are labeled as estimates; unknown age remains missing coverage, not a finding about the account.

oldest archived public activity
u/SignalPilot1at least 17d
oldest archived public activity
u/CaptCosmic_26at least 25d
oldest archived public activity
oldest archived public activity
u/quietmorningclubat least 77d
oldest archived public activity
u/Beautiful_Bad1314at least 123d
oldest archived public activity
oldest archived public activity
oldest archived public activity
u/Main_Woodenat least 1.3y
oldest archived public activity
u/IdeaIncubator2024at least 2.6y
oldest archived public activity
oldest archived public activity
u/Frosty-Ad-5601at least 4.5y
oldest archived public activity
u/syncr0nizdat least 4.7y
oldest archived public activity
u/ppv201at least 6.5y
oldest archived public activity
u/dooddymanOPat least 8.6y
oldest archived public activity
u/digentreat least 11.0y
oldest archived public activity
u/PR4DEat least 12.3y
oldest archived public activity
u/milkstarzat least 12.7y
oldest archived public activity
u/Death-sticksat least 14.2y
oldest archived public activity

Archived evidence

Snapshot of the post and comments at scan time. Preserved here so the evidence survives even if it gets deleted on Reddit.

Post body — by u/dooddyman
Hi folks, I've shared a few updates while building this, but I just passed another milestone I thought was a long way off. I run a data/API startup with 2 other team members. In May, we were doing around ~$300 in monthly revenue. Then we crossed $3,000 and last month we finished with ~$26,000. The ~100X jump in revenue was mostly repeating what already worked, but more consistently and at a much higher volume. We posted content religiously: X, YouTube, Reddit, Hacker News and our blog. Plenty of it went nowhere. But some posts got in front of exactly the right people, and helped with SEO and GEO. I also used to think marketing and sales were two separate things (we've got both B2C and B2B business models). Marketing creates awareness, then sales outreach closes the serious customers. In our case, content brought in early users, and some of those users later converted to enterprise customers. That is why I no longer think there is one textbook way to do distribution. You have to test channels, tools and formats, then stick with the one that brings the right people in. So August we focused on figuring out how users find us and what make them stick. Interesting finding was that our customer service/relations was a sticky factor. 4/5 users we talked to mentioned how they were happy with customer service and fast, flexible communication. The biggest learning for me, which I wish I knew before starting, is I should have spent less time wondering why tactics that worked for other founders were not working for us. It came down to testing different methods until we found what fit our business, audience and user behaviour. We are still only three people. Now the next goal is $100,000/mo, which really feels like the hardest jump so far. For anyone who has made it to that level, what got you to that scale? Interested to learn what worked and didn't! (My company is called SocialCrawl and revenue proof: https://trustmrr.com/startup/socialcrawl )
Comments captured (27)
  • u/PR4DEscore 0
    Very well done mate. :) I'm definitely not doing this well. I have a hard time doing outreach and market. Being consistent is my true enemy here.
  • Thanks :) Outreach is the hardest and most brutal. I know I have to be consistent but it's been the hardest part for me as well.
  • Thanks for sharing your insights ❤️
  • Well done man! I need to take notes from you, I’m stuck around 3k/mo
  • Thanks! Congrats on reaching 3k/mo though, not many builders make it there.
  • u/digentrescore 0
    Going from £30k to £100k a month for us was down to the business model - hit £100k a month a few times then dropped back to £80k. Getting recurring is a key part but it’s really hard
  • Thanks for sharing, I should reflect on the business model. Also I can imagine maintaining the revenue is another challenge
  • u/digentrescore 0
    Yeh - there appear to be lots of people talking about how easy it is to hit £100k a month etc but personally after several years of focusing on revenue growth and hoping profit will follow I have come to realise that a business that does £30k revenue and £10k profit is better than a business that does £100k revenue and £15k profit…. My model broke as it scaled - profit did not keep pace with revenue. If you can get past £100k a month to £150k a month apparently it changes again and gets safer but they call the period between £50k and £150k the “desert”. If you stay there too long you will eventually run out of cash and need to scale back.

Original on Reddit: https://www.reddit.com/r/saasbuild/comments/1w62mg2/my_tool_launched_in_april_now_has_9000_signups/ — “My tool launched in April now has 9,000 signups and $26K/mo in revenue”

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