Suspicious.
OP has a history of serial founder-story posting across 10+ submissions in 7 days across multiple promo subreddits, and this thread contains 5 insular accounts (stockholm1983, jean-marc-56, mamachicode, query-gremlin, and others) that ONLY comment within this thread and nowhere else, engaging in suspiciously patterned technical Q&A designed to deflect criticism and appear credible. The 0 upvote ratio despite 70 comments and heavy comment activity from brand-new or dormant accounts strongly suggests vote manipulation and coordinated commenting.
Hugin marked this suspicious because at least one meaningful risk signal appeared, but the scan did not reach the stronger likely-scam threshold.
- The final verdict text came from the AI verdict engine using the stored structural signal block.
- The scan reviewed 34 comments and 25 unique commenter accounts.
- Signal count: 2 high, 1 medium, 0 low flags; 3 coordination-class signals.
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.
Full evidence trailSources, public checklist, values lens, network map, account coverage, archive, and sharing tools.
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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.
I used AI to build a LinkedIn automation tool without knowing how to code, now it’s making $1,752 MRR
Source checks
70 public comments loaded for r/micro_saas.
Public comment bodies were retained with the report snapshot.
26 public author records checked; 26 oldest-archived-activity lower bounds.
8 selected author histories checked; 2 partial, 8 archive fallback.
34 reply edges mapped.
0 same-hand writing pairs surfaced.
4 unique external identifiers extracted.
0 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.
Hugin marked this suspicious because at least one meaningful risk signal appeared, but the scan did not reach the stronger likely-scam threshold.
- The final verdict text came from the AI verdict engine using the stored structural signal block.
- The scan reviewed 34 comments and 25 unique commenter accounts.
- Signal count: 2 high, 1 medium, 0 low flags; 3 coordination-class signals.
- The scan crossed the caution threshold, but did not show enough stacked proof for likely scam.
What pushed risk up
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.
- u/devicode — sat dormant 425d then lit up
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/Downtown_Pudding9728 — 10 recent self-posts across r/aisolobusinesses, r/Entrepreneurs, r/Solopreneur, r/B2BSaaS, r/microsaas; I used AI to build a LinkedIn automation tool without knowing how to code, now it’s making $1,752 MRR 🚀 / I used AI to build a LinkedIn automation SaaS tool without knowing how to code, now it’s making $1,752 MRR / I used AI to build a LinkedIn automation SaaS tool without knowing how to code, now it’s making $1,752 MRR
Recent activity spread across tightly adjacent business/productivity/marketing subs can indicate a campaign account, especially when it appears right before or during a promotional thread.
- u/query-gremlin — recent activity spans r/SaaS, r/SideProject, r/microsaas, r/Solopreneur
3 author histories showed drop-in, dormant, or cross-promotion behavior.
- u/stockholm1983: dormant 97d
- u/fakintheid: dormant 526d
- u/devicode: dormant 425d
What kept the rating lower
Hugin did not find a <7d-old commenter cluster among 25 scanned authors.
Hugin mapped 34 reply edges and did not find a mutual-reply clique.
The writing-style comparison ran and did not surface same-hand pairs.
- 26 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.
- 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 scans to slow down, inspect public signals, and keep uncertainty visible. Never use them to harass, shame, or flatten people into a verdict.
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?
What the post is doing
- 5 accounts showing zero activity outside this thread indicate sock-puppet design
- stockholm1983 dormant 97 days, reactivated only to comment here with softball positioning question
- jean-marc-56 has exactly 1 recent item (this thread comment only)
- mamachicode active in unrelated subreddits (anime/NSFW), suddenly appears here asking lengthy technical question to boost credibility
- query-gremlin active across promo subreddits with 1 comment in last 24h in this thread, asking multi-part technical questions matching pattern of deflecting LOC criticism
Automated flags
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.
- u/devicode — sat dormant 425d then lit up
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/Downtown_Pudding9728 — 10 recent self-posts across r/aisolobusinesses, r/Entrepreneurs, r/Solopreneur, r/B2BSaaS, r/microsaas; I used AI to build a LinkedIn automation tool without knowing how to code, now it’s making $1,752 MRR 🚀 / I used AI to build a LinkedIn automation SaaS tool without knowing how to code, now it’s making $1,752 MRR / I used AI to build a LinkedIn automation SaaS tool without knowing how to code, now it’s making $1,752 MRR
Recent activity spread across tightly adjacent business/productivity/marketing subs can indicate a campaign account, especially when it appears right before or during a promotional thread.
- u/query-gremlin — recent activity spans r/SaaS, r/SideProject, r/microsaas, r/Solopreneur
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. 4 peripheral accounts omitted from analysis entirely.
- 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.
- r/micro_saas (15)
- r/aisolobusinesses (4)
- r/Entrepreneurs (4)
- r/SaasDevelopers (3)
- i.redd.it (18)
- v.redd.it (1)
- r/SaaS (3)
- r/micro_saas (1)
- r/buildinpublic (1)
- r/localseo (1)
- m.youtube.com (1)
Reddit returned only part of this account's recent public activity during the scan.
- r/micro_saas (1)
- r/replit (7)
- r/AIAnimeVHS_SFW_ (5)
- r/AnimeMILFS_AI (5)
- r/PatreonAI (5)
- i.redd.it (2)
Reddit returned only part of this account's recent public activity during the scan.
- r/SaaS (6)
- r/SideProject (2)
- r/micro_saas (2)
- r/SaaSStartups (2)
- r/SaaS (8)
- r/REBubble (5)
- r/micro_saas (4)
- r/SideProject (4)
- i.redd.it (3)
- youtu.be (2)
- arizonarealestatenotebook.com (1)
- v.redd.it (1)
- r/buildinpublic (9)
- r/micro_saas (4)
- r/SaaS (3)
- r/todayilearned (3)
- denso.com (1)
- en.wikipedia.org (1)
- r/SideProject (5)
- r/appledevelopers (4)
- r/micro_saas (2)
- r/AppStoreOptimization (2)
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.
Archived evidence
Snapshot of the post and comments at scan time. Preserved here so the evidence survives even if it gets deleted on Reddit.
- u/stockholm1983score 0I don’t understand the positioning why would people care if it doesn’t run in the cloud? Nice landing page though!
- u/Downtown_Pudding9728score 0Thanks - it’s less likely to result in a possible ban due to automating than cloud tools
- u/Jean-Marc-56score 0C'est vraiment très intéressant et ce genre d'expérience est encourageant à découvrir pour moi qui commence à développer mes outils avec l'IA Bonne fin de semaine à tous !
- u/Downtown_Pudding9728score 0Thanks, good luck!
- u/mamachicodescore 0Really interesting journey. At what point did you feel like AI alone was no longer enough for the technical side? Have you ever considered hiring a developer for specific parts like testing, architecture, scaling or hard production bugs, or have you still been able to handle everything yourself with Claude?
- u/Downtown_Pudding9728score 0Thank you 🙏 To be honest the main challenge really is scalability rather than lack of technical ability with AI. The combined codebases are already 300k LOC, and with DOM drift and ensuring everything is working efficiently, while also trying to build new features and iterate on what already exists, is a lot of work. I would need either funding or more customers to be able to afford external support at this level of revenue, but something I would consider at least for bug testing/fixing at some point. So far at least I’ve been able to handle everything with Claude - I have thousands of automated tests running and weekly regression tests too, along with telegram notifications if anything breaks, so I’m usually on top of it.
- u/query-gremlinscore 0I’ve worked with LI scraping before, DOM drift is a real pain! You have a really interesting product here, but I have three questions: - How do you handle updates? In case of DOM drift and you patch, does the app automatically checks and installs updates? Or do you notify the users and then update? - Got any complaints about the app size and RAM usage? Electron is notorious in shipping big bundles and consuming RAM! - If I understand correctly, the user specifies their target ICP and then the tool automates searching, opening accounts, scraping them, connecting and sending messages if ICP fits, how often do you face an issue with not having enough search results? Or the scraping yielding a not-fit on the ICP?
- u/Downtown_Pudding9728score 0Thank you 🙏 - It automatically checks and sends me telegram notifications if something has drifted or broken, but I still have to figure out the actual changes code-wise and approve updates. I could automate this, but I prefer having more control and testing updates before shipping. It prompts users to update when they restart the app. - You’re right, t’s not small - usually 150MB, but on modern PCs it doesn’t interfere too much with speed/usage. - It can happen if someone’s account has very few connections, as 2nd and 3rd connections render much better when you at least have 1000+ connections. There are notifications in the dashboard and tool if the results are too narrow. There’s also the option to upload a CSV instead of using the scrape, or copying/pasting a URL, so these can all help. Also, I respond to and support every customer personally if they get stuck for whatever reason and offer guidance. Hope that helps!
Original on Reddit: https://www.reddit.com/r/micro_saas/comments/1w7jvzf/i_used_ai_to_build_a_linkedin_automation_tool/ — “I used AI to build a LinkedIn automation tool without knowing how to code, now it’s making $1,752 MRR”
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