Anonymous Confession & Content Management

About VibeFlow

The next-generation AI-powered platform for Facebook community pages. Four AI engines screen every submission — down to every frame of a video — with everything CrushNinja was never able to offer.

Four AI engines guard every submission

VibeFlow doesn't rely on a single model. A named-person pre-check, OpenAI omni-moderation and Meta Llama 4 Scout read the text in parallel, while an on-premise NSFW classifier, Scout vision and omni-moderation screen every image and every sampled video frame. No engine is a standby for another — they all run on every submission, so a call one model gets wrong is still caught by the rest.

• Named-Person — on-premise pre-check for Malaysian name targeting.
• OpenAI — omni-moderation-latest for text and image safety.
• Meta Llama 4 Scout — reasoning and vision.
• NSFW Detector — on-premise classifier over every image and video frame.

Separately from moderation, Google Gemini 2.5 Flash translates the whole interface — buttons, labels, help text and error messages — into Bahasa Melayu and 中文 on the fly. Translations are batched a page at a time and cached, so switching language is instant. Gemini never sees a submission or votes on a moderation verdict.

Our mission

Empowering page admins to run confession communities safely, beautifully, and responsibly. Whether you run a university confession board, a workplace secrets page, or a community gossip hub — VibeFlow gives you the professional tools to do it safely: AI moderation, smart detection, and powerful publishing tools in one platform.

Why choose VibeFlow?

• Multi-Engine AI Moderation — four independent engines screen every submission at once; independent models catch harmful content, hate speech, and spam before it reaches your audience, and your admin panel shows what each engine said about each frame.
• AI Named-Person Detection — recognises honorifics (Dr, Prof, Encik, Ustaz), bin/binti lineage markers, common Malaysian Chinese surnames, Malay and Indian names, and Chinese character name sequences — then flags for admin review.
• Recall & Report System — every submission comes with a private access key, no account needed. Until the post is published the key withdraws it on the spot; afterwards it opens a private thread with the page's admins, who review requests in one structured queue.
• Post Scheduling & Calendar View — queue posts for the perfect time, then see everything scheduled and published on a full calendar.
• Instagram Image Auto-Generation — submissions rendered into 1080×1080 Instagram-ready images with 12+ hand-crafted gradient themes.
• Analytics Dashboard & Smart Hashtags — submission trends, engagement rates and publishing history from the Facebook and Instagram APIs, plus hashtag suggestions from your page's history.

Who is behind VibeFlow

VibeFlow is built and run from Johor Bahru, Malaysia.

• In use since December 2023. Community pages have sent more than 1,300 anonymous submissions through its moderation pipeline (figure as of October 2026).
• Exhibited at I-RICE’26 — the 4th International Research, Innovation, Creativity & Engineering Project Competition, organised by the Faculty of Engineering & Information Technology of Southern University College (25–27 September 2026, Johor Bahru). Reviews from visitors and judges are on the event page.
• On the web and on Android. The same account works on this website and in the VibeFlow app on Google Play.
• The guides are ours. The guides on this site are written by the team that builds and runs the platform. They link to their sources, show when they were last updated, and are corrected when a reader points out a mistake — support@sxagg.com.

VibeFlow vs CrushNinja — feature comparison

CrushNinja is a well-known name in anonymous page management — but it was built for a simpler era. VibeFlow was built for today. Asking what CrushNinja records about the person submitting? See Is CrushNinja anonymous?

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