We build the lens,
not the noise.
In a world saturated with AI headlines, Viqus exists to cut through the hype. We analyze every story with our own private AI to give you signal — not spectacle.
The engine in figures
How we got here
Four chapters that explain why Viqus exists — and where it's heading next.
The Frustration
A team drowning in AI hype, searching for real technical signal beneath layers of marketing noise and clickbait headlines.
The Prototype
We built the internal tool we wished existed — a filter that reads, scores, and distills every story through private local AI.
The Public Launch
Viqus.ai went live with one goal: give everyone access to the same signal-extraction engine we relied on every day.
The Road Ahead
New verticals, deeper scoring models, and a workspace for teams to run their own intelligence operations — all coming soon.
We don't aggregate headlines — we interrogate them. Every insight earns its place through analysis, not volume.
Deep Analysis Over Aggregation
We use dual-prompt AI to understand and contextualize. Every piece passes through our relevance and impact filter before it reaches you.
Radical Pragmatism
We focus on real-world impact and practical applications, beyond the media hype. If it doesn't change how you think or act, it doesn't make the cut.
Accessible Knowledge
We translate the complexity of AI into language everyone can follow. Technical rigor shouldn't require a PhD to understand.
Our Technology
Viqus Engine is the heart of the platform — an asynchronous pipeline that ingests, analyzes, stores, and delivers intelligence in seconds.
What we commit to
Your data stays sovereign
All LLM processing runs on our own infrastructure via Ollama. Your reading patterns, queries, and intelligence footprint never leave our servers — and never will.
No algorithmic manipulation
We don't optimize for engagement, clicks, or time-on-site. Stories are ranked by technical impact and real-world significance — nothing else.
Transparent scoring
The Viqus Verdict is a weighted average of Media Hype and Real Impact, both visible on every article. You see exactly how we reach our conclusions.
Built in the open
We publish our methodology, share our glossary, and maintain an academy so anyone can understand — and challenge — how we work.
Ready to see the signal?
Explore our latest analyses and discover what's really moving the AI landscape — without the noise.