Most people using AI aren't getting what they need — and the problem is the prompt. Nobody taught anyone how to do this. PromptLens diagnoses what's weak, gives you an improved version, and coaches you over time.
It also works at the team level. Managers get real visibility into how their team is using AI, where it's working, and where it's falling apart. Most companies have no data on that at all.
No single app does what you actually need when planning a trip. You end up stitching together a Notes doc, a spreadsheet, saved posts you'll lose later — and the second something changes, it all falls apart.
Hoshi keeps everything in one place and moves with you while you're there. You handle the decisions. The AI handles the logistics in real time.
The Avenyx Ecosystem: Research, Labs, and Studio
When people hear Avenyx, they think of the company name. And yeah — it's Avenyx, but what actually makes the work function...
Exploring Avenyx: What You Need to Know
So let me just talk about what Avenyx actually is, because I think that's the best place to start when understanding our vision...
Avenyx is built on three things, in this order: humans, data, artificial intelligence. That order is a design constraint. It shapes every tool we build and every decision we make.
We don't build black boxes. We build systems where you can see what's happening, question it, and guide it. Your judgment stays in the loop, because that's the whole point. AI should be something you reason with. Something you can actually trust.
Two products are in development right now. PromptLens is a prompt analytics layer, it helps teams see how they're actually using AI, where prompts are working, and where they're breaking down. Most companies have AI licenses. Few know what's happening inside them. PromptLens makes that visible.
Hoshi is about something different. It's exploring what real collaboration with an intelligent system feels like, starting with travel. Offline-first, highly interactive, with a co-pilot layer called Kei built into the experience.
Both are being built the same way: research-backed, human-centered from the start.
Avenyx runs on three departments. Each one does something the others can't.
- Phase 01 | Research: This is Avenyx Research — where everything starts. We study how people actually interact with AI systems, the friction, the gaps, the places where things fall apart. That's what grounds everything downstream.
- Phase 02 | Labs: Avenyx Labs is where it gets built. Research findings become functional code, MVPs that can be tested by real people, improved based on what we learn, and built on infrastructure that holds up.
- Phase 03 | Studio: Avenyx Studio is where it becomes human. After something has been thought through and built, Studio is where it gets its soul. The design, the feel, the decisions that determine whether someone picks it up and thinks — this was made for me.
I'm Aquene, a Computer Information Systems specialist and the founder of Avenyx. I built this ecosystem because I kept seeing the same problem, technically capable tools that people couldn't actually use, trust, or understand.
My work lives across all three departments. I research how people interact with AI systems, engineer the products in Labs, and shape the visual identity in Studio. Same goal throughout: technology that was thought through carefully, built rigorously, and designed to feel human.
I believe the future of AI should be as intentional as it is powerful. That's what Avenyx is built around.
This is the intellectual foundation of Avenyx.
Essays, research notes, and field reports on the evolving relationship between data, AI, and the humans using both. This is where we document what's working, what's falling apart, and why it matters. Everything built in Avenyx Labs starts here.
The Avenyx Ecosystem: Research, Labs, and Studio
When people hear Avenyx, they think of the company name. And yeah — it's Avenyx. But what actually makes the work function, what gives it structure and depth, is what's underneath: Research, Labs, and Studio.
Exploring Avenyx: What You Need to Know
So let me just talk about what Avenyx actually is, because I think that's the best place to start. Avenyx is a startup tech company exploring guided intelligence through complexity.
Human Agency vs. Synthetic Automation
Analyzing how prompt transparency reduces user fatigue in autonomous agent workflows.
Where research becomes reality.
This is the engineering hub of Avenyx. Research findings become functional code here. GitHub repositories, Vercel, Supabase architecture, custom API integrations. We build MVPs that work now, tested by real people, improved based on what we actually learn. The lab stays in contact with reality. That's the whole point.
PromptLens started from a real gap. Most teams have AI licenses and no idea what's actually happening inside them — who's using it, what they're using it for, whether it's helping anyone. And on the individual level, nobody taught people how to prompt well. They got the tool and were told good luck.
PromptLens fixes both sides of that. It diagnoses what's weak about a prompt, gives you an improved version, and coaches you over time. At the team level, managers get real visibility into how their team is actually using AI and where it's falling apart.
- See how prompts behave and improve over time
- Coach individuals toward better outputs
- Give managers real data on team AI usage
- Identify gaps before they become habits
Hoshi came from planning an international trip and realizing no single app does what you actually need. You end up stitching together a Notes doc, a spreadsheet, saved posts you'll lose, and a random itinerary template — and the second something changes, the whole thing falls apart.
Hoshi keeps everything in one place and moves with you while you're there. You build the itinerary, add your spots, your shopping lists, your notes. While you're there, Kei — the co-pilot layer, handles the real-time adjustments so you don't have to.
- Itinerary that adjusts with you in real time
- Smart suggestions based on what you already saved
- Budget tracking from estimate to actual
- Photos sorted by location automatically
- Shared trips with group collaboration built in
This is where logic meets intuition.
After something has moved through Research and been built in Labs, Studio is where it gets its soul. The human-centered UI design, the visual storytelling, the decisions about color and tone and feel that turn a functional product into an actual experience.
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Interested in collaborating with Avenyx Studio, exploring research partnerships, or becoming an early beta tester for PromptLens or Hoshi? Send us a note and we'll follow up.
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If this resonated with you — whether you're a worker, a team lead, a company, or just someone who's been frustrated with AI and didn't know why — I'd love to keep you in the loop on everything we're building.
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Want to talk? Whether you're curious about what we're building, want to collaborate, or just have thoughts — reach out.