# voidvector — UX research × AI applications

> HTML 版（正本）：https://voidvector.tech/
> 語言：en · 來源：voidvector（虛空向量有限公司）

A UX research team and an AI applied-research team. We connect AI applications, UX design, growth operations, and marketing growth — with one research method.

## What we do

### AI applications — AI, put where it belongs.

We research where AI can actually land, then wire it into your product and workflows — not for a flashy demo, but to make one real step faster, sharper, and lighter.

- Shipping AI features
- Workflow automation
- Retrieval & Q&A
- Model selection & evaluation
- On-device / edge inference

### UX design — Design that starts with the user.

UX research is what we do. We find where users get stuck, then design the flow and the interface — so the product feels obvious, not heavier with features no one uses.

- User research
- Usability testing
- Information architecture
- UI & interaction design
- Experience metrics

### Growth operations — Operations that compound.

From brand positioning to day-to-day operations, we read retention, conversion, and LTV with research instead of gut feel — turning growth into loops you can push, where every move maps to a number you care about.

- Brand positioning & advisory
- Retention & conversion
- LTV & revenue models
- Growth-loop design
- Ops automation

### Marketing growth — Found by search — and by AI.

Traffic is moving from search engines to AI answers. We cover classic SEO and visibility inside AI engines together, bring the right people in, and make the content actually convert.

- SEO & GEO
- Content strategy
- AI-engine visibility
- Acquisition & ads
- Conversion optimization

## Principles

- **Research first**：undefined
- **Opinionated delivery**：undefined
- **Numbers map to moves**：undefined
- **AI where it belongs**：undefined
- **Handover means you run it**：undefined
- **Honest about what failed**：undefined

## FAQ

### What exactly do you do?

Four things: AI applications, UX design, growth operations and brand advisory, and marketing growth — SEO and GEO included. Underneath all four is the same discipline: user research plus the numbers.

### How are you different from a marketing or design agency?

Method. Agencies start from deliverables; we start from research. We read your users and your data, take a position on what's actually broken, and only then design, build, or write — so every deliverable maps to a metric.

### Which AI model do you build on?

Whichever fits the problem. We evaluate the major engines against your task, cost, and latency, and we're not tied to any vendor — the model is a choice, not a loyalty.

### How long until we see results?

Depends on the block. AI features and UX fixes show up in weeks. Marketing growth is slower and we won't pretend otherwise — SEO and AI-engine visibility take at least a quarter to compound.

### Can we run it ourselves after handover?

That's the goal from day one. We hand over documentation, dashboards, and a playbook your team can follow, and we train them before we leave — if you still need us to operate it, we haven't finished.

### What do you leave us with at the end?

Everything that runs: the systems and prompts, the research findings, the design files, the content guidelines, and the dashboards that tell you whether it's still working.

### Can we buy just one block?

Yes. But we'll be upfront about the difference: one block fixes a symptom, connected blocks compound — research feeding design feeding growth is where the leverage is. We'll tell you which block you actually need first.

### How do you price?

By scope, quoted after a short diagnosis — project-based for builds, monthly for advisory and growth. No surprise line items; you'll know the number before we start.