INDEPENDENT AI PRODUCT STUDIO

Less complexity.
More possibility.

We design and build AI applications that turn complex challenges into clear, useful experiences.

Thoughtfully built. Intelligently connected.

Product strategyAI engineeringHuman experience

From the first token.
To the final experience.

Start with model access, build a tailored application, or connect both. We meet you where your business needs AI.

01 / INFRASTRUCTURE

Foundation model
& token services

A manageable model layer for developers and teams. Connect providers through a unified gateway, with access controls and usage visibility.

  • Multi-model API access & protocol adaptation
  • Token usage, quotas & operational visibility
  • Model comparison & multimodal testing
Explore FewerTokens
02 / APPLICATIONS

AI application
development

Purpose-built products for your industry. Connect models to your data, tools and workflows, then turn that intelligence into a useful experience.

  • Domain-specific AI workflows & tool integration
  • Vision, generation & interactive experiences
  • Web products, mini-programs & delivery
Explore our applications

ONE CONNECTED STACK

ModelsData & toolsAI workflowsYour product

See our intelligence in practice.

Explore projects

Depth in AI.
Clarity in delivery.

Protocol-level engineering meets domain understanding. The same foundations adapt to different industries, data and workflows.

01

Model & protocol engineering

Multi-model gateways, streaming protocols, token metering and controlled access. Demonstrated in FewerTokens.

02

AI workflows & tool integration

Source-aware research, external tools and structured generation. Demonstrated in Lantern and Ramble China.

03

Multimodal product experiences

Vision, image generation, reports and guided interactions. Demonstrated in Xiaomei Beauty.

04

Complete application delivery

Web and WeChat experiences, persistent state, recoverable tasks and behavior checks across the portfolio.

BUILT FOR YOUR INDUSTRY

FinanceTravelBeautyRetailEducationEnterprise

Fewer points.
Greater purpose.

We work across the model-to-product stack. Fewer Points provides foundation model and token services, alongside custom AI application development. Our work in model gateways, investment research, travel planning and multimodal beauty connects protocol engineering, data and tool integration, intelligent workflows and complete product experiences. We bring that foundation to new industries, starting with the problems that matter to each business.

Product strategyAI engineeringExperience design

Beijing, China

Your next idea.
Our next conversation.

A challenge, an ambition, or just a question.
We’d love to hear what’s on your mind.