Data & AI Engineering Studio

Senior data & AI firepower,
without hiring an executive team.

AnyAgent helps US and EU companies design and ship AI applications, data platforms, and risk & compliance systems. Led by a former data director with 15+ years across JD.com, Yili, and Fortune-scale fintech — you get the architect, not the agency.

15+

Years in data & AI engineering

99.99%

Platform uptime delivered

$120M+

Losses prevented via risk systems

70-95

Engineers led per program

Led programs alongside IBM & Accenture · Sovereign-grade delivery · English-first

What We Do

Four service lines, one goal: senior engineering outcomes with predictable scope and cost.

AI & LLM Applications

RAG pipelines, autonomous agents, and AI workflows that actually ship to production. Model selection, evaluation, and cost control baked in from day one.

  • Agent & RAG systems
  • AI feature engineering
  • Evaluation & guardrails
  • Cost optimization

Data Platforms & Engineering

Warehousing, real-time pipelines, governance, and BI — architected by someone who has scaled platforms from hundreds to thousands of nodes.

  • Data warehouse & lakehouse
  • Real-time streaming
  • Data governance & quality
  • Self-serve BI

Risk & Compliance Systems

Anti-fraud, regulatory reporting, and automated compliance validation. A differentiated capability our clients struggle to find anywhere else.

  • Fraud & anomaly detection
  • Regulatory reporting automation
  • Audit trails & controls
  • Model risk review

Architecture & Advisory

Technical due diligence, architecture assessment, and roadmap guidance. Fractional CTO or data-leadership support at a fraction of the cost.

  • Architecture review
  • Technology due diligence
  • Hiring & org support
  • Fractional CTO / CDO

Selected Case Studies

Representative work across fintech, e-commerce, and manufacturing. Details anonymized under NDA; outcomes are as-delivered.

Fintech · Consumer Finance

Enterprise data foundation for a national consumer-finance lender

Designed and stood up a standardized financial data foundation from zero in 6 months — unified asset/liability cash-flow data, then layered AI-driven analytics on top.

+25%
capital allocation efficiency
1:3.5
ROI ratio
-20%
build cost vs. plan
Regulatory & Risk

Regulatory reporting engine for a national lender

Rebuilt the regulatory reporting pipeline with automated rule parsing and validation. Reporting accuracy reached 99.99% with a 50% faster cycle.

99.99%
reporting accuracy
-30%
manual effort
0
compliance incidents
Retail · E-commerce

Data-as-a-product line at a top-5 Chinese e-commerce company

Packaged internal financial and transaction data assets into two standardized SaaS-style data products, monetized in 7 months.

$4.2M/yr
direct product revenue
1:5
ROI ratio
+60%
data request speed
Manufacturing · Supply Chain

AI forecasting at a global dairy group

Deployed sales and raw-milk production forecasting models into production across supply chain, finance, and inventory — cutting spoilage and cash drag.

+28%
supply-chain turnover
-30%
milk inventory loss
$1.1M+/yr
operating cost saved

Open Source

We believe in shipping real code, not just slides. Our working infrastructure and playbooks are public — inspect them before you engage us.

apiportal

Production deployment of an OpenAI-compatible AI API gateway — multi-model routing, per-token billing, and a management console. This is the product we run ourselves.

Next.jsNew-APILLM Gateway
View on GitHub
ai-agent-playbook

Field notes on shipping LLM agents and RAG pipelines to production — evaluation, guardrails, and cost control patterns we use with clients.

AgentsRAGLLMOps
View on GitHub
data-platform-kit

Reference architecture for warehouse, real-time pipelines, and governance — distilled from deployments at fintech and retail scale.

WarehouseStreamingGovernance
View on GitHub

More repositories coming as we productize our playbooks. Follow us on GitHub for updates.

Our SaaS Product

AnyAgent AI Gateway

A production-grade, OpenAI-compatible API gateway — the same infrastructure we run for ourselves and our clients. Prepaid credits, multi-model routing, and per-token billing.

OpenAI-compatibleDrop-in replacement for /v1
Multi-modelGPT, Claude, Gemini & more
Instant setupLive in minutes
Usage-basedPay only for what you use

Quickstart

1. Install the OpenAI SDK

npm install openai

2. Point it at AnyAgent

import OpenAI from 'openai';

const openai = new OpenAI({
  apiKey: 'YOUR_API_KEY',
  baseURL: 'https://anyagent.best/v1'
});

Led by someone who has already built it — at scale.

AnyAgent was founded by a senior data & AI engineering leader with 15+ years in production, most recently as Data Director at two Fortune-adjacent Chinese financial groups — managing teams of 70-95 engineers and annual budgets up to $7M USD.

That background is the product. When you work with AnyAgent, you get the architect who has delivered national-level data platforms, deployed AI forecasting into a global dairy supply chain, and built data products that generated millions in direct revenue — not a junior team learning on your dime.

We stay deliberately small, take on a limited number of engagements at a time, and put our working code in the open so you can judge us before we talk.

English-first communication
China-based · Global delivery
All results measured in dollars

Beijing Institute of Technology

M.S. in Computer Software

Founded as one of China's earliest military-tech universities.

JD Finance · Haier Consumer Finance

Data Director

Scaled data platforms from hundreds to thousands of nodes.

Yili Group · Dangdang

Data Platform Lead & Monetization

Turned data teams into P&L centers with SaaS-style products.

IBM · Accenture collaboration

Program Delivery Lead

Ran large transformation programs with global SIs.

Let's talk about your project

Tell us where you are, where you want to go, and what you've already tried. We reply within one business day — usually faster.

yonggang_li@163.com
AnyAgent Studio