In development. Open to what’s next.

AI USAGE & COST GOVERNANCE

Make every
token count.

Bring clarity to your AI spend. We’re building one place to manage model access, understand usage, and help your business use AI more efficiently.

Your cloud. Your hardware. Your AI, under control.
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IQLater / WorkspaceJD
YOUR AI, AT A GLANCE

Usage overview

Sample month
Total spend$248.60Across model providers
Tokens used12.4MAcross 3 teams
Token usage by weekInputOutput
Engineering52%Support30%Research18%
INTELLIGENT ROUTINGThe right model for the task.ClassifyApply policyRoute
Product concept · Illustrative data, not a live dashboard

One governance layer.
Every way your team uses AI.

Chat toolsCoding agentsBusiness appsInternal workflows

01 / THE PLATFORM

AI spend should make sense.

Connect usage to the people, projects, and decisions behind it. Turn scattered model calls into a clearer picture of your business.

PLATFORM DESIGN PREVIEW

The story behind the spend.

A sample monthly AI usage report

Attributed spend$248.60 USD
Illustrative spending by team in US dollars
TeamShareCost
Engineering52%$129.27
Support30%$74.58
Research18%$44.75

From a total on an invoice to an explainable cost for each team.

Illustrative examples · Capabilities in development

The foundations we’re building.

PLANNED CAPABILITIES

Unified AI gateway

One API entry point for multiple model providers and locally hosted LLMs.

Identity & permissions

Organizations, users, API keys, roles, and permissions in one management layer.

Model operations

Model configuration, routing, fallback, and rate limits for dependable access.

Accounts & budgets

Provider account management, team budgets, and quotas that put spend in context.

Usage & cost reports

Token analytics, cost attribution, dashboards, and management-ready reports.

Observability

Request logging, tracing, monitoring, and alerts to understand what happened.

Privacy & guardrails

Configurable data handling, access policies, and security controls for AI requests.

Connected workflows

Workflow and multi-model orchestration with usage visibility across each step.

02 / DEPLOYMENT OPTIONS

One vision. Two ways to run it.

Start with the environment your business needs. We’re developing a cloud platform and an integrated appliance for local AI.

FLEXIBLE BY DESIGNPlanned

IQLater Cloud

A shared governance workspace for teams working across AI providers.

  • Centralize access to multiple model services
  • Track usage, budgets, and costs across teams
  • Manage policies from a common control layer
Discuss your cloud needs
CLOSER TO YOUR DATAPlanned

IQLater Appliance 一体机

Local LLMs and AI governance, brought together on dedicated hardware.

  • Run supported models on your own infrastructure
  • Keep local inference within your environment
  • Bring access, usage, and routing controls on site
Discuss a local deployment

Both solutions are in preparation. Availability, supported models, hardware, and deployment requirements will be confirmed through evaluation.

03 / THE COMPANY

Built in Shanghai.
Open to collaboration.

AI is becoming part of everyday work. Making it accountable should be just as natural.

IQLater is the product initiative of Shanghai Jiangzhi Artificial Intelligence Technology Co., Ltd. We’re developing tools that help organizations understand AI consumption, manage access, and make better decisions about models and infrastructure.

We are currently preparing the product and exploring early customer needs and technology partnerships.

Shanghai, China · English & Chinese inquiries welcome

FOR HARDWARE & TECHNOLOGY PARTNERS

Let’s build the local AI stack.

We are evaluating GPU compute platforms, workstations, and server hardware for our planned on-premises AI appliance. We welcome conversations with hardware manufacturers, distributors, and infrastructure partners about model compatibility, integration, and procurement.

Explore a hardware partnership

04 / LET’S CONNECT

Good things start
with a conversation.

Exploring AI governance for your team? Building the hardware behind local AI? We’d like to hear what you’re working on.

Based in Shanghai. Open to conversations worldwide.