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Unified AI API Gateway

One API to govern enterprise AI: connect supported global and China-based models, and apply routing, budget, key-management, metering and audit policies centrally.

Unified AI API Gateway

One API for supported global and China-based models

Applications talk only to the gateway, which handles authentication, budgets, policy routing, metering and audit; the model side connects to supported global and China-based providers. Figures below are an indicative simulation.

ENTERPRISE SIDE Customer service Agent Marketing Agent Dev assistant IDE Knowledge base RAG CRM / OA App GSS UNIFIED AI API GATEWAY 01 Auth 02 Quota 03 Route 04 Meter 05 Audit MODEL SIDE OVERSEAS OpenAI Anthropic Google xAI DOMESTIC DeepSeek Zhipu GLM MiniMax Moonshot
LIVE · Tokens / s 12800
Requests / min 3400
Overspend blocked 17
Four-tier quota · allocated ≤ held
  • Enterprise 1,000,000
  • Dept · R&D 420,000
  • Staff · Engineer A 60,000
  • Key · ide-prod 20,000

A control plane for enterprise AI

Departments sign up for their own provider accounts, keys end up in code, and finance reconciles several invoices at month end — this is where most enterprises land once model usage scales. Uncontrolled budgets, unclear ownership and provider lock-in share one cause: calls do not pass through a governed entry point.

The GSS Unified AI API Gateway brings enterprise model traffic into one control plane. Applications talk only to the gateway; the gateway applies authentication, budget validation, policy routing, metering and audit before requests reach providers; the model side connects to supported global and China-based providers.

Four core values

ValueHow
Integrate onceOne API to supported global and China-based models; compatible applications replace only the endpoint and key
Control spend before it occursEnterprise → department → staff → key budgets enforced before each request; stopped at the limit
Allocate cost by team and applicationEvery call has an owner; cost rolls up by department / application / model and exports for reconciliation
Maintain traceable access and usage recordsKey creation, use, change and revocation plus every call are logged end to end and filterable

What the gateway does in the request path

  • Application side: agent applications (customer service · marketing · ticketing), enterprise applications (CRM · OA · ERP · knowledge base), new business lines added as needed.
  • Gateway: authentication → budget and quota validation → policy routing → metering → audit trail.
  • Model side: supported global and China-based providers. Overseas models are reached over GSS cross-border connectivity and GSS PoPs with an auditable path.

Multi-level budgets, enforced before spend

Enterprise total → department → staff → each API key. Rule: allocation at any level may not exceed what that level holds; over-allocation is rejected; each call is validated in real time and stopped at the limit. Budget is a pre-request policy, not a month-end reconciliation.

Monitor usage, cost allocation and model performance

ModuleCapability
Usage and costMulti-dimensional aggregation · export · overspend alerts
Contract ordersQuota issued to the enterprise account per order
Model pricingTransparent prices for supported models
Accounts and departmentsEnterprise / department / staff tiers, budget ownership
Key wizardStep-by-step creation, mandatory department ownership

The dashboard shows this month’s usage, call count, tokens (input and output counted separately) and remaining budget in real time; department detail can be filtered by model and period and exported. Once cost is attributed to departments and applications, business value is assessed by the enterprise against its own output.

Manage the full lifecycle of every API key

  1. Create — name → department → authorised providers → budget → expiry.
  2. Use — mandatory department ownership; model scope bounded by provider.
  3. Rotate — external keys recommended to expire at 90 days, reminder 7 days ahead.
  4. Revoke — one-click recovery when staff leave or projects close; budget released automatically.
  5. Audit — creation, use and changes logged end to end.

Compared with the alternatives

CapabilityProvider consoleGeneric API gatewayIn-house gatewayGSS Unified AI API Gateway
Multi-provider✕○○● Supported providers managed together
Multi-level budgets○ Single-provider cap△ Build yourself△ Build yourself● Four levels · enforced before spend
Cost roll-up○ Single-provider bill✕△ Build yourself● Department / project / key
Contract-based quota✕✕△ Build yourself● Order-driven
Call audit○ Single-provider logs○ HTTP layer△ Build yourself● End-to-end · multi-dimensional
Application compatibility● Native SDK△△● Protocol-level

Legend: ● available ○ partial △ build yourself ✕ not supported

Onboarding path

  1. Assess — confirm interfaces, authentication, network and security-review requirements; check the compatibility list.
  2. Connect — compatible applications switch endpoint and key to the gateway.
  3. Allocate — build multi-level budgets and keys, scoped by provider.
  4. Operate — usage and cost visible in real time; GSS maintains routing policies and the compatibility list.

Migration time depends on application interfaces, security review and deployment scope; we provide a plan after assessment. The gateway is delivered alongside GSS cross-border connectivity, managed operations and AI infrastructure — where the model runs, how traffic travels, where compute sits and who operates it are owned by one team.

Next step: Request a technical demo · View supported models · Discuss private deployment

Capabilities

Platform capability matrix

Three categories are stated for each area — supported today, configurable, and integrations that require assessment. Support is defined by the compatibility list for the current release.

01

Unified access

One API to supported global and China-based providers, protocol-compatible.

  • Supported: chat and completion interfaces of mainstream global and China-based providers
  • Configurable: provider priority, model aliases, regional endpoints
  • Requires assessment: provider-specific features (tool calling, multimodal) item by item
02

Budgets and quotas

Multi-level budgets enforced before spend, not at month end.

  • Supported: four budget levels (enterprise / department / staff / key), over-allocation rejected
  • Configurable: alert thresholds, reset periods, freeze policies
  • Requires assessment: budget sync with your finance systems
03

Policy routing

Policy-based switching across configured model endpoints.

  • Supported: routing rules by provider / model / department, endpoint failure switching
  • Configurable: cost-first, latency-first, region-first policies
  • Requires assessment: feature-equivalence mapping across providers
04

Keys and audit

Every key has an owner, an expiry and a record.

  • Supported: key wizard, mandatory department ownership, one-click revocation, end-to-end audit
  • Configurable: rotation period, reminder timing, export format
  • Requires assessment: integration with your SIEM / IAM
05

Observability

Usage, cost allocation and model performance in one view.

  • Supported: usage / cost / token aggregation and export
  • Configurable: dashboard dimensions, reporting periods
  • Requires assessment: custom quality metrics
06

Deployment

Managed or private, operated by the same team.

  • Supported: GSS-managed; deployment in your data centre / dedicated cloud
  • Configurable: overseas models reached via GSS PoPs
  • Requires assessment: high-availability design inside your private network
Service specifications

Unified AI API Gateway

Model accessSupported global and China-based model providers (compatibility list published per release); protocol-level compatibility, no code change for compatible applications
Control-plane functionsUnified authentication, budget and quota validation, policy-based routing, precise metering (input / output tokens counted separately), end-to-end audit trail
Multi-level budgetsEnterprise → department → staff → API key. Rule: allocation at any level ≤ holding at that level; over-allocation rejected, requests stopped at the limit
Management consoleUsage and cost aggregation with export, contract-order quota issuance, transparent model pricing, enterprise / department account tiers, key-creation wizard
Key lifecycleCreate (name → department → providers → budget → expiry) → use → rotate (90 days recommended, reminder 7 days ahead) → revoke → audit
AvailabilityPolicy-based switching across configured model endpoints; overseas models reached over GSS cross-border connectivity and GSS PoPs with an auditable path
Delivery modelGSS-managed service, or deployment in your data centre / dedicated cloud; delivered and operated by GSS teams in Beijing and Shanghai
Delivery process

Delivery process

Assess and connect

Confirm interface compatibility, authentication, network and security-review requirements. Compatible applications migrate by switching the endpoint; timing depends on interfaces, security and deployment scope.

Allocate budgets and keys

Build the enterprise → department → staff → key budget tree along the org chart; department ownership is mandatory and each key's model scope is bounded by provider.

See usage and cost

Usage, call count, tokens and remaining budget are visible in real time; filter by department / application / model / period and export for reconciliation.

Govern continuously

Overspend alerts and automatic blocking, scheduled key rotation and recovery, monthly cost roll-up; GSS maintains routing policies and the compatibility list.

Related cases

Related cases

Internet / AI A multinational AI application company (Singapore HQ · Shanghai R&D)

Cross-border AI Compute Circuits and Multi-cloud GPU Scheduling

The Shanghai R&D team trained on GPU clusters in Singapore and Tokyo, but moving 40 TB daily datasets over the public internet took 20+ hours and kept failing; China data-export rules required an auditable dedicated channel; GPU utilisation across the three sites sat at 35% with queues in one place and idle cards in another.

20h → 2.5h 40 TB dataset transfer
35% → 78% GPU utilisation
Manufacturing A foreign-invested automotive parts manufacturer (China region)

Auto-parts Manufacturer Multi-plant Smart Cloud and AI Inspection

Inter-plant MPLS was expensive and slow to scale, and ERP / MES moved to cloud with degraded experience; nightly data sync with German HQ took over six hours; manual visual inspection on the line missed defects and left no traceable quality data.

−34% WAN cost
6h → 50min Cross-border sync
Pharma / Life sciences A multinational pharmaceutical company (China region)

Multinational Pharma China AIOps and Compliant Data Centre Operations

China IT was managed remotely by global HQ with only six local staff covering GxP data rooms, a nationwide office network and cloud. Eleven monitoring tools generated 15,000 alerts a month with under 5% actionable, and major incidents took three hours to diagnose. Global HQ required English reporting and audit evidence from any local vendor.

−88% Alert volume
3h → 25min Major-incident diagnosis
Retail A national retail chain

Retail Chain Private AI Customer Service and Store Network Upgrade

1,800 stores ran on a single broadband line and POS / loyalty systems dropped at peak; 400 contact-centre agents searched 30+ policy and product documents by hand with a 6-minute average handling time; member data and conversations could not leave the company, ruling out public-cloud LLM APIs.

−91% Store outages
6min → 2.5min Average handling time
FAQ

FAQ

What does the gateway add over the providers' own consoles?

A provider console manages one provider, one ceiling and one invoice. The gateway manages several supported providers from one place, enforces enterprise → department → staff → key budgets before spend, rolls cost up by department / project / key automatically and offers end-to-end, multi-dimensional call auditing.

Do we have to change application code?

Not for compatible applications — replace the endpoint and key with those issued by the gateway. Migration time depends on interfaces, authentication, network and security review; we provide a plan after assessment.

How are budgets enforced?

The enterprise holds the total budget, splits it to departments, departments split to staff, and it lands on each key. Allocation at any level may not exceed what that level holds; each call is validated in real time and stopped at the limit.

What happens to a key when someone leaves or a project closes?

One-click revocation in the console; the budget is released back to the parent level. Creation, use, change and revocation are all logged. External keys are recommended to expire at 90 days with a reminder 7 days ahead.

Which models are supported?

See the compatibility list for the current release, which states provider, model, protocol, feature and deployment support and is updated per release. Ask us for the latest list.

How are overseas models kept stable?

Overseas calls travel over GSS cross-border connectivity and GSS PoPs in Hong Kong / Tokyo / Singapore / Los Angeles with an auditable path. Policy-based switching across configured endpoints lets traffic move to another configured endpoint when one provider rate-limits or fails.

How is it paid for?

Quota is issued to the enterprise account against contract orders and managed by GSS, so you no longer contract with multiple overseas providers separately.

Is this a GSS product?

The GSS Unified AI API Gateway is operated by GSS, available as a managed service or deployed in your data centre / dedicated cloud, and delivered together with GSS connectivity, managed operations and AI infrastructure services.

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