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Corporate Partnerships · Enterprise

Making the Integration of Large Models a Predictable Part of Infrastructure

Corporate partnerships lock in the three factors most prone to fluctuations: unit price, availability, and access methods. Tiered discounts and framework agreements ensure predictable costs based on usage; multi-channel disaster recovery and circuit-breaker switching within the same model mitigate upstream fluctuations; Dedicated channels, model catalogs, and private deployment solutions are evaluated based on your compliance requirements; access is routed through Cloudflare’s edge network, enabling overseas teams to access resources from the nearest location. Start with a single key, then define the scope in the contract.

Why Corporate Partnerships?

Four value propositions that make both costs and risks predictable

These four points are the ones corporate clients ask about most frequently, and they are also the areas where we can provide specific mechanisms for explanation. For anything that requires a contractual agreement, we state “negotiable” rather than making a prior commitment to a figure we cannot deliver.

Low rates

Tiered discounts + large-volume framework agreements; no monthly fees or mandatory subscriptions; billing is based on actual token usage. The larger the committed volume, the lower the unit price; billing terms are identical to those of the personal plan.

Suitable forTeams with stable monthly expenses that need to keep costs within their budget range

High Stability

Multiple upstream channels are configured for the same model, with automatic failover in case of failure; failed requests that do not generate output are not billed. The SLA percentage and compensation method are subject to contractual agreement; no fixed figures are promised in advance.

Suitable forOnline services cannot tolerate even a single instance of upstream jitter.

Custom Services

Dedicated channels, model catalogs, joint debugging, and private deployment solution evaluations. During the migration period, our engineers will work with you to align on protocols, billing standards, and error codes—rather than just handing you a document and leaving you to figure it out on your own.

Suitable forThere are specific model combinations or data compliance requirements

Global Deployment

Based on Cloudflare’s edge access and multi-region disaster recovery scheduling, overseas teams can access the system from the nearest location, and cross-border link jitter will not directly affect the application layer; specific regions and links are subject to evaluation based on the actual deployment.

Suitable forThe team is spread across multiple countries or regions

Cooperation Models

Three Partnership Tiers—Choose Based on Your Usage Volume

The three options are not mutually exclusive: You can start with a volume-based model first, and once actual usage is established, discuss a framework agreement; if there is a need for private deployment, evaluate a dedicated deployment based on the framework agreement.

Pay-as-you-go Partnership

Pay-as-you-goNo monthly fee, no minimum spending requirement

Suitable for: Start-up teams / Validation of a single business line

  • Sign up to get started—full model catalog and real-time rates
  • Unified API Key and Unified Billing
  • Top-up balances are valid indefinitely and are deducted as you use them.
  • View Usage and Cost Details on Your Own via the Console
Registration Begins

Dedicated Deployment

Custom QuoteEvaluation Based on Model List and Deployment Model

Suitable for: Organizations with multiple teams / Organizations with strict compliance requirements

  • Exclusive Model List and Dedicated Channel Pool
  • Evaluation of Private/Dedicated Instance Solutions
  • Integration Testing, Migration, and Acceptance Testing Support
  • Negotiable SLAs and Operational Reports
Contact a Business Consultant
Collaboration Process

From Communication to Launch: Four Steps to Completion

Each step has clear deliverables, avoiding situations like “discussing for a long time without receiving a quote” or “signing a contract and not knowing what to do next.”

  1. 01

    Requirement Discussion

    Please provide a list of models, estimated monthly usage, current connection methods, and compliance requirements. We will first determine which requirements can be met directly and which will require customization.

  2. 02

    Solutions and Quotes

    Provide the channel mix, tiered pricing, and settlement methods to formulate a written quotation and contract terms; clearly mark any uncertain items as “to be evaluated.”

  3. 03

    Integration Testing and Deployment

    We’ll provide a testing quota and a dedicated key. Update the base URL and model name in your existing code, and switch traffic after the load test passes.

  4. 04

    Ongoing Operations

    Usage and costs are reviewed monthly; capacity alerts are issued in advance; new models are prioritized for activation; and anomalies are routed through a dedicated channel to pinpoint the specific request.

Contact Information

Contact Us

We will respond on weekdays between 10:00 a.m. and 7:00 p.m. (UTC+8). You can also email us directly with your list of models and estimated monthly usage, and we will reply with a proposal.

WeChat

admesh-bd

When adding, please include the note “Corporate Partnership.”

WhatsApp

+86 000 0000 0000

Please provide a phone number with the country code.

Telegram

@admeshhelpbot

Exclusive Channel for Corporate Partnerships

Open

Email

bd@admesh.ai

We will respond within 1 business day.

Open
Frequently Asked Questions About Partnerships

Contract Signing, Invoicing, Privatization, and Activation Timelines

These are the four questions companies ask most frequently before signing a contract. Whenever a contract needs to be consulted, the answers are subject to the terms of the contract.

Can we sign a contract and issue a special VAT invoice?

Yes. For corporate partnerships, we support the signing of service contracts and business-to-business bank transfers. We can issue standard or special VAT invoices (electronic invoices), with the invoicing entity matching the contracting entity. The specific invoice type, tax rate, and invoicing cycle will be determined based on your financial requirements and shall be subject to the terms of the contract.

What is the minimum partnership amount?

Our pay-as-you-go plan has no minimum spend requirement; you can start using the service immediately after registration. Framework agreements are typically tiered based on committed monthly consumption; thresholds and discounts vary depending on the model combination and billing cycle, and require a separate quote—we won’t give you a figure upfront and then change it at the last minute.

Can it be deployed on-premises?

We can evaluate this. We offer solution evaluations and integration testing support for privatized/dedicated instances; feasibility depends on the model list, traffic volume, and compliance requirements, and we will provide a proposal and quote after conducting an evaluation. Some upstream models are subject to vendor licensing restrictions and cannot be privatized; this will be clearly stated in the proposal in advance.

How long does it take to activate the service after signing the contract?

Pay-as-you-go partnerships are available immediately upon registration. For framework agreements, dedicated quotas and access channels will be activated within 1–3 business days after the contract is signed and the initial payment is received. Dedicated deployments depend on the scope of deployment and model licensing; they require separate scheduling, and the timeline will be clearly specified in the proposal.

Ready to chat?

Please send us the list of models, estimated monthly usage, and compliance requirements, and we will respond with a proposal and quote on the same business day.