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Overview

Adstract helps teams add sponsored content workflows to LLM-powered products. It is designed for prompt-driven experiences where ads can be inserted and tracked in a structured way.

What Adstract provides​

At a high level, Adstract enables:

  • ad-enabled prompt workflows for LLM experiences;
  • a platform model for publishers and inventory ownership;
  • account and platform lifecycle management; and
  • API key based access control for integration environments.

Integration options​

Adstract can be integrated in two ways:

  • REST API — send HTTP requests directly to api.adstract.ai. No SDK required. Use any language or HTTP client.
  • Python SDK — typed client with built-in validation, retries, and sync/async support. The fastest path to integration in Python applications.

Typical lifecycle​

The standard Publisher onboarding lifecycle is:

  1. Sign up as a Publisher.
  2. Create a platform and ensure it is active.
  3. Create a Sandbox API key.
  4. Integrate Adstract (through SDK or REST) into your product workflows using the Sandbox key.
  5. Reach 200 unique ad clicks (traffic is not paid at this stage).
  6. Complete your profile by providing a valid beneficiary (payment details).
  7. Request verification — Adstract reviews and approves your account.
  8. After approval, create a Billing API key and swap it in for paid production traffic.

Who this is for​

Adstract is intended for teams building:

  • conversational AI applications;
  • assistants and copilots;
  • vertical LLM applications; and
  • generalized AI platforms.

Next steps​

  • Continue to Introduction for platform context and SDK architecture.
  • Continue to Adstract Hub to experience the platform without any implementation.