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Concord uses the least AI required for each task. A useful way to hold it:
AI determines what should happen, deterministic systems ensure it happens correctly, and agents execute it.

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The layers

Generative AI interprets your brief, your request, and unstructured context, then explains the result back to you. Purpose-built Concord tools perform the platform work. Each tool carries the functions, parameters, dependencies, business rules, validation logic, and known constraints of its operation. Deterministic execution logic validates fields, applies business rules, and performs the platform operation. Skills supply your explicit operating rules, loaded when they are relevant to the request. Approvals, permissions, and history keep every operation reviewable and auditable.

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Why the agent does not learn platforms at runtime

A media buying operation can involve hundreds of variables and dependencies across campaign objects. Concord does not expect a model to rediscover that on every request. The agent interprets the request, selects the relevant tool, supplies the context, explains the result, and prepares platform actions. The tool performs the domain work — it understands the operation, not just the endpoint. This is also why Concord builds direct platform integrations rather than relying on a generic connector. A generic connection still leaves an agent responsible for discovering functions, understanding the object model, assembling parameters, and sequencing operations.

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What this means for optimization

Concord may use deterministic algorithms, statistical methods, predictive models, or machine learning depending on the operation. The agent understands the objective and explains the outcome; a dedicated tool does the computation and returns a structured result, which becomes a reviewable platform action. Not every optimization is performed by a language model.

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What models never do

AI models and agents do not interact directly with your advertising platforms. They prepare structured instructions for Concord’s execution layer. Before any platform operation is sent, that layer checks user access rights, client authorization scope, the operation type, required parameters, expected formats, quotas and limits, and your configured business and security controls.