Introducing Simply inside your SEO reporting workflow

Simply is implemented as a classic bottom right chat interface embedded directly into the SEO reporting application. While it looks like a standard conversational widget, its behavior is tightly coupled to the authenticated session, the active project, and a controlled knowledge base.

The assistant operates on three bounded data sources:

  •  The logged in customer’s project scoped reporting data
  • The platform’s user manual and product documentation
  • A curated set of general SEO FAQs and domain knowledge


This layered architecture is intentional. It allows Simply to answer both data specific questions and broader SEO or product related questions without crossing security boundaries.


Advantages

Context aware performance analysis

When a user asks about traffic drops, ranking volatility, or technical issues, the assistant retrieves structured metrics from the active project context. The model is not given raw database access. Instead, it receives validated, pre structured data tied to the authenticated tenant and selected project.

This enables grounded responses such as:

  • Identifying which landing pages lost visibility
  • Highlighting anomalies in impressions or clicks
  • Summarizing technical audit changes over time


Because retrieval is scoped and controlled, the assistant can reference actual numbers rather than generic SEO theory.


Integrated product guidance

By including user manual content in the retrieval layer, Simply can also answer operational questions such as:

  • How to configure tracking
  • How billing or reporting logic works
  • How to interpret specific metrics in the dashboard


This reduces support load and shortens the learning curve for new users. The assistant becomes both an analytical layer and an embedded product guide.


General SEO support without leaving the platform

The curated FAQ layer allows Simply to answer broader SEO questions such as:

  • What affects crawl budget
  • How canonical tags work
  • Why rankings fluctuate after algorithm updates


Because this content is pre selected and controlled, the system avoids uncontrolled browsing or unpredictable external sources.


Risks and architectural constraints we addressed

Dataset isolation

From the outset, we separated the three knowledge domains:

  • Tenant specific project data
  • Internal product documentation
  • General SEO knowledge


Retrieval is segmented at the infrastructure level. Customer data is always resolved through tenant aware queries with enforced row level security. Project context is injected before any retrieval occurs, ensuring data cannot cross organizational boundaries or leak into generalized answers.


Prompt discipline and response boundaries

Simply operates under strict system level instructions. The model is explicitly guided to:

  • Use project data only when contextually relevant
  • Separate observed metrics from general SEO best practice
  • Frame interpretations as hypothesis driven where appropriate
  • Decline questions outside authorized scope


This prevents the assistant from blending factual reporting with generic speculation and ensures analytical integrity.


Access control parity

The assistant inherits the exact same role based access model as the application itself. If a user does not have permission to view certain metrics in the interface, those fields are never made available in the retrieval step.

Permission validation happens before data is retrieved and before the model is invoked. This guarantees parity between UI visibility and conversational access.


Auditability and compliance

All interactions are logged with:

  • User identity
  • Active project context
  • Retrieved dataset scope
  • Generated response


Customer data is never used for model training. The assistant runs in inference mode with session bound context only, preserving data ownership and compliance boundaries.


Strategic positioning

Simply is not a general purpose AI layer attached to an SEO tool. It is a controlled analytical interface built on top of:

  • Structured project data
  • Internal documentation
  • Curated SEO domain knowledge


This architecture allows users to move seamlessly between operational questions, SEO theory, and real performance analysis without leaving the platform.


The result is a system that feels conversational on the surface but is tightly governed underneath. It delivers flexibility for the user while maintaining strict control over data boundaries, prompting logic, and access permissions.


Read more about the SEO report dashboard here.


This text was AI written, human approved.

Simply knows SEO

Simply is a project scoped, access controlled SEO assistant that combines live reporting data, product documentation, and curated SEO knowledge to deliver contextual insights without compromising data governance.