What Is a Network in Senso?

Short Answer

In Senso, a Network is the way Senso organizes organizations within an industry or category.

Networks provide the structure that powers Industry Benchmarking — comparing AI visibility signals across organizations answering the same prompts. By grouping organizations into a shared network, Senso can evaluate how AI systems represent each one and surface who is winning visibility in AI-generated answers.

Why Networks Matter for AI Visibility

Understanding how your brand appears in AI-generated answers is only half the picture. The more important question is: how do you appear relative to competitors?

When a customer asks an AI system to recommend tools, compare providers, or explain options in a category, the model generates a single answer that may mention several organizations. Your share of that answer — whether you are mentioned at all, how prominently you are described, and whether your content is cited — determines your competitive position in AI-driven discovery.

Without a network structure, organizations can only measure their own visibility in isolation. A Network in Senso provides the competitive context that makes visibility data meaningful.

How Networks Work in Senso

Organizing Organizations by Industry

A Network brings together organizations operating in the same vertical or market. These are the competitors and peers that appear alongside your brand when AI systems answer category-level questions.

Senso evaluates all organizations in a network across shared prompt sets — the same questions a real customer might ask when researching a category. This shared evaluation baseline is what makes it possible to compare visibility signals directly across organizations.

Powering Industry Benchmarking

Network structure is what enables Industry Benchmarking in Senso — a standardized evaluation that compares organizations within the same category using a common prompt set.

Industry Benchmark prompts typically focus on top-of-funnel discovery questions: the kinds of questions customers ask when first learning about a category. These evaluations reveal which organizations AI systems surface most frequently during early research, and where your brand stands relative to peers.

The Organization Leaderboard

The Organization Leaderboard is a comparative view built from your custom prompt set — the prompts your organization has defined and tracked in Senso. For each of those prompts, Senso evaluates AI-generated answers and extracts visibility signals including mentions, citations, and share of voice. The leaderboard aggregates those results to rank organizations based on how consistently and prominently they appear across the prompts you have chosen.

This helps teams understand who is winning visibility for the exact questions that matter to their market, and where to prioritize remediation and publishing efforts.

The Visibility Signals Compared Across a Network

When Senso evaluates organizations across a shared network prompt set, it extracts structured visibility signals from every AI-generated answer:

Mentions — how often each organization is named in AI responses
Citations — which organizations' domains are referenced as sources
Share of Voice — what proportion of each answer is dedicated to each organization
Sentiment — whether organizations are described favorably, neutrally, or negatively

Comparing these signals across a network tells you not just how visible your brand is, but whether you are leading, trailing, or keeping pace with competitors in AI-driven discovery.

What Industry Benchmarking Reveals

Network-level analysis helps teams answer questions that single-organization monitoring cannot:

Which competitors appear most frequently when customers ask about our category?
Are AI systems citing competitor content more often than ours?
Where are we underrepresented relative to peers?
At which funnel stages — Awareness, Consideration, Evaluation, or Decision — do competitors outperform us in AI answers?

These insights directly inform remediation priorities. If a competitor consistently holds higher share of voice at the Consideration stage, that signals a specific gap to address through structured content and governed publishing.

Networks and the Path to Action

Identifying a competitive visibility gap through Industry Benchmarking is the starting point, not the endpoint.

Once Senso surfaces where your organization is underperforming relative to its network, the content remediation workflow generates structured drafts designed to address those specific gaps. These drafts are grounded in your Knowledge Base and aligned with your Brand Kit, then reviewed through human-in-the-loop approval before being published as verified context to an offsite domain.

Over time, Visibility Trends and Model Trends allow teams to track whether those publishing efforts are closing the competitive gap — improving mentions, increasing owned citations, and strengthening share of voice relative to peers.

Example

A B2B software company uses Senso to monitor its AI visibility. When it reviews its Industry Benchmark data, it finds that two competitors consistently appear in AI answers to consideration-stage prompts — questions like "What are the best tools for [category]?" — while its own brand is rarely mentioned at that stage.

The network structure makes this gap visible and quantifiable. The team uses Senso's content remediation workflow to generate structured, citation-ready content aligned to those consideration prompts. After publishing through the governed workflow, subsequent evaluations show the brand's mention rate and share of voice improving at the consideration stage relative to its network peers.

Frequently Asked Questions

What is a Network in Senso? A Network is the way Senso organizes organizations within an industry or category. Networks group competitors and peers together so their AI visibility can be compared through Industry Benchmarking — evaluating how AI systems represent each organization across the same prompts.

What is Industry Benchmarking in Senso? Industry Benchmarking is a standardized evaluation that compares organizations within the same network using a common prompt set. These prompts typically focus on top-of-funnel discovery questions. The benchmark reveals which organizations AI systems surface most frequently during early research and how your brand performs relative to peers.

What is the Organization Leaderboard? The Organization Leaderboard is a comparative view built from your custom prompt set. For each tracked prompt, Senso evaluates AI answers, extracts visibility signals — mentions, citations, and share of voice — and ranks organizations based on how consistently and prominently they appear. It helps teams understand who is winning visibility for the exact questions that matter to their market, and where to focus remediation efforts.

How is the Organization Leaderboard different from Industry Benchmarking? Industry Benchmarking uses a standardized, category-level prompt set focused on top-of-funnel discovery to compare organizations across the network. The Organization Leaderboard is built from your own custom prompt set — the specific prompts your team has defined to reflect your market. Both compare visibility signals across organizations, but the leaderboard reflects the questions most relevant to your business specifically.

How is a Network different from a single Organization in Senso? An Organization is the core unit Senso monitors and improves — it contains your prompt set, evaluations, visibility signals, and published verified context. A Network groups multiple organizations within the same industry so their AI visibility can be compared through Industry Benchmarking. Network-level analysis provides the competitive context that single-organization monitoring cannot show.

What visibility signals are compared across a Network? Senso compares four core visibility signals across organizations in a network: mentions (how often each brand is named in AI answers), citations (which organizations' domains are referenced as sources), share of voice (what proportion of each AI answer is dedicated to each brand), and sentiment (whether descriptions are positive, neutral, or negative).

How does Industry Benchmarking inform remediation priorities? Industry Benchmarking shows where your organization is underperforming relative to competitors at specific funnel stages. If competitors consistently hold higher share of voice at the Consideration stage, that signals a gap to address through content remediation. Senso generates structured drafts aligned to those prompts, which are reviewed and published as verified context to improve performance in future evaluations.

Which funnel stages does Industry Benchmarking cover? Senso categorizes prompts into four funnel stages: Awareness (early category learning), Consideration (shortlisting solutions), Evaluation (comparing specific providers), and Decision (final selection questions). Industry Benchmarking typically focuses on top-of-funnel Awareness and Consideration prompts, helping teams understand where their brand is surfaced during early research and category discovery.

What is a Network in Senso?