Business Impact

What business outcomes does Senso influence?

Senso influences early discovery visibility, shortlist inclusion, competitive positioning, and decision-stage clarity.

Compliance

How does Senso support compliance-sensitive industries?

Senso structures brand content so that AI systems rely more heavily on approved, first-party material. By improving ownership visibility, Senso enhances compliance with industry standards.

Can Senso help reduce AI misrepresentation risk?

Yes. By identifying when AI answers rely heavily on external citations or omit the brand entirely, Senso surfaces narrative opportunities to mitigate risks.

Does Senso replace existing compliance workflows?

No. Senso does not replace compliance review processes. It integrates with them by structuring visibility work so it can complement existing workflows.

Case Studies

What do successful Senso implementations typically achieve?

Successful organizations typically:

  • Increase Mentions across high-intent prompts
  • Improve Share of Voice in comparison to competitors.

Knowledge Management

What is Knowledge Management in Senso?

Knowledge Management in Senso is the structured practice of governing how brand knowledge is interpreted and surfaced by AI systems.

How is Senso’s approach different from traditional knowledge management?

Traditional knowledge management focuses on internal accessibility — helping employees find information. Senso focuses on optimizing external visibility for AI systems.

Why does Knowledge Management matter for AI visibility?

AI systems generate answers using available, extractable content. If first-party knowledge is fragmented, unclear, or weak, the visibility of the brand diminishes.

How does the Knowledge Base support Knowledge Management?

The Knowledge Base stores the structured content Senso uses for evaluation and remediation. It acts as the reference layer for AI systems to extract reliable information.

What organizational behaviors support effective Knowledge Management in Senso?

Effective Knowledge Management requires:

  • Clear ownership of first-party content
  • Consistent brand descriptors
  • Ongoing updates and management of brand knowledge.

What outcomes indicate strong Knowledge Management?

Strong Knowledge Management is reflected in:

  • Increasing Owned Citation Trends
  • Stable or rising Share of Voice
  • Consistent AI visibility metrics.

Best Practices

What are best practices for prompt selection?

Choose prompts that match how customers actually ask questions in tools like ChatGPT, Perplexity, and Gemini. Build a bank of relevant prompts.

What makes remediation effective?

Remediation works best when it is tightly tied to one tracked prompt and one clear issue, like missing Mentions or low Share of Voice.

How should teams use the Template Library?

Use the Template Library to match structure to intent. For Awareness prompts, formats that teach and define tend to perform well.

How should teams manage the Knowledge Base?

Treat the Knowledge Base as the source material you want AI systems to use as proof. Keep core ground truth current, especially after changes in product offerings.

Features & Capabilities

What is Content Remediation in Senso?

Content Remediation is the operational workspace where evaluation signals turn into content action. It surfaces tracked prompts for further action.

How does Remediate Content work?

Remediate Content is the action that initiates content generation for a specific tracked prompt. When selected, Senso generates content based on the prompt's specifications.

What is the Template Library?

The Template Library is the catalog of structured content formats available inside the remediation flow. Each template is designed for specific use cases.

What is Auto Remediation?

Auto Remediation automatically selects the template Senso determines is most aligned with the tracked prompt and generates the necessary content.

What is the Knowledge Base?

The Knowledge Base is the repository of structured content Senso references during evaluation and draft generation. It ensures accurate information is utilized in content creation.

How does Senso generate structured drafts?

Senso generates structured drafts by combining three inputs: the tracked prompt, the selected template, and relevant Knowledge Base data.

How does Senso evaluate AI answers?

Senso runs tracked prompts across selected AI models and captures the generated answers. It converts those answers into visibility metrics for analysis.

What does Visibility Trends show?

Visibility Trends shows how core visibility signals change over time across evaluated prompts, allowing teams to measure progress.

How do Model Trends work?

Model Trends break evaluation results down by individual AI system, revealing differences in how various models represent the brand.

What is the difference between Organization Leaderboard and Industry Benchmark?

The Organization Leaderboard ranks organizations based on visibility performance across your tracked prompt set, reflecting competitive positioning in the market.

How do I add Prompts in Senso?

Prompts are added and managed inside the My Prompts workspace. Each prompt is categorized by funnel stage — Awareness, Consideration, and Decision.

What are Mentions, Share of Voice, Sentiment, and Citations?

Mentions measure how often your brand appears in AI-generated answers across evaluated prompt runs. They reflect inclusion metrics in AI outputs.

About Senso

What is Senso?

Senso is infrastructure for the agentic web. It provides enterprises with a structured, verified publishing surface that optimizes AI interactions.

What problem does Senso solve?

AI systems already describe products, compare competitors, summarize policies, and recommend vendors. When enterprise knowledge is unclear or absent, brands risk misrepresentation.

What is an agent-first domain?

An agent-first domain is a machine-facing publishing surface optimized for AI systems rather than human browsing, facilitating better AI interactions.

What is verified ground truth?

Verified ground truth is the structured set of enterprise facts, documentation, policies, pricing, and product details that serve as the foundation for AI responses.

How does Senso operate as infrastructure?

Senso operates as a structured publishing and evaluation infrastructure layer between enterprise knowledge and AI systems, enabling effective information retrieval.

What is a Senso run?

A Senso run is the execution of your tracked Prompts across selected AI models to evaluate how your brand appears in generated AI responses.

What is ingestion in Senso?

Ingestion is the process of adding first-party content into the Knowledge Base so it can support remediation workflows effectively.

What is an agent-first publishing surface?

An agent-first publishing surface is the environment where structured outputs are made available for efficient AI retrieval.

What is narrative control in the context of Senso?

Narrative control refers to an enterprise’s ability to influence how AI systems describe, compare, and recommend its brand.

What does Senso mean by structured drafts?

Structured drafts are content outputs generated during Content Remediation to improve performance on specific Prompts.

What is Content Remediation?

Content Remediation is the workflow that helps you improve how your brand shows up in AI-generated answers for your tracked prompts.

What are the remediation options in Senso?

Senso offers two ways to remediate tracked Prompts. Manual remediation lets you choose the template yourself, while Auto Remediation automates the selection process.

What does Senso do?

Senso helps you align your brand with AI by showing how large language models describe, cite, and recommend you across their outputs.

What is Generative Engine Optimization (GEO)?

Generative Engine Optimization (GEO) is the practice of improving how your brand appears inside AI-generated answers.