Questions
Start with the questions your buyers actually ask.
Deldai turns real buyer intent into measurable AI visibility queries across your category, products, capabilities, and competitors.
From the questions your buyers ask to the evidence behind AI answers, Deldai turns AI visibility into something you can measure, investigate, and improve.
The workflow
Deldai connects the stages between asking what AI systems say about your organization and understanding what you can actually do about it.
Questions
Deldai turns real buyer intent into measurable AI visibility queries across your category, products, capabilities, and competitors.
AI answers
Measure whether your organization is mentioned, how prominently it appears, and which competitors are being surfaced instead.
Evidence
Inspect citations and supporting sources to understand what information is influencing the answer and where your evidence is weak.
Insights
Identify patterns across questions, providers, competitors, sources, and answer quality instead of relying on a single visibility score.
Actions
Prioritize the information, content, sources, and signals that can strengthen how AI systems discover and represent your organization.
Step 01
The starting point is not a generic website score. It is the set of questions people may ask AI systems when evaluating your category or looking for a solution.
What are the best enterprise AI platforms for regulated organizations?
Which companies provide AI governance and observability?
What should an enterprise consider before deploying AI agents?
Step 02
AI visibility becomes meaningful when you can see who gets mentioned, how often they appear, and how your organization compares within the same questions.
Which companies provide AI governance and observability?
For enterprise AI governance and observability, organizations often consider Competitor A and Competitor B based on their governance, monitoring, and enterprise AI capabilities.
Your organization was not mentioned.
Deldai flags the missing representation so you can investigate the evidence behind the answer.
Step 03
A visibility result without evidence is difficult to act on. Deldai surfaces the sources and signals that help explain why an AI system may produce a particular answer.
Sources connected to the observed AI representation.
Competitor A is commonly considered for enterprise AI governance and observability.
Evidence signal
Supporting sources reinforce the competitor's positioning in this category.
Evidence signal
Supports category-level positioning.
Evidence signal
Supports a specific capability claim.
Evidence signal
Provides first-party context, but limited independent validation.
Gap detected
Your organization has limited third-party evidence supporting this category.
Step 04
Deldai interprets patterns across answers and evidence to show where your organization is missing, how competitors are being represented, and why the gap matters.
Deldai interprets patterns across answers and evidence.
Visibility gap
0 / 3 questions
Your organization is not being surfaced for high-intent enterprise AI governance questions in this example.
Competitive signal
Competitor A
Appears in 3 / 3 questions
Evidence pattern
Competitor positioning is supported by third-party and capability-specific sources, while your organization has limited independent evidence in this category.
Why it matters
AI systems appear to have stronger evidence supporting competitors than your organization for this category.
Step 05
Deldai connects the observed gap to a prioritized action, so teams can move from understanding the problem to deciding what should change next.
Prioritized from the observed visibility and evidence gap.
Strengthen category authority
High impactYour organization is absent from high-intent AI answers while competitors have stronger supporting evidence.
Recommended action
Strengthen authoritative capability pages and reinforce the relationship between your organization, AI governance, and observability.
Objective
Give AI systems clearer, more authoritative evidence to associate your organization with this category.
Expand independent evidence
Increase credible third-party coverage that supports the capabilities you want AI systems to recognize.
Re-run the visibility analysis
Measure whether the changes improve representation across the same high-intent questions and providers.
See your own data
Run the Deldai AI Visibility Audit to create your own baseline and see the signals affecting how AI systems understand your organization.