AI recommendation analysis
We test the commercially important questions buyers ask and document who appears, how they are positioned and what evidence supports the answer.
AI authority & citation
Build the external evidence behind the recommendation.
PromptRadar identifies the sources shaping how AI systems describe your market, reveals why competitors are trusted and builds the credible third-party authority your brand is missing.
Where Our Clients Have Been Featured
The proposition
AI does not judge your company from your website alone.
When a buyer asks ChatGPT, Gemini, Claude or Perplexity which company to trust, the answer can draw on media coverage, comparison pages, directories, analyst commentary, reviews, expert references and other independent sources.
If those sources consistently validate a competitor and barely mention you, publishing more claims on your own website will not close the gap.
We map that external evidence environment and create a practical program to strengthen it.
What we do
Citation and source mapping
We identify the publications, pages, platforms and communities repeatedly retrieved or referenced across your prompt set.
Competitor authority gaps
We show where competitors benefit from corroboration your company lacks: media coverage, expert mentions, comparisons, reviews, directories or category associations.
Accuracy and entity review
We uncover inconsistent, outdated or incomplete information that weakens how confidently external systems understand your business.
Authority-building campaigns
We develop media, research, expert and third-party opportunities specifically around the gaps most likely to matter.
Ongoing measurement
We track changes in mention rate, shortlist inclusion, recommendation strength, source presence and factual accuracy over time.
Ideal for
Brands absent from AI-generated shortlists
Companies described inaccurately or inconsistently
Market challengers competing with better-known incumbents
Businesses whose competitors dominate third-party comparisons
Regulated or complex companies where accuracy affects trust
Marketing leaders who need PR and AI discovery measured together
The authority problem
Your website is only one witness.
A company can publish an accurate description of itself and still be overlooked. Buyers expect independent validation, and AI systems often retrieve a wider evidence set when answering comparison and recommendation questions. If the surrounding market does not confirm who you are, what you do and why you are credible, owned messaging has limited power.
PromptRadar treats authority as an evidence system. We identify which claims are well supported, which competitor associations are repeated and where important facts break down across external sources.
What the engagement examines
Recommendation environments
We define high-value buyer prompts across discovery, comparison, validation and objection handling. These are tested consistently across major AI platforms to identify patterns rather than celebrate one favorable answer.
Source environments
We examine the publications, directories, comparison pages, reviews, partner pages and community discussions that recur around those questions.
Entity consistency
We compare core facts such as category, products, markets, leadership, pricing and integrations across owned and external sources. Contradictions weaken confidence for people and machines alike.
Narrative corroboration
We assess whether valuable positioning is independently supported. A company claiming leadership in a category needs evidence beyond its own copy: credible coverage, customer outcomes, expert recognition and original contribution to the market.
Action program
The result is not another dashboard. We prioritize the media, research, expert, content and source corrections capable of closing the most commercially important gaps.
Typical deliverables
01Buyer-prompt and recommendation map
02Cross-platform visibility and accuracy baseline
03Competitor share-of-recommendation analysis
04Citation and influential-source map
05Entity and fact-consistency audit
06Authority-gap prioritization
0790-day intervention plan
08PR and research campaign recommendations
09Scheduled retesting and movement analysis
10Executive report connecting authority to pipeline
The PromptRadar framework
Map the questions
We map the buyer questions that influence consideration.
Establish a baseline
We establish a repeatable cross-platform baseline.
Identify the evidence
We identify the evidence supporting each recommendation.
Prioritize the gaps
We prioritize the authority gaps with commercial significance.
Build the evidence
We build the missing evidence through PR and expert positioning.
Retest and measure
We retest to measure what changed.
Why PromptRadar
Credibility cannot be manufactured through volume.
We do not promise to manipulate a model, guarantee a ranking or flood AI systems with synthetic signals. Sustainable authority comes from accurate information and credible independent evidence. Our work improves the public information environment around your company so that the conclusion buyers receive is current, consistent and defensible.
Questions
Is this the same as an AI visibility tracker?
No. Tracking tells you that a difference exists. Our work identifies the external evidence behind that difference and builds a program to change it through credible communications.
Can you make ChatGPT rank us first?
No responsible agency can guarantee the output of an independent AI platform. We improve the quality, consistency and authority of the information available about the company and measure whether recommendations change.
How do you choose which prompts matter?
We combine sales conversations, buyer research, search behavior, product positioning and competitor analysis. Commercial relevance matters more than producing a large prompt count.
Does this replace SEO?
No. Technical accessibility, useful owned content, earned media and external authority reinforce one another. The purpose is to connect those disciplines around the buyer's decision environment.
Start a conversation
See the evidence shaping your market position.
Journalists are writing it. Buyers are sharing it. AI is repeating it. Let's make sure your company helps define it.
Request an authority review