AI visibility and reputation audit
Review agreed answer environments, questions, surfaced sources, inconsistencies and evidence gaps at a defined time. Related service: Media Monitoring.
AI-Enabled Discovery
Build evidence AI can cite.
AI answers are becoming another place where reputation is encountered. Carmine helps organisations assess the public information that may shape those answers, close material evidence gaps and improve the consistency of verifiable sources. We strengthen the signals available to search and AI systems; we do not promise to control their rankings, citations or responses.
Business context
Answers draw on public evidence
AI answers may draw on company pages, media coverage, institutional records and expert articles. Thin, inconsistent or outdated sources can weaken that answer environment.
Keywords or high-volume content do not solve this. Organisations need clear facts, consistent naming, credible authorship and accessible evidence. Carmine assesses owned and independent sources, prioritises material gaps and improves content that should be accurate, attributable and useful. Technology supports discovery; human review remains responsible for evidence and risk.
Modules
What AI-Enabled Discovery covers
These are capability modules rather than separate service pages. Related services are listed with each module.
Entity and narrative consistency
Align approved names, descriptions, leadership, locations, capabilities and key facts across controlled sources. Related services: Corporate PR; Brand PR.
Citable expert content and sources
Develop attributable explanations and evidence pages that answer genuine stakeholder questions. Related services: Media Relations; KOL Management.
Evidence-gap and misinformation response
Prioritise weak information and decide whether to correct, clarify, substantiate, publish, engage or monitor. Related capabilities: Reputation Counsel; Earned Influence + Digital PR.
AI answer monitoring and issue signals
Repeat defined prompts and source checks to identify changes, inaccuracies or new reputation questions. Related services: Media Monitoring; Bionic PR.
Approach
How Carmine works
Define the decision and query set. We agree the entities, markets, languages, topics and representative prompts, creating a documented baseline.
Audit the public evidence. We review owned and independent sources for accuracy, consistency, authorship, dates and evidence. Observations record the date, system and query.
Prioritise material gaps. Senior counsel prioritises gaps affecting trust, discovery or issue response. Specialist claims require qualified client review.
Strengthen the source environment. Carmine structures clear pages, expert content, fact references and earned opportunities around stakeholder questions. Content remains human-reviewed, attributed and evidence-led.
Monitor and learn. We repeat the agreed review, tracking inaccuracies, surfaced sources and unresolved gaps. Correlation does not prove causation.
Connected capabilities
One reputation system
AI discovery sits within the wider reputation environment. Reputation Counsel defines the narrative and risk boundaries. Earned Influence + Digital PR develops independent authority and expert material. AI-Enabled Discovery assesses whether public signals are consistent and verifiable. It complements, but does not replace, technical SEO.
Why Carmine
A reputation challenge as much as a technology question
AI discovery is a reputation challenge as much as a technology question. Carmine combines senior judgement, editorial influence and India-ground intelligence with a disciplined Bionic PR process: Sense, Decide, Influence and Measure. Since 2008, the firm has worked with 300+ brands and institutions.
That communications context helps distinguish a meaningful evidence problem from a cosmetic visibility concern, while keeping human judgement central to factual and reputational decisions.
Questions
Frequently asked questions
Can Carmine make an organisation appear in AI answers?
No. Independent AI systems decide inclusion, citation, ranking and wording. Carmine strengthens public sources through accuracy, consistency, attribution and citable evidence, but the system decides what it uses.
Is AI-Enabled Discovery the same as SEO?
No. They overlap in crawlability, useful content and source quality. Technical SEO supports site access and search performance. Carmine focuses on accurate entity facts, coherent narratives, authorship, evidence gaps, earned authority and answer risks.
What does an AI visibility audit examine?
It reviews agreed questions, observed answers, surfaced sources, inconsistencies, owned evidence, independent coverage, authorship, dates and priority gaps. Systems, markets, languages and audit date must be documented.
How often should AI answers be monitored?
Frequency follows risk and change. Stable organisations may need periodic reviews; a launch, crisis or transition may justify closer short-term monitoring. A fixed query set allows responsible comparison.
Will Carmine publish AI-generated content at scale?
No. Technology may assist research and quality checks, but public content should remain purposeful, original, attributed and human-reviewed. Sensitive, regulated or technical statements require qualified client review.
Explore further
Related content
Start the conversation
Strengthen what search and AI systems can verify.
Bring Carmine the questions that matter, the public facts that should be clear and the evidence already available. We will help identify material gaps and the responsible next step.