There is an important shift taking place in AI-powered search: the answer is becoming more useful, but the sources behind that answer are also becoming easier to inspect. For businesses, this means a company’s reputation may increasingly be judged not just by what an AI system says, but by what a customer can click to verify.

On 15 October 2026, Google announced changes to AI Mode and AI Overviews, including more prominent inline links, tests of dedicated links to official websites, and wider exposure for timely journalism. On the same day, Google said more than 400 publications worldwide were participating in its News AI pilot, which includes attribution and links to original reporting. These are platform announcements, not a promise of traffic or citation placement for any individual brand.

The direction, however, is relevant for India. Boston Consulting Group’s September 2026 research found that large-language-model search features in 22% of purchase journeys across the Indian consumers it studied. Brands are increasingly encountered, compared and evaluated within conversational information experiences.

The visibility question is changing

Conventional SEO asks whether a company’s website is discoverable for the right searches. AI discoverability adds a second test: when an AI system explains a category, recommends a solution or summarises a company, does it represent the brand accurately—and can a reader verify the underlying facts?

This distinction matters because AI responses can compress many pieces of information into a short answer. A polished claim on a company website may compete with a regulatory record, a published interview, a customer experience, an industry study or an older news report. Communications teams need to pay attention to the public evidence surrounding the organisation, not just the words on the homepage.

Five signals that make a brand easier to understand and verify

1. A clear and consistent corporate identity

Start with the basics: the same organisation name, business description, leadership details, office locations and services should appear consistently on the corporate website, official profiles and relevant industry records. For complex groups, subsidiaries and renamed businesses, explain relationships plainly. A search system cannot be expected to clarify distinctions the company has never documented clearly itself.

2. Evidence behind important claims

Replace abstract descriptions with facts that can be checked. A manufacturer might document certified capabilities, export destinations and production milestones; a real-estate developer might provide project registration details, construction progress and possession milestones; a hospital should support service and technology claims with appropriate clinical context, qualified expertise and patient safeguards.

Evidence does not mean publishing confidential information. It means making accurate, approved proof points accessible, dated and attributable.

3. Earned credibility beyond the corporate website

Independent reporting, specialist interviews, industry research and substantive executive commentary create additional context around a company. They can help stakeholders distinguish a claim made by a business from an assessment supported by external reporting. Earned coverage does not guarantee AI citation; it strengthens the accessible information environment that people and search systems may consult.

4. Spokespeople known for something specific

A leadership profile is stronger when the individual is associated with a clear field of expertise rather than occasional ceremonial quotes. CEOs can speak about market direction, CFOs about financial resilience, medical leaders about clinical standards, and technical executives about product safety or manufacturing capability. Consistent, evidence-based thought leadership gives journalists and stakeholders a reason to return to them.

5. A system for checking the answers themselves

Media monitoring traditionally tracks coverage and sentiment. A modern reputation programme should also test priority AI queries: what is said about the organisation, who is compared with it, which sources are shown, and whether incorrect or outdated statements recur. Since answers can vary by platform, user context and time, this is a directional monitoring exercise—not a single universal “AI ranking”.

What this means in five high-trust sectors

Healthcare: ensure medical claims, credentials, safety information and clinical responsibilities are unambiguous. Real estate: keep regulatory and project information current and accessible. Manufacturing and B2B: publish verifiable capability and operating evidence, not only product brochures. Education: be specific about institutional policies, grievance processes and student safeguards. Corporate and financial services: maintain accurate governance, leadership and corporate-structure information, supported by credible spokespersons.

In each sector, an AI answer may be the first introduction. The official website and credible third-party record must withstand the second look.

A practical 30–60–90 day roadmap

Days 1–30 — Audit the evidence. Select 25 high-value questions that potential clients, journalists, investors or stakeholders might ask. Record answer accuracy, missing information, competitor presence and citations. Check whether official web pages reflect current facts.

Days 31–60 — Build missing authority. Prioritise a factual services page, clear leadership biographies, dated expert explainers, sector-specific evidence pages and an editorial calendar for relevant earned-media insight. Correct inconsistent public information where possible.

Days 61–90 — Connect PR to measurement. Track recurring questions each month; compare changes in source visibility, accuracy and qualified referral traffic, while also monitoring media quality, executive authority, organic search and business enquiries.

The Carmine perspective: from publicity to public evidence

At Carmine Communications, we believe the next generation of PR must connect reputation counsel with the way people and AI systems discover information. The task is not to produce more generic content, nor to promise placement in an AI response. It is to help businesses build a coherent and credible public record—through strategic narratives, authentic leadership voices, earned media, responsive digital channels, crisis readiness and intelligent monitoring.

Technology can make information easier to find. It is the organisation’s conduct, clarity and evidence that make it worth trusting.

Frequently asked questions

What is AI discoverability for a company?

It is the extent to which a business is accurately found, described and, where relevant, cited or included in AI-generated answers to important audience questions.

Does earned media guarantee that ChatGPT or Google AI will mention a brand?

No. Coverage may contribute to the broader public information environment, but no PR agency can guarantee inclusion, a ranking or a citation in an independent AI answer.

How is AI discoverability different from SEO?

SEO improves search access and performance. AI discoverability additionally examines how an organisation is interpreted and represented inside conversational answers and what sources support that representation.

What should businesses measure first?

Begin with answer accuracy, source visibility, competitive comparisons, official-information consistency and the quality of incoming enquiries, rather than relying on a single AI score.