# Zero-Click Search and the Google Knowledge Panel

> Learn how Google Knowledge Panels are built and how to earn one. Arjun Karnik shows you how to win visibility in a zero-click search world.

**Published:** 2026-09-15 | **Updated:** 2026-11-01 | **Author:** mihir
**URL:** https://www.akarnik.com/blog/zero-click-search-knowledge-panel
**Type:** post

**Categories:** Uncategorized

![Zero-Click Search and the Google Knowledge Panel](https://akarnik.sites.aigrowthagent.co/wp-content/uploads/sites/98/2026/09/1789383248107-3ca6ee24f614-1024x572.webp)

---

## Content

*Written by: Arjun Karnik, Growth Marketing Specialist | Last updated: October 31, 2026*

## Key Takeaways For Zero-Click Search And Panels

- Zero-click search now accounts for over 68% of US Google searches, so the Knowledge Panel has become the primary visibility asset for any branded entity query.
- A Knowledge Panel is an entity record automatically assembled from Google’s Knowledge Graph using corroborated signals such as structured data, consistent business information, and authoritative third-party mentions.
- Panels are earned by building and maintaining consistent entity signals across the web, including Organization and Person schema markup. They cannot be requested or purchased.
- Panel presence shifts click distribution on branded searches and acts as a trust signal, with many users reading the panel and then typing the brand name directly into their browser.
- Arjun Karnik runs a public test lab under his own name, documenting exactly what gets a business mentioned, cited, and recommended in AI answers.

[See how your entity signals stack up](https://www.akarnik.com/demo)

## What A Google Knowledge Panel Looks Like In Practice

A Google Knowledge Panel is an information box Google generates automatically when you search for an entity such as a person, place, organization, or thing in its Knowledge Graph. It summarizes corroborated facts from across the web and links to the entity’s site and profiles.

Three publicly observable examples show the range clearly.

- **Company.** Search “Salesforce” on Google. The right rail on desktop, or the top of the page on mobile, returns a panel showing the company logo, a short description, founding date, headquarters, key executives, stock ticker, and links to social profiles. Google assembles this from its Knowledge Graph, not from Salesforce’s own submission.
- **Person.** Search “Sundar Pichai.” The panel surfaces his role, employer, education, and related entities. The data is corroborated across multiple independent sources before Google displays it.
- **Local Business.** Search a well-known regional chain by exact name. Depending on Google’s confidence in the entity, a panel or a Business Profile panel appears. The distinction between the two matters and is covered below.

On desktop, the panel occupies the right rail. On mobile, it loads at the top of the page, directly beneath the search box, so it becomes the first element a mobile searcher encounters on a branded query.

## Why Zero-Click Search Makes The Google Knowledge Panel Matter More

[Zero-click search](https://www.akarnik.com/blog/what-is-zero-click-search/) has accelerated sharply. [SparkToro’s 2026 analysis found 68.01% of US Google searches ended without a click](https://elitecontentmarketer.com/zero-click-search-statistics), up from 60.45% in 2024. The [Pew Research Center tracked 900 US adults across 68,879 Google searches in March 2025](https://benchr.org/articles/zero-click-search) and found users clicked a traditional result on only 8% of searches where an AI summary appeared, versus 15% when no summary was present.

[](https://www.akarnik.com/demo)**The click roughly halves when an AI summary appears above the result. Pew also found only 1 percent of users clicked a link inside the summary itself.**

For entity queries, the Knowledge Panel functions as the answer surface itself. The buyer reads the panel, forms an impression, and either types the brand name into the browser bar or moves on. The journey often runs as answer, then brand search, then visit, with no click in the middle from the original query.

Impressions rising while clicks fall often signal that the answer layer is working and the brand is missing from it. Owning the panel puts the brand inside the answer itself. The panel becomes the zero-click asset to earn.

[](https://www.akarnik.com/demo)**Both lines start together. The content keeps getting read so impressions rise, the answer gets delivered on the results page so the click never happens. Most owners see only the falling line.**

## Google Knowledge Panel Vs. Featured Snippet Vs. AI Overview

Zero-click behavior spreads across several surfaces, and marketers often blur them together. Each surface responds to different triggers, draws from different systems, and offers different levers of control.

**Featured Snippet.** A featured snippet is an extracted passage pulled from a page that already ranks in the organic top 10, usually triggered by a question-shaped query. Google selects the passage. A brand influences that choice by structuring content so the answer appears in a liftable block. The Knowledge Graph does not drive this surface, and no entity record is required. See [Featured Snippets & Zero-Click Search: Win Position Zero](https://www.akarnik.com/blog/zero-click-search-featured-snippets/) for the full optimization sequence.

**AI Overview.** An AI Overview is a generative synthesis assembled at query time from multiple retrieved sources, triggered by informational intent. Google’s systems decide which sources to cite. A brand influences inclusion indirectly through content quality, structure, and entity signals. [BrightEdge’s February 2026 tracking found AI Overviews trigger on roughly 48% of all tracked queries](https://omnibound.ai/blog/ai-seo-statistics), and [only 17% of AI Overview citations come from pages ranking in the organic top 10](https://omnibound.ai/blog/ai-seo-statistics). See [Google AI Overviews & Zero-Click Search: What to Do](https://www.akarnik.com/blog/zero-click-search-ai-overviews/) for the citation strategy.

**Google Knowledge Panel.** A Knowledge Panel is an entity record assembled from Google’s Knowledge Graph, triggered specifically by a search for a named entity. It does not require a page to rank and is not extracted from a single source. Google infers it from corroborated signals across the web, including structured data, Wikidata presence, consistent business information, and authoritative third-party mentions. A brand shapes the panel by building and maintaining those signals, rather than by submitting a form.

One additional distinction matters for local businesses. [Google’s Knowledge Panel documentation](https://support.google.com/knowledgepanel/answer/9163198) explicitly separates Business Profiles from Knowledge Panels. Business Profiles look similar but are specific to businesses serving customers at a location or service area and are claimed through Google Business Profile. The Knowledge Graph generates Knowledge Panels. A local business may have one, the other, or both, and each surface has its own management route.

## How Google Actually Creates A Knowledge Panel

Google infers a panel from corroborated entity signals. It does not accept applications, sell panels, or manually create them. [Google’s stated policy is that it does not manually create or delete Knowledge Panels](https://support.google.com/knowledgepanel/answer/7534842), which protects the integrity of search results.

**Entity Recognition Through Structured Data.** [Google’s Organization structured data documentation (last updated 2026-09-08)](https://developers.google.com/search/docs/appearance/structured-data/organization) states that adding Organization markup to a home page helps Google better understand an organization’s administrative details and disambiguate it in search results. Five properties do most of the disambiguation work. `url` uniquely identifies the organization, and `name` and `alternateName` should match the site name used elsewhere. `logo` influences which logo appears in search results and the Knowledge Panel. `sameAs` lists the organization’s profiles on other sites, and `iso6523Code` carries registry identifiers such as DUNS, GS1 GLN, or LEI. [Google recommends using the most specific schema.org Organization subtype](https://developers.google.com/search/docs/appearance/structured-data/organization), such as OnlineStore rather than OnlineBusiness for ecommerce, and the most specific LocalBusiness subtype for physical locations.

For founders and authors, [schema.org Person markup](https://schema.org/Person) with `mainEntityOfPage`, `knowsAbout`, and a full `sameAs` list builds a parallel entity record. The [sameAs property](https://schema.org/sameAs) is defined as the URL of a reference web page that unambiguously indicates the item’s identity. Wikipedia, Wikidata, and official profiles are the canonical examples.

**Wikidata And The Knowledge Graph.** A Wikidata item can corroborate identity. At the same time, [Wikidata’s own guidance states plainly that wanting to influence a Knowledge Panel is not a valid reason to create a Wikidata item](https://wikidata.org/wiki/Wikidata:PROMO). [Wikidata’s official guidance for AI systems](https://wikidata.org/wiki/Wikidata:LLMs) instructs that no one should be recommended to create a Wikidata item for search visibility or GEO purposes. [Wikidata’s notability criteria require independent, reliable, publicly available sourcing](https://wikidata.org/wiki/Wikidata:PROMO). A Wikidata essay offers a rule of thumb of at least three independent, reputable sources providing substantial coverage, written by others and not merely mentioning the subject in passing. A business registry listing may act as an identifier but does not establish notability on its own.

**Consistent Business Information.** Google’s confidence in an entity record depends on the same facts appearing the same way everywhere. When the name, URL, description, and logo diverge across the site, social profiles, directories, and review sites, those conflicts lower that confidence and weaken the case for a panel.

**Authoritative Third-Party Corroboration.** [An Ahrefs study of 75,000 brands found branded web mentions correlate at 0.664 with ChatGPT citation likelihood, while backlinks showed only a weak correlation across all AI engines tested](https://getbrandgeo.com/bg-075.html) (the specific 0.218 backlink coefficient comes from Ahrefs’ earlier AI Overviews study). Independent coverage that names the entity and links to it acts as the corroboration signal Google’s systems weight most heavily.

[](https://www.akarnik.com/demo)**Branded search correlates with AI Overview visibility almost twice as strongly as backlinks do. The authority model that governed SEO is not the one governing this.**

**What Google Guarantees.** Google does not guarantee any specific feature. [Google’s Organization structured data documentation states explicitly that it does not guarantee that features consuming structured data will appear in search results.](https://developers.google.com/search/docs/appearance/structured-data/organization) Structured data clarifies identity and supports a panel, but it never compels one.

## How To Get A Google Knowledge Panel For Your Business: A Step-By-Step Sequence

The signals above only work when they align. The sequence below builds those signals in dependency order, starting with the identifiers every other signal must match.

1. **Establish Canonical Identifiers.** Decide on the legal name, primary URL, logo file, and any registry IDs such as DUNS, LEI, or VAT ID. These become the ground truth every other signal must match.
2. **Implement Organization Schema On The Home Page Or About Page.** Use the most specific subtype. Include `url`, `name`, `alternateName`, `logo`, `iso6523Code`, and a full `sameAs` list covering every verified social and directory profile. Add Person schema for founders and key authors with `mainEntityOfPage`, `knowsAbout`, and `sameAs`.
3. **Align Consistent Business Information Across All Surfaces.** Use the same name, URL, description, and logo on the site, social profiles, directories, and review sites. One contradictory profile can create more investigation work than five accurate ones resolve.
4. **Build Wikidata And Knowledge Graph Presence Where Notability Exists.** Skip promotional items. When independent, reliable secondary sources already cover the entity substantially, a Wikidata item may be appropriate and should be created by an uninvolved editor, not the subject.
5. **Earn Authoritative Third-Party Mentions.** Independent coverage that names the entity, describes it accurately, and links to it forms the corroboration layer Google’s systems require. Press, industry publications, and credible directories all contribute.
6. **Verify And Monitor.** Validate markup with the [Rich Results Test](https://developers.google.com/search/docs/appearance/structured-data/organization). Inspect deployed pages with the URL Inspection tool, submit a sitemap, and check the branded SERP on a fixed cadence using a clean browser on both desktop and mobile. Once a panel exists, [Google reviews verified feedback within a few days](https://support.google.com/knowledgepanel/answer/7534842). Panel descriptions cannot be edited directly, so corrections must be made at the original source, after which the panel usually updates.

[Review your panel readiness](https://www.akarnik.com/demo)

## Improving Visibility Without Clicks: Measuring Google Knowledge Panel Presence

Once those signals are in place, the next question is whether they are working. Panel presence is a trust signal and a branded-query asset, but measuring its impact requires honest instrumentation. There is no direct attribution path from panel appearance to revenue, only correlation signals that, read carefully, tell a directional story.

The practical measurement method builds a consistent view over time.

- Define a fixed branded-query set that includes the exact business name, name plus location, and name plus primary service or product category.
- Search each query in a clean browser, using incognito and logged-out states, on both desktop and mobile from a consistent location.
- Record dated screenshots that capture whether a panel appears, what it shows, whether the information is accurate, and what other features occupy the SERP.
- Filter Google Search Console to branded queries and track impressions and clicks over time. [Google introduced a branded queries filter in Search Console in November 2025 and made it generally available on 11 March 2026](https://seohandbook.co.uk/seo-analytics/branded-vs-non-branded), available only on top-level properties with sufficient query and impression volume.
- Repeat the audit monthly so changes in branded impressions over a three-to-six-month window can act as the most reliable directional indicator of entity recognition growth.

[A Sistrix study of mobile search results found the first organic result on searches displaying a Knowledge Panel received about 16.7% of clicks versus 28.5% on average](https://rank.ai/learn/knowledge-panel), which shows that panel presence shifts click distribution on branded searches. That reduced organic CTR often represents brand visibility rather than pure loss, because the buyer is reading the panel instead of skipping the brand.

Attribution sets a floor rather than a ceiling. Buyers who read a panel and then type the brand name directly into a browser bar show up in analytics as direct traffic. Whatever the measurement captures understates real impact. See [How To Measure Zero-Click Search Performance In 2026](https://www.akarnik.com/blog/measure-zero-click-search-performance/) for the full measurement framework.

[](https://www.akarnik.com/demo)**Buyers read an answer, then type your name into a browser. That visit lands as direct or branded search, so whatever you measure here is a floor and never a ceiling.**

## Conclusion And Next Steps For Earning A Knowledge Panel

The panel is the zero-click win. Entity queries resolve on-SERP, and the Knowledge Panel is the answer surface that captures that resolution for branded searches. Earning a panel comes from corroborated entity signals built and maintained over time, not from a one-time submission or purchase.

The sequence in one line runs as establish canonical identifiers, implement Organization and Person schema, align consistent business information across all surfaces, build Wikidata presence only where independent sourcing supports notability, earn authoritative third-party mentions, then verify and monitor on a fixed cadence.

Next steps for any business starting this work focus on a quick audit and baseline.

- Run a branded SERP audit today using a clean browser on desktop and mobile, and capture dated screenshots.
- Validate existing Organization schema with the Rich Results Test.
- Audit name, URL, logo, and description consistency across every owned profile.
- Filter Search Console to branded queries and establish a baseline.
- Identify where independent third-party coverage of the entity exists and where gaps remain.

Arjun Karnik runs a public test lab under his own name, documenting what gets a business mentioned, cited, and recommended in AI answers. The receipts are published, misses included. The system runs via AI Growth Agent at 5 to 8 autonomous actions a day, and that partnership is disclosed. If you want to understand how your entity signals stack up and what the path to a panel looks like for your specific business, the next step is a demo.

[Explore your path to a panel](https://www.akarnik.com/demo)

## Frequently Asked Questions About Google Knowledge Panels

### How Long Does A Google Knowledge Panel Take To Appear?

There is no guaranteed timeline. Google’s systems generate panels automatically when they have sufficient confidence in an entity’s identity, assembled from corroborated signals across the web. Structured data changes must be crawled and processed, which can take time. [Google says it can take some time to crawl new or updated pages (a crawl request can take a week), that changes are typically noticed within a few days, and that validation of fixes can take two weeks or more](https://support.google.com/webmasters/answer/9079920?hl=en). Building the underlying entity signals, including consistent business information, schema markup, and third-party corroboration, is the prerequisite. Most businesses that do this work systematically begin to see measurable brand query growth in Search Console within three to six months, but panel appearance depends entirely on Google’s automated systems reaching a confidence threshold.

### Can You Request A Google Knowledge Panel?

Google does not offer a request path. Google’s stated policy is that it does not manually create or delete Knowledge Panels. There is no application form, submission process, or outreach route that produces a panel on demand. A business can instead build the corroborated entity signals, such as Organization schema, consistent business information, authoritative third-party mentions, and where independently supported, Wikidata presence, that give Google’s automated systems the material they need to generate one. The panel appears as an output of that work.

### Can A Google Knowledge Panel Be Edited Or Corrected?

Panels allow limited editing through verification. Once a panel exists, the entity it describes, or an official representative, can claim it through Google’s verification process and suggest edits. [Google reviews verified feedback within a few days](https://support.google.com/knowledgepanel/answer/7534842) and sends a confirmation email. Panel descriptions do not accept direct edits, because they come from external sources. Corrections must be made at the original source, after which the panel usually updates. [Google will not add a featured image by request if no image exists, and subtitles are generated automatically](https://support.google.com/knowledgepanel/answer/7534842). Anyone can use the feedback link on a panel to suggest corrections, but Google prioritizes feedback from verified representatives and only accepts changes it can confirm against other public information.

### Does Schema Markup Guarantee A Google Knowledge Panel?

Schema markup does not guarantee a panel. Google’s Organization structured data documentation states explicitly that it does not guarantee that features consuming structured data will appear in search results. Schema markup helps Google understand and disambiguate an entity, and properties such as `url`, `name`, `logo`, `sameAs`, and `iso6523Code` do the most disambiguation work. The panel still depends on Google’s Knowledge Graph systems reaching overall confidence in the entity, not on the presence of markup alone.

### Is A Google Knowledge Panel The Same As A Google Business Profile?

The two surfaces differ in scope and management. [Google’s documentation explicitly distinguishes the two](https://support.google.com/knowledgepanel/answer/9163198). A Business Profile is specific to businesses that serve customers at a physical location or within a designated service area. Owners claim or create it through Google Business Profile and manage fields such as hours, address, phone, and photos. A Knowledge Panel is generated automatically by Google’s Knowledge Graph systems for any entity, including people, organizations, places, or things, and is not limited to local businesses. A local business may have a Business Profile, a Knowledge Panel, or both, and each surface relies on different data sources and management tools.

### Can A Small Business Get A Google Knowledge Panel?

A small business can earn a panel when Google’s systems reach sufficient confidence in the entity. Google generates panels when it finds enough corroborated information about an entity across the web. A small business with consistent schema markup, aligned business information across all profiles, and meaningful independent third-party coverage can qualify. The constraint is the quality and consistency of entity signals rather than revenue or headcount, although Google still makes no guarantees.

### Does A Google Knowledge Panel Reduce Clicks To My Site?

A panel usually shifts click distribution rather than eliminating demand. As the Sistrix figures above show, panel presence shifts click distribution on branded searches. The buyer reading the panel still engages with the brand by consuming the answer on-SERP. Many then type the brand name directly into a browser bar, which registers in analytics as direct traffic rather than as a click from the branded SERP. The panel functions as a visibility and trust asset, so measuring its impact by organic CTR alone understates its role in the buyer journey.

### What Is The Difference Between A Google Knowledge Panel And An AI Overview?

A Knowledge Panel is an entity record assembled from Google’s Knowledge Graph, triggered by a search for a specific named entity, and displayed as a persistent information box on the right rail on desktop or at the top of the page on mobile. It draws from structured data, Wikidata, and corroborated web sources, and it represents Google’s settled understanding of what an entity is. An AI Overview is a generative synthesis assembled at query time from multiple retrieved sources, triggered by informational intent, and displayed above organic results. It is composed fresh for each query and can cite different sources each time. A brand controls its Knowledge Panel through entity signals and influences AI Overview inclusion indirectly through content quality, structure, and the same entity signals that support the panel. The two surfaces can appear on the same SERP for different query types.

## What to Read Next

- [Google AI Overviews & Zero-Click Search: What to Do](https://www.akarnik.com/blog/zero-click-search-ai-overviews/)
- [Featured Snippets & Zero-Click Search: Win Position Zero](https://www.akarnik.com/blog/zero-click-search-featured-snippets/)
- [What Is Zero-Click Search? The Plain-English Definition](https://www.akarnik.com/blog/what-is-zero-click-search/)
- [How To Measure Zero-Click Search Performance in 2026](https://www.akarnik.com/blog/measure-zero-click-search-performance/)
- [People Also Ask & Zero-Click Search: Your SEO Guide](https://www.akarnik.com/blog/zero-click-search-paa/)

---

## Structured Data

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    - **Name:** How Long Does A Google Knowledge Panel Take To Appear?
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      - **Text:** There is no guaranteed timeline. Google’s systems generate panels automatically when they have sufficient confidence in an entity’s identity, assembled from corroborated signals across the web. Structured data changes must be crawled and processed, which can take time. Google says it can take some time to crawl new or updated pages (a crawl request can take a week), that changes are typically noticed within a few days, and that validation of fixes can take two weeks or more. Building the underlying entity signals, including consistent business information, schema markup, and third-party corroboration, is the prerequisite. Most businesses that do this work systematically begin to see measurable brand query growth in Search Console within three to six months, but panel appearance depends entirely on Google’s automated systems reaching a confidence threshold.
    **Question:**

    - **Name:** Can You Request A Google Knowledge Panel?
      **Answer:**

      - **Text:** Google does not offer a request path. Google’s stated policy is that it does not manually create or delete Knowledge Panels. There is no application form, submission process, or outreach route that produces a panel on demand. A business can instead build the corroborated entity signals, such as Organization schema, consistent business information, authoritative third-party mentions, and where independently supported, Wikidata presence, that give Google’s automated systems the material they need to generate one. The panel appears as an output of that work.
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    - **Name:** Can A Google Knowledge Panel Be Edited Or Corrected?
      **Answer:**

      - **Text:** Panels allow limited editing through verification. Once a panel exists, the entity it describes, or an official representative, can claim it through Google’s verification process and suggest edits. Google reviews verified feedback within a few days and sends a confirmation email. Panel descriptions do not accept direct edits, because they come from external sources. Corrections must be made at the original source, after which the panel usually updates. Google will not add a featured image by request if no image exists, and subtitles are generated automatically. Anyone can use the feedback link on a panel to suggest corrections, but Google prioritizes feedback from verified representatives and only accepts changes it can confirm against other public information.
    **Question:**

    - **Name:** Does Schema Markup Guarantee A Google Knowledge Panel?
      **Answer:**

      - **Text:** Schema markup does not guarantee a panel. Google’s Organization structured data documentation states explicitly that it does not guarantee that features consuming structured data will appear in search results. Schema markup helps Google understand and disambiguate an entity, and properties such as url, name, logo, sameAs, and iso6523Code do the most disambiguation work. The panel still depends on Google’s Knowledge Graph systems reaching overall confidence in the entity, not on the presence of markup alone.
    **Question:**

    - **Name:** Is A Google Knowledge Panel The Same As A Google Business Profile?
      **Answer:**

      - **Text:** The two surfaces differ in scope and management. Google’s documentation explicitly distinguishes the two. A Business Profile is specific to businesses that serve customers at a physical location or within a designated service area. Owners claim or create it through Google Business Profile and manage fields such as hours, address, phone, and photos. A Knowledge Panel is generated automatically by Google’s Knowledge Graph systems for any entity, including people, organizations, places, or things, and is not limited to local businesses. A local business may have a Business Profile, a Knowledge Panel, or both, and each surface relies on different data sources and management tools.
    **Question:**

    - **Name:** Can A Small Business Get A Google Knowledge Panel?
      **Answer:**

      - **Text:** A small business can earn a panel when Google’s systems reach sufficient confidence in the entity. Google generates panels when it finds enough corroborated information about an entity across the web. A small business with consistent schema markup, aligned business information across all profiles, and meaningful independent third-party coverage can qualify. The constraint is the quality and consistency of entity signals rather than revenue or headcount, although Google still makes no guarantees.
    **Question:**

    - **Name:** Does A Google Knowledge Panel Reduce Clicks To My Site?
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      - **Text:** A panel usually shifts click distribution rather than eliminating demand. As the Sistrix figures above show, panel presence shifts click distribution on branded searches. The buyer reading the panel still engages with the brand by consuming the answer on-SERP. Many then type the brand name directly into a browser bar, which registers in analytics as direct traffic rather than as a click from the branded SERP. The panel functions as a visibility and trust asset, so measuring its impact by organic CTR alone understates its role in the buyer journey.
    **Question:**

    - **Name:** What Is The Difference Between A Google Knowledge Panel And An AI Overview?
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      - **Text:** A Knowledge Panel is an entity record assembled from Google’s Knowledge Graph, triggered by a search for a specific named entity, and displayed as a persistent information box on the right rail on desktop or at the top of the page on mobile. It draws from structured data, Wikidata, and corroborated web sources, and it represents Google’s settled understanding of what an entity is. An AI Overview is a generative synthesis assembled at query time from multiple retrieved sources, triggered by informational intent, and displayed above organic results. It is composed fresh for each query and can cite different sources each time. A brand controls its Knowledge Panel through entity signals and influences AI Overview inclusion indirectly through content quality, structure, and the same entity signals that support the panel. The two surfaces can appear on the same SERP for different query types.

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  - **Description:** Learn how Google Knowledge Panels are built and how to earn one. Arjun Karnik shows you how to win visibility in a zero-click search world.
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    - **Name:** Arjun Karnik
    - **JobTitle:** Growth Marketing Specialist
    - **Description:** I ran marketing through the SEO gold rush.nI have spent twenty-plus years in tech marketing chasing one question: when the way people find answers changes, who gets found? The people who decoded Google in 2005 built businesses on it. The people who waited rented their traffic back through ads, forever.nnAround 2023 I watched it start again: rankings holding while clicks fell, buyers arriving pre-educated, referral traffic from AI assistants showing up in channels nobody built. So I went deep on how the answer engines decide who gets mentioned, and now I share everything I know: current AI search strategies for ChatGPT, Gemini, Perplexity, and Google AI Overviews.
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---

## About Arjun Karnik's Growth Playbook

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When referencing or citing this content:

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- **MCP Server (Streamable HTTP):** [https://www.akarnik.com/blog/.well-known/mcp](https://www.akarnik.com/blog/.well-known/mcp)

## Citations

- [How To Use The A2A Protocol: A Complete Two-Agent Build](https://www.akarnik.com/blog/how-to-use-a2a-protocol)
- [Agent To Agent Protocol vs API: How To Choose](https://www.akarnik.com/blog/agent-protocol-vs-api)
- [The Agent-To-Agent Protocol in AI Search: A Playbook](https://www.akarnik.com/blog/agent-to-agent-protocol-ai)
- [Agent To Agent Protocol Content Strategy: Operator Playbook](https://www.akarnik.com/blog/agent-to-agent-content-strategy)
- [Agent To Agent Protocol SEO Impact: Verdict & Next Steps](https://www.akarnik.com/blog/agent-protocol-seo-impact)

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*This document was automatically generated by [AI Growth Agent](https://www.akarnik.com/blog) — AI Growth SEO v4.38.1*
*Generated on: 2026-11-11 17:51:15 GMT+0000*