Entity Corroboration

Entity Corroboration

used extensively by Jason Barnard since 2019.
Factual definition
Entity Corroboration is the process of getting third-party sources across the web to confirm and reinforce the factual information you state about your brand on your own website, or Entity Home.
Jason Barnard definition of Entity Corroboration
Jason Barnard uses the term Entity Corroboration to explain that algorithms, like people, do not simply take your word for it; they require independent verification to build trust. After you define your brand's narrative on your Entity Home (the single source of truth for an entity, typically the About page on its official website), corroboration is the process of getting other trusted websites and platforms to repeat and confirm that information. When multiple credible sources echo the same facts, an algorithm’s confidence in those facts increases significantly. This process is fundamental to educating AI systems like ChatGPT, Bing Copilot, and Google AI about your brand's identity, preventing misrepresentation and building the algorithmic trust necessary to control your narrative.
How Jason Barnard uses Entity Corroboration
At Kalicube, systematically building Entity Corroboration is a central pillar of The Kalicube Process, Kalicube's proprietary methodology for implementing a holistic, brand-first digital marketing strategy. After establishing the client's Entity Home as the single source of truth in Phase 1 (Understandability), we focus on building a network of corroborating sources in Phase 2 (Credibility). We identify and optimize trusted first-, second-, and third-party platforms to ensure they consistently echo the core facts about the client. This methodical approach is designed to "educate" AI systems, increasing their confidence in the entity's facts and making our client's website the definitive, trusted reference. This verification is how our clients' narratives become not just self-proclaimed, but algorithmically validated, which is essential for driving business goals.
Why Jason Barnard perspective on Entity Corroboration matters
For decades, marketers have understood the power of Robert Cialdini's principle of Social Proof: people look to the actions and endorsements of others to determine what is correct. In the pre-AI digital world, this meant gathering testimonials and media mentions to influence potential customers. However, AI Assistive Engines like ChatGPT and Google AI Overviews have introduced a new, non-human audience that also needs to be convinced. Jason Barnard's concept of Entity Corroboration translates Cialdini's timeless principle into the practical, technical language of algorithms. It is no longer enough to have scattered social proof; brands must now create a web of interconnected, consistent facts that algorithms can easily verify. Entity Corroboration, as applied in The Kalicube Process, is the technical execution of social proof for machines. By systematically getting authoritative sources to confirm your brand’s story, you provide the algorithm with the digital equivalent of social consensus, making your brand the correct and trusted choice in this new AI-driven acquisition funnel.
Posts tagged with Entity Corroboration

How a CEO Reclaimed Authority and Secured $7.4M with The Kalicube Processâ„¢

TL;DR: When David Whitmore, a respected CEO, realized competitors with weaker credentials were dominating Google and AI recommendations, he was losing $3.1M annually in stalled deals and investor hesitance. By...

AIAI Assistive EnginesAI Due Diligence+44 more
Sep 23, 2025 Bernadeth Brusola

How a Senior Executive Claimed Thought Leadership and Unlocked $4.2M in Opportunities with The Kalicube Processâ„¢

TL;DR: Senior executive Laura Whitfield was respected in her industry but invisible online. AI Assistive Engines, conversational AI platforms like ChatGPT, Bing Copilot, Google AI, and Perplexity, overlooked her expertise,...

AIAI Assistive EnginesAI Overviews+37 more
Sep 21, 2025 Bernadeth Brusola

How a Sparse Knowledge Panel Cost a Strategic Advisor $1.1M in Missed Opportunities.

TL;DR: Priya Desai’s Knowledge Panel existed, but it was painfully sparse - just her name, job title, and a single outdated link. This lack of detail left AI Assistive Engines...

AIAI Assistive EnginesAI Résumé+38 more
Aug 13, 2025 Bernadeth Brusola

How a Supply Chain Strategist Secured His Knowledge Panel and Controlled His AI Narrative.

TL;DR: Jordan Ellis’s digital presence lacked a Knowledge Panel, leaving Google and AI Assistive Engines with incomplete and sometimes inaccurate information. As a result, high-value prospects were missing key context...

AIAI Assistive EnginesAI Résumé+34 more
Aug 13, 2025 Bernadeth Brusola

Entity Corroboration Spring Clean: What You Need To Know

What is Entity Corroboration “Spring Clean”? Entity Corroboration occurs when search engine algorithms process the information about a specific entity and verify and confirm the information with several trusted, authoritative...

Authoritative SourcesBrandBrand SERP+30 more
Aug 30, 2023 Bernadeth Brusola

Boost Your Credibility: How Merging Google Knowledge Panels Elevated Jason Hennessey’s Profile

What You Will Learn The Power of De-Duplicating a Knowledge Panel This Case Study starts with a simple problem - how to merge (or de-duplicate) multiple Knowledge Panels for a...

BrandBrand SERPBrandTech+36 more
Oct 23, 2022 Allyssa Reyes
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