Kalicube Pro: the Assistive Agent Optimization platform
For entrepreneurs and business leaders with an in-house SEO, content, PR, brand and web team. Kalicube Pro coordinates the plan; your team implements it.
Kalicube Pro is the platform for Assistive Agent Optimization (AAO). Search Engines find and rank your brand. AI Assistive Engines move through Understand, Trust and Recommend. Advocate is the bonus state, when an assistant enthusiastically explains why the buyer should choose your brand. Assistive Agents move through Understand, Trust, Choose and Act within the customer's mandate — the limits the buyer has given their AI assistant.
Competing acronyms split one business problem into separate disciplines: large language model optimisation (LLMO), search engine optimisation (SEO), Answer Engine Optimization (AEO), Generative Engine Optimization (GEO) and AI visibility. Assistive Agent Optimization (AAO) is the umbrella discipline. Kalicube Pro brings that work into one operating system with one approved brand story and one weekly plan. The company runs that work across all 15 Strategy Services. Kalicube Pro combines strategy, targeted data collection and business-level reporting, so the company can replace both its agency and its tracking tools. Weekly reports show Control (how much of the cited footprint the company can change or influence), Response Fidelity (how closely AI answers match the approved answer) and Brand Visibility (how often, how prominently and with what sentiment the brand appears).
Free · 60 seconds · Get a detailed audit and strategy using Kalicube Pro data so you can implement The Kalicube Process
An entrepreneur since 1991 who has built three successful companies (WTPL Music, UpToTen Ltd and Kalicube). Started in SEO in 1998, the year Google was incorporated. Understands business, search engines, answer engines, assistive engines and assistive agents, and built the technology himself. Hired by Google in 2026 to speak on the future of AI Search and organic optimisation, delivering the keynote for SMX Next as part of a global conference career since 2015, columnist for Search Engine Land and Search Engine Journal, and trusted by WordLift, Ahrefs, Yoast and Semrush. Kalicube eats its own dog food: it uses Kalicube Pro to run Kalicube. Full implementation of The Kalicube Process multiplied Kalicube's revenue 10x in six years. Kalicube Pro now gives other companies the operating system already proven on Kalicube.
What people who use search, AI and Kalicube Pro say
“Kalicube Pro is unique and visionary. It is the industry's definitive platform for optimizing brands for inclusion in the Algorithmic Trinity (search, Knowledge Graphs and LLMs), engineered to measure and improve a brand's Understandability, Credibility and Deliverability in Google and AI.”
“Kalicube Pro changes the game in reputation management. Brand Reputation on Steroids. Entity-based SEO on steroids — we as WordLift are collaborating with Kalicube Pro as we believe the tool has enormous potential in the context of Brand SERP optimization, entity-based SEO and reputation management.”
“Coupled with content production, [The Kalicube Process] led to a veritable flywheel.”
“Our company has made some significant shifts in our business over the past couple years, many of which have been influenced by opportunities uncovered by following the Kalicube process.”
“From Google's side, they are just algorithmic... I honestly don't know anyone else externally who has as much insight.”
“These days the strategy should not simply be getting indexed in search engines... the strategy should be to maximize visibility and to have your marketing message, your text, your images, your people, your products surfacing everywhere in page one of search results.”
“Jason has been very important in shaping our thinking at Yoast about Brand SERPs... This is probably one of the most important aspects of SEO these days.”
“How you appear in online search results is who you are... period. No one understands how to influence branded search results better than Jason Barnard.”
“He has pioneered innovative solutions that empower business leaders to future-proof their brands in the digital landscape.”
Kalicube Pro is an EO Global AI Summit 2026 Best Use Case finalist backed by 17 patent applications
Kalicube Pro was selected as a finalist among ten AI platforms at the Entrepreneurs' Organization Global AI Summit 2026 for the Best Use Case Award. The nominated use case was Using AI We Control to Educate AI We Don't Control: Kalicube Pro is AI that a company's team controls, built to educate Search Engines, AI Assistive Engines and Assistive Agents with one corroborated brand story. Read the finalist announcement.
Kalicube holds 17 patent applications protecting the methods and algorithms personally designed and built by Jason Barnard since 1998 (the expert Google hired in 2026 to deliver keynotes on AI search and brand optimization, keynote speaker for SMX Next across a global conference career, writer for Search Engine Land and Search Engine Journal, and collaborator with WordLift). Those algorithms run on 25 billion data points covering 73 million brands collected weekly since 2015.
Kalicube Pro connects Fulfill, Harvest and Convince so each customer cycle improves the next
| Function | What it achieves | Where the work happens | Who's in control |
|---|---|---|---|
| Fulfill | Make your client happy, whoever that client is: a person, or an agent buying for one. | Inside the business, your team delivers. The person judges the outcome, experience and reassurance. An agent judges whether commitments were met, records were accurate and problems were closed. One can be satisfied while the other is not. Sometimes an AI fulfils the promise, and sometimes a person does. You can use AI to satisfy both. | You. |
| Harvest | Capture what that satisfaction proved in one source of truth: the approved facts, evidence and strategy your business uses. | AI extracts evidence from business operations into that source of truth. Inside the business, collect from sales, delivery, support and outcomes. Outside it, observe what customers say and how AI describes you. | You, for what you collect and store. Outside, you only watch. |
| Convince | Help people and Search and AI Engines understand, trust and choose you again. | Inside: agree the approved facts, offers, prices and commitments, then re-communicate them. AI brings the next client through Google, ChatGPT, Perplexity, YouTube, LinkedIn and Facebook. Offline is still influenced by AI. Publish wherever you stand in front of your audience: online, offline, search and social. Outside: customers and AI use what you published however they like. | You control what you publish. Once it's out, you don't control what they do with it. |
| They buy | The customer, or their agent, comes back and says "I want to buy from this company". | The sale hands the relationship back to you, and you fulfil the promise. | Control returns to you. |
The marketing cycle — Harvest, Codify and Distribute — sits inside Convince. It turns approved evidence into pages and messages that help Search and AI Engines understand the company and help buyers choose it. It is not a second business cycle. Act is the moment Convince becomes a sale and control returns to the company; Fulfill starts the next turn.
How every Kalicube Pro account starts with a strategy kickoff
Every company begins with a strategy kickoff. We own the engineering methodology. You validate the business facts and the strategic priorities. Kalicube suggests how AI should present your brand, and how it should present you against your peers, and you correct both.
Together we set the strategy goal, lock one corroborated story, define the Audience (who the brand serves) and the Active Market (where it competes), and decide which customer questions matter. Every week of the cycle runs inside that strategy.
The marketing cycle — Harvest, Codify and Distribute — sits inside Convince. It turns approved evidence into pages and messages that help Search and AI Engines understand the company and help buyers choose it.
| Step | Flow | What happens |
|---|---|---|
| 1 | Business operations | Your business creates facts, expertise, evidence, ideas and results. |
| 2 | Harvest | Bring what your business knows into Kalicube Pro. |
| 3 | Codify one source of truth | Organise facts, claims, proof and strategy in one coherent source of truth. |
| 4 | Agents, audits and worksheets | Turn that approved Digital Brand Intelligence — the evidence of what Google and AI currently believe — into strategy, analysis, practical guidance and content. |
| 5 | Serve every channel in the format it needs | Deliver the same approved facts and proof through webpages, APIs, the Model Context Protocol (MCP), and apps. |
| 6 | Search Engines, AI Assistive Engines and Assistive Agents | Search Engines find and rank your brand. AI Assistive Engines move through Understand, Trust and Recommend. Advocate is the bonus state, when an assistant enthusiastically explains why the buyer should choose your brand. Assistive Agents move through Understand, Trust, Choose and Act within the customer's mandate — the limits the buyer has given their AI assistant. |
| 7 | Measure | Measure Control (how much of the cited footprint you can change or influence), Response Fidelity (how closely AI answers match the approved answer) and Brand Visibility (how often, how prominently and with what sentiment the brand appears). |
| 8 | Next priority | Feed the results into the next action so each decision starts with better evidence than the last. |
How Kalicube Pro's weekly cycle works
Every Sunday we collect, on your website and across the rest of the web. Then we analyse, tell you what to do, you do the work, and we show you what moved. The results screen is last week’s payoff and this week’s starting point. The advantage compounds, but the cycle continues because AI evolves, your competitive landscape evolves and your brand evolves.
Which questions Kalicube Pro collects answers to, in Google and AI
Every week we collect the answers Google and AI give to these sets. Kalicube configures each set for your brand, so you do not have to. You still read the Narrative Status, the weekly summary of how your story is progressing, add notes and record your stage.
Reputation is not a tab of its own: it lives in Due Diligence, or becomes a Funnel Pathway when reputation is the intent.
The brand-name spine: who this is. The same shape for every brand.
One audience and one search intent, from the first question to the decision. Your name only appears in the decision-stage questions.
The checks AI runs before it trusts you: are you real, licensed and reviewed, and is there controversy? Your name is in every question.
You against one named peer: how you are different and how you are similar. Two questions per peer, never the whole group.
A diagnostic: what AI currently believes about a theme, and what is missing. Not a client FAQ.
Making sure AI does not confuse you with another company, product, person or location with a similar name. Only when there is a collision.
Why Kalicube Pro's brand data goes back to 2015
In 2015, most of SEO was about keywords, and collecting data on brands looked like a waste of resources. Jason Barnard collected it anyway, every week: what search said about brands, then the knowledge graph, and now LLMs.
That history is what lets Kalicube Pro show you what Google and AI believe about a brand, and what moved. It turned out he was right: the companies that make the SEO industry’s tools, Ahrefs, Yoast and Semrush, have all asked Kalicube to help with their own brand, and so has Microsoft. And Authoritas, whose SERPs API Kalicube Pro has used since 2015, published a case study on how Kalicube Pro uses it.
Read how that bet cost him a business partner
A category first
In 2024, Kalicube Pro became the first platform to unite search, Knowledge Graphs and large language models (LLMs) in one operating system: the Algorithmic Trinity. AI assistants use all three when deciding whether they understand, trust and recommend a brand. Uniting them is the foundation of Assistive Agent Optimization (AAO), and AI agents are the next layer we are adding to that same system.
What Kalicube Pro collects about your brand every week
On your website and across the rest of the web, from the Search Engines, AI Assistive Engines and Knowledge Graphs your buyers rely on. This brand, in and of itself.
Google Search and Bing
Google AI Mode, ChatGPT, Claude, Gemini, Perplexity, Grok and You.com
Google’s Knowledge Graph, Wikidata, Wikipedia and Common Crawl
What Google, Bing, ChatGPT, Gemini, Perplexity and the rest actually said this week, for each question set. Not a scoreboard against one rival. The answers cite your site and other people’s pages, and we keep those apart: the website you own, and the profiles and articles you do not.
What they used to say, and whether a Knowledge Panel exists.
Where the name appears, on-site and off-site.
How Kalicube Pro analyses your audience and your competitive landscape
We group the data around two claims: your Audience, who this is for, and your Active Market, the competitive landscape you operate in. Where the two cross is how you act correctly, address the right audience and position yourself according to the AI’s understanding of both.
You do not chase one competitor. How AI perceives the competition as a group is how you act, and how it perceives the audience as a group is who you talk to, and where.
Marketing means standing where your audience is looking. Show them the offer that solves the problem they are researching or experiencing. Demonstrate with credible evidence that your brand is a trustworthy solution. Then tell them the next step and invite them down the funnel.
You need to do that across your entire digital footprint. Kalicube Pro uses data to identify where your brand needs to stand, what it needs to say, which evidence supports the choice, and which next step to offer.
On this page, that commercial path is specific:
Kalicube Pro serves teams that do the work themselves
The company that owns Fulfill, Harvest and Convince, with a team that can implement the marketing work inside Convince.
Kalicube Pro gives your team the offer that fits this need
One operating system for SEO, GEO, and AEO that guides the team across all 15 Strategy Services and demonstrates what moved.
Evidence shows why Kalicube Pro works for this need
Kalicube Pro is built on 25 billion data points and 73 million brands collected weekly since 2015. Jason Barnard, who has worked in search since 1998, built the platform and leads its development. Learn more about Jason Barnard Kalicube Pro first proved the model on Kalicube, multiplying revenue tenfold in six years.
The free audit is your clear next step
Take the free audit to see what Search and AI Engines currently understand about your brand, then get your Kalicube Process strategy.
Get your free audit and strategyBillions of data points from Google AI Mode, Bing SERP, Google KGID, ChatGPT, Perplexity, Claude, Gemini, Grok and You.com covering search, LLMs and knowledge graphs that identify:
- where your audience hangs out online
- what is working for your competitors
- what is the overlap between them
Using data covering you, your audience and your competitors, our algorithms (Jason Barnard's brain, codified) can identify where you need to be, what you need to do and how you need to do it as a rolling strategy (kicking off with 52 weeks).
How Kalicube Pro prioritises your on-site and off-site work
The analysis sits inside the strategy Kalicube set for your brand, and sorts the work three ways.
Your own profiles, off-site profiles, articles and social pages.
Missing profiles, gap content and the pages the story needs.
Podcast guest spots, speaking, press and partnerships.
The strategy goal Kalicube agreed with you: the business outcome the analysis serves.
The months and the next actions, when a plan exists. You tick them done; Kalicube moves the months.
Who this is, in one corroborated story. Narrative Strategy is the case file for a pivot.
The pages on your own website that should carry that story, including your Audience (who you sell to) and Active Market (the category you compete in).
Put in any page on your site, or a page you control on someone else's, and it reads it as Search and AI Engines do: technical quality, content and the six NEEATT trust signals (notability, experience, expertise, authoritativeness, trustworthiness and transparency), plus the named companies, products, people and places, sentiment and AI readability. You get findings with quotes, not a score, so you know exactly what that page needs. It runs when you look, not on every URL every Sunday.
Answers about the page you are on, right where you are.
The tools your team uses to do the work
Everything your team needs to act on this week’s priorities, in one place.
The website you own. We can tell you to change the page and the schema, and push validated changes straight to WordPress.
Everything else: profiles you can edit, pages you can ask to change, and third-party pages you cannot. We never instruct schema on a site you do not own.
Write the copy, on-site and off-site. For pages that exist: technical analysis, optimised copy, link recommendations and schema markup. For pages that should or could exist: the strategy, outreach templates, targets and a content brief.
The facts we will emit, with the proof sitting on each claim, wherever that proof lives.
The words this brand uses, on-site and off-site.
The websites you own, and the markup we can instruct.
The pages you can change now, on the websites you own and the profiles you control. Classify them, add a page and work from the top down. The On-page Analyser tells you what to change.
How Kalicube Pro shows what moved: Control, Response Fidelity and Brand Visibility
This is the look-again: last week’s payoff and this week’s starting point, on the same screen, measured against your own goal.
Did they name you, how loudly, how they spoke, and which cited pages you control and which you do not. This brand only, with a tab for each question set.
Did Google's results for your name (your Brand SERP) and its fact panel (your Knowledge Panel) catch up?
How much of each Acquisition Funnel you have identified in search and AI you own, from the first question to the decision.
Are you there in all three: the search results, the AI models and Google's Knowledge Graph, its structured map of facts about people, companies, products and places? We measure each one.
You do the work, on-site and off-site.
We show you the results.
Next Sunday, again.
Start with a free AI audit and strategy for your brand
The free Kalicube AI Authority Index shows how nine AI platforms describe your brand. No login required.
The entrepreneur or CEO owns delivery, revenue and market conviction: Fulfill, Harvest and Convince
Google and AI tell buyers who the company is before anyone from sales gets a word in. That shapes how buyers see the business. Marketing helps them understand, trust and choose. The company still has to complete the transaction and fulfil what it promised.
An entrepreneur or CEO does not need to understand every technical detail to see the business case: Kalicube Pro connects Fulfill, Harvest and Convince for the company. Marketing works inside Convince. The cycle starts and ends with fulfilling the promise to the customer. When the customer buys, control returns to the company.
It is also because assistive engines research, assess and recommend, and agents research, assess and act. This is AI-Era Business Engineering: running sales, marketing and delivery when Google and AI shape demand first.
Kalicube Pro gives the company the evidence of what Google and AI believe, what to do about it, and what moved. It covers what specialist platforms cover in one operating system across all 15 Strategy Services, with one governed outcome for each business situation. Because it combines strategy and targeted data collection with evidence that makes sense for a business, the company can replace both its agency and its tracking tools. Kalicube proved that on itself first (10x revenue growth in 6 years). The entrepreneur or CEO owns three outcomes: confidence the business moves forwards, commercial return from a trained 24/7, 365 AI salesforce, and weekly evidence of whether the business earned the next sale.
We build the strategy for every brand in your group in the first month. Your team runs it on Kalicube Pro, every week.
The people who build and run Kalicube Pro
Jason, Deannie, Damrey, Leanne, Chris and Allyssa.
Meet all the Kalicube team
Try Kalicube's free Knowledge Panel and Brand SERP tools
Free and public on kalicube.pro, for you and your team.
Train it to work for your brand.
25 billion data points across 15 sources. Collecting every week since 2015. The Kalicube AI Authority Index uses all of it to audit your brand across 9 AI platforms in 60 seconds — free, no login required. AI Assistive Engines move through Understand, Trust and Recommend. Advocate is the bonus state, when an assistant enthusiastically explains why the buyer should choose your brand. Assistive Agents move through Understand, Trust, Choose and Act within the customer's mandate — the limits the buyer has given their AI assistant.
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