What AI finds on most businesses
Typical- CapabilitiesPartial
- Industries servedUnclear
- Client outcomesMissing
- People & credentialsUnverified


Huckleberry Way builds verified entity architecture for Canadian businesses; the structured information layer that determines whether AI systems find you, cite you, and recommend you with confidence.
Buyers are asking AI instead of searching; Copilot now sits inside the Microsoft tools business teams use all day. People are acting on AI's answers, often without ever visiting your website.
And in B2B, your buyers now screen suppliers with automated systems that read the open web and check every claim against the body that issued it. You can hold every credential the work requires and still be filtered out, silently, before a person ever sees your name.
The new era of AI search and procurement systems build the shortlist of candidates, and then check your claims against the evidence you supply. What they can verify, they recommend.
shortlisted
Your business resolves as a distinct, consistent entity everywhere, verified by external systems.
verified
Every certification, credential, capability and outcome is proven and traceable.
RECOMMENDED
(3) Every relationship is [VERIFIED]
AI can navigate the full depth and breadth of your business, across your products and services, people and expertise, to your experience and proven results. It can answer questions you never built a page for.
This is where AI gains the confidence to recommend you, or lets you fall silently off the list.

Your Authority Record is the complete, structured account of your business: every capability, credential, client outcome, and relationship mapped and connected, so AI can navigate your business.
It becomes your public single source of truth: the record AI systems check first and find agreeing with itself everywhere, whether they are recommending you or screening you.
It's foundational architecture that can be built upon.
New reviews and case studies feed in; verified evidence flows out. Customer reviews and stories, with corroborating facts, results, and relationships are embedded into your structured information layer, and published across your website, across Google, Bing and Apple profiles, Wikidata, and even your social channels. Every AI agent finds consistent facts in consistent language.
One source, always growing, always current, with every public surface consistent and current.
Most structured data is installed and abandoned. Ours broadcasts, so your record is always fresh, current and relevant.
Your verified facts, embedded into the graphs the world already trusts.
Start with your AI Readiness Report, and then book a call. We map the right system for you: the Authority Foundation, or the Authority Graph.
Both are built and run by us; both are custom-quoted.
The closed loop that makes your local business the one AI recommends: verified identity, a Google profile we run, real reviews from real customers, strategic posting, and your site's core structured data connected.
Your whole operation modelled as connected verified facts AI can reason over, with advanced proof structured for AI to cite by name. This is when you want to win your whole category.
We maintain and run the whole system; the upkeep scattered today across your website, your profiles, your socials, and your proposals moves to specialists, with nothing for your team to learn and no one new to hire. Your wins feed in; finished case studies, proposals, and RFP answers come back out, already carrying their proof.
This is living architecture, an appreciating asset. Your authority compounds.

AI visibility sits where information science and customer story meets.
Our Chief Information Scientist Margaret Sampson, PhD, MLIS, a world-class research methodologist, leads our AI search discipline: authority control, entity modelling, classification, citation indexing. A practice more than a century old that the machines have finally caught up to.
Founder Von Darnell, MLIS, has spent her career between building global software systems and amplifying global brands. We render your whole brand into the architecture, not only your data, and keep it continuously signalling your authority and unique value.
Run a free check of how clearly AI can resolve, trust, and cite you, scored out of 100 across six signals. Your report lands in your inbox, usually within minutes.
Book a call with us, and we'll walk through your report, and map whether the Authority Foundation or the Authority Graph is the right system for your goal.