AI Search Visibility. Verified by design

When your buyers ask AI, be the answer.

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See how the system works

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.

Trusted By
Toyota logoMicrosoft logoMaple Leaf logoGoldcorp logoConagra logo
WHY NOW

AI is choosing the winners and losers in your category.

Your buyers are asking AI instead of searching; Copilot now sits inside the Microsoft tools business teams use all day. They act on AI's answers, often without ever visiting your website.

Search still matters; now there is a knowledge layer beneath every result that decides who gets recommended.

And in B2B, your buyer's organization is starting to ask before your buyer does. Large 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 reads your name.

You built a great company. We build the system that proves it continuously.

HOW AI DECIDES

AI weighs evidence, not adjectives.

Every business calls itself the best. AI sets the adjective aside and weighs what it can verify across many sources. One source is a claim. Many agreeing sources are proof: the job delivered ahead of schedule, the client who renewed three times, the win a competitor cannot claim, documented where AI can check them.

Ranked gets you considered. Verified gets you recommended.
We build for both.

There are two gates now. First, ranking puts you in the consideration set. Then verification decides the winner: AI checks what it can confirm across sources before it commits to a name. One verified record serves both gates.

Recommends

The AI your buyer asks

Your buyer asks an assistant who to hire, who is best, who to shortlist. It answers from what it can find, resolve, and confirm. If it hesitates about you, it names someone else.

Audits

The system your buyer's org runs

Your buyer's organization screens you first. It parses what is structured, and it trusts what resolves to its issuer. A capability trapped in a PDF is a capability you do not have. A certificate it cannot match to your name does not count.

They ask the same two questions: can I resolve you, and can I verify you. One record answers both.

What AI finds on most businesses

Typical
  • CapabilitiesPartial
  • Industries servedUnclear
  • Client outcomesMissing
  • People & credentialsUnverified
Recommendation confidenceLOW

What AI finds on you

Verified
  • CapabilitiesMapped & verified
  • Industries servedMapped
  • Client outcomesProven
  • People, credentials, awardsVerified
Recommendation confidenceHIGH

When every source agrees, there is nothing left to dispute. Be the undisputed recommendation.

WHAT WE BUILD

Your Authority Record, built for the way AI reads.

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 you, not skim you.

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.

Built once, then kept current and broadcast to the platforms AI reads, so your verified authority compounds instead of fading.

Cut out SVG

When every source agrees, there is nothing left to dispute. Be the undisputed recommendation.

Your Authority Record is the source. New proofs and outcomes feed in; verified facts, results, and relationships flow out — to your Google and Bing profiles, Apple, Wikidata, strategic posting on your social channels, and the structured data inside your own website. Everywhere AI checks, it finds consistent facts in consistent language.

The fuel is proof: real reviews earned from real customers first, then documented case studies and project spotlights, each new piece written into the record and pushed to every surface.

  • Your Continuous Brand Signal

    One source, always current — every surface in agreement.

  • It broadcasts, not just installs

    Most structured data is installed and abandoned. Ours broadcasts, so your record always reads current to the systems that check.

Your verified facts, embedded into the graphs the world already trusts.

THE FLYWHEEL

The record goes out. Proof comes back.

Your facts live in one governed record. It is compiled, never copied. Change it once and it lands everywhere.

Cut out SVG
01

Every fact, connected

Governed in one place. Nothing is retyped, nothing drifts, nothing contradicts anything else.

02

Out to every surface

Your site's structured data, your Google, Apple and Bing profiles, Wikidata, the directories, your llms.txt. These are not the audience. They are where the audience reads.

03

Read by the machines

The public assistants answer your buyers. Behind the firewall, your buyer's procurement system and your partner's sales agent read the same facts.

04

And back in, richer

Every win you deliver is captured, approved by its source, and compiled into the record as new fact, wired to the capability it proves.

READ ACROSS EVERY SURFACE — PUBLIC AND PRIVATE

  • ChatGPT
  • Gemini
  • Perplexity
  • Copilot
  • Claude
  • Your buyer's procurement agent
  • Your partner's sales agent
  • Your own team's AI

One record. Two ways in. Choose by the problem you have.

Start with your AI Readiness Report. On the 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 COMPLETE SYSTEM

    The Authority Foundation

    The closed loop that makes your business the one AI recommends: verified identity, a Google profile we run, real reviews from real customers, strategic posting, and your site's structured data connected to all of it.

  • EVERYTHING IN THE FOUNDATION, PLUS

    The Authority Graph

    Your whole operation modelled as connected verified facts AI can reason over, with proof structured for AI to cite by name. The most defensible position in your category.

Two complete systems, not two halves. The Foundation makes your core claim unmistakable. The Graph makes your whole business reasonable over, and citable.

Both answer the questions a machine asks. They differ in how much of your business they answer them about. Judged on who you are and what you do, the Foundation is the whole answer. Judged in depth, on what you are certified to do, begin at the Graph. Nobody buys one to reach the other.

Fully managed

We run the system. You own the asset.

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.

Why Huckleberry Way

Three disciplines. One architecture.

AI visibility sits where information science, business, and storytelling meet, and almost no one crosses all three.

The science

Built by the people who built the systems

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.

The story

Your whole brand, not just your facts

Founder Von Darnell, MLIS, has spent her career between building global software systems and working with global brands. We render your whole brand into the architecture, not only your data, and keep it continuously signalling your value.

We build only what is true and provable, because it has to hold up, whether AI reasons over it or a buyer checks it.

We did it for ourselves first. Ask any AI assistant about Huckleberry Way; the clear, consistent answer that comes back is the product, demonstrated.

Meet the founder Von Darnell

Von Darnell

Founder & Chief Strategist

Get your score, read your report, then map the plan.
STEP 1 — SEE YOUR SCORE

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.

STEP 2 — MAP THE PLAN

We walk through your report, show you where AI hesitates, and map whether the Authority Foundation or the Authority Graph is the right system for your goal. Interpretation and planning, not a sales pitch.