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Canonry Embedded
A hosted, client-scoped AI visibility view that your team adds to its existing reporting portal with one iframe URL.

About
Canonry builds AI search visibility infrastructure for marketing and SEO agencies and in-house marketing teams. Canonry Custom serves agencies responsible for franchise or multi-market clients, and in-house franchise marketing teams managing one top-level domain across many markets. Each market keeps its own buyer questions, competitors, pages, mentions, and citations, with a portfolio rollup. Canonry also runs end-to-end AEO programs for businesses and the marketing teams inside them. Agencies can bring in our team for white-label delivery while keeping the client relationship.
Connect on LinkedInAEO is a new field with no proven formulas. The teams that win are the ones treating it as an engineering and research problem, not a marketing checklist.
Approach
Arber is a software engineer with over 8 years of professional experience. At Bloomberg, he built open source distributed systems software powering core infrastructure. At Bitwise, an early stage startup, he helped grow the company and engineering team from 17 to 200 people.
He started Canonry because AEO is an engineering and research problem, not a marketing checklist. We test hundreds of buyer prompts, isolate which signals actually move citations, and monitor outcomes across ChatGPT, Claude, Gemini, Copilot, and Perplexity. The findings get published as we go, including why AI visibility dashboards oversell their precision and what Claude adds to its own web searches.
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A hosted, client-scoped AI visibility view that your team adds to its existing reporting portal with one iframe URL.
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Per-market AI visibility for agencies responsible for franchise or multi-market clients, and in-house franchise marketing teams managing one top-level domain across many markets. Each market keeps its own buyer questions, competitors, pages, mentions, and citations, with a portfolio rollup.
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End-to-end AEO for businesses and in-house marketing teams, plus white-label research, implementation, monitoring, and reporting for agencies.
Public Work
We publish the working model and make Canonry's monitoring code publicly inspectable. Teams can evaluate the instrumentation before deciding how to engage, starting with the free public tooling anyone can run without talking to us.
Methodology
The public working model for the onsite technical layer of AEO. Traditional SEO, content, and external linking sit alongside it in a full engagement.
Source Available
An agent first AEO + web analytics monitoring and execution platform, available under the Functional Source License.
Work With Us
Canonry Managed begins with a technical baseline. From there, we assess the work and plan the next step together with your marketing team. Agencies that want the same delivery behind their own brand start with white-label AEO delivery.