Canonry
Canonry builds tools and services that help businesses, marketing teams, and agencies understand and improve how they appear in AI search answers. Its platform connects AI-visibility measurement with search, analytics, technical audits, approved execution, and reporting.
At a Glance
- SEO and AEO agencies
- Marketing teams
- Franchises and franchisee groups
- Multi-location brands
- +3 more
AI Tools by Canonry
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Canonry
Open Source AEO Tracking Platform
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Latest News
Canonry published guidance on tracking voice AI search results as part of AEO, including spoken recommendations, citations, and follow-up answers.
Canonry published a comparison of free AEO and AI-visibility tools for agencies, positioning its open-source platform as an agency operating system.
Canonry published an article framing AEO as reputation management and emphasizing sentiment and the substance of AI answers, not only mention counts.
Canonry published its approach to AI visibility for private-equity portfolios, with separate company evidence and a shared portfolio dashboard.
Products & Services
Self-hosted, SQLite-based, agent-first AEO/GEO operating platform with a web UI, CLI, REST API, MCP, webhooks, and BYOK provider keys. It tracks AI mentions and citations, connects search/traffic/site evidence, supports investigation and approved execution, and reports outcomes.
A paid implementation and dedicated AI-visibility setup for franchises, multi-location brands, hospitality and multifamily portfolios, private-equity portfolios, and agencies. It keeps markets, properties, buyer questions, pages, competitors, results, and access separate while providing a portfolio view.
Fully managed AEO and marketing service for businesses: Canonry can improve or build a website, handle SEO, AI search, social and content work, and report what changed.
Agency-facing embedded AI-search results and reporting that can be added to a client portal.
Market Position
Canonry positions itself as an agent-first AEO operating platform rather than only an AI-visibility dashboard: it joins answer measurement to first-party search, analytics, server, technical-audit, portfolio, and execution evidence. Its own open-source comparison names Elmo, GeoLook, and GEO Optimizer as adjacent open-source alternatives; it also contrasts Canonry with paid AI-visibility tools, which generally stop at reporting visibility results.
Leadership
Founders
Arber Xhindoli
Founder and engineer at Canonry; previously built distributed systems at Bloomberg and helped Bitwise grow from 17 to 200 people.
Executive Team
Arber Xhindoli
Founder and Engineer
Previously built distributed systems at Bloomberg and helped Bitwise grow from 17 to 200 people.
Founding Story
Arber Xhindoli founded Canonry after his work building distributed systems at Bloomberg and helping Bitwise scale. The initial vision was to provide forward-deployed engineering for marketing teams—working directly in their codebase, CMS, and data stack to build missing systems, ship approved changes, verify them live, and measure the results. Canonry evolved from the AI NYC agency brand and an open-source agent platform into one product company and brand.
Business Model
Revenue Model
The open-source Canonry 5.0 software has no license fee and is self-hosted; users pay their own hosting, infrastructure, provider/model, collection-service, and ad costs. Canonry monetizes paid implementation and managed services, including Canonry Custom, Canonry Managed, Embedded, white-label AEO, and Ads.
Pricing Tiers
MIT-licensed from version 5.0.0; hosting, provider usage, infrastructure, collection services, and maintenance are separate costs.
One public page and 16 technical checks within fair-use limits; no email required.
The site says pricing depends on client count, scope, integrations, or work required; no public numeric pricing was shown.
Target Markets
- SEO and AEO agencies
- Marketing teams
- Franchises and franchisee groups
- Multi-location brands
- Hospitality and multifamily portfolios
- Private-equity firms and portfolio companies
- Tracking whether a business is mentioned or cited in AI answers and identifying competitor citations
- AEO/GEO research, technical diagnosis, content and structured-data improvements, and post-change verification
- SEO and AEO agencies managing recurring client measurement, reporting, white-label delivery, or embedded client portals
- Franchises and multi-location brands measuring local markets separately
- Private-equity, hospitality, multifamily, and other portfolios that need company- and market-level AI visibility
- Businesses that want managed AEO strategy and execution
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