Answer engine optimisation framework
Noseberry Digitals publishes the first documented answer engine optimisation framework built for real estate. Our AEO framework is a systematic methodology for engineering content that gets cited by ChatGPT, Perplexity, Claude, Gemini and Google AI Overviews. We apply this framework across every SEO and AEO retainer to ensure your brand is the source AI systems select when answering real estate queries.
100+ operators · 14 countries · A decade building real estate technology
Published framework
Systematic methodology
Proven citation results
What does this service do?
Answer engine optimisation (AEO) is the discipline of engineering content to be cited by AI answer engines like ChatGPT, Perplexity, Claude, Gemini and Google AI Overviews. Noseberry Digitals publishes a documented AEO framework that covers answer block engineering, claim density optimisation, citation readiness scoring, structured data implementation and source authority building. The framework is applied across SEO and AEO retainers for real estate operators, developers, brokerages and PropTech founders in more than 14 countries.
Trusted by 50+ operators, PropTech companies & digital-first brands
Harrington Housing
Hive Coliv
Edge Living
CDA Coliving
Fllat
Volley
TheVibes
CasaPay
JumboTiger
Everything Coliving
Bookmycoliving
Bhutani
Gulshan- Harrington Housing
- Hive Coliv
- Edge Living
- CDA Coliving
- Fllat
- Volley
- TheVibes
- CasaPay
- JumboTiger
- Everything Coliving
- Bookmycoliving
- Bhutani
- Gulshan
CRC
M3M
Godrej
Omaxe
Sikka
Lodha
Mahagun
Prestige
Sawasdee- CRC
- M3M
- Godrej
- Omaxe
- Sikka
- Lodha
- Mahagun
- Prestige
- Sawasdee
What our AEO framework covers.
Answer block architecture
Our framework defines the structure, length, formatting and content patterns that AI answer engines prefer when selecting sources to cite. Answer blocks are purpose built content sections embedded within your pages that serve as citation targets for specific query types.
Claim density methodology
We have documented the relationship between claim density and citation likelihood. Our methodology measures the number of clear, factual, citable claims per content section and provides specific guidance for increasing density while maintaining readability and accuracy.
Citation readiness scoring model
Our proprietary scoring model evaluates content across multiple dimensions including answer clarity, claim specificity, source authority, content freshness, structural formatting, schema markup and competitive positioning. Every page is scored against this model before and after optimisation.
Query intent mapping for AI
We map the types of queries AI engines receive in your real estate vertical and categorise them by intent type, including definitional queries, comparison queries, recommendation queries, list queries and procedural queries. Each query type requires different content engineering approaches.
Source authority signals
Our framework identifies the authority signals that AI systems evaluate when selecting sources. These include domain authority, content freshness, citation by other authoritative sources, structured data, author credentials, publication patterns and topical consistency.
Content structure patterns
We have documented the structural patterns that correlate with higher citation rates, including heading hierarchy, paragraph length, list formatting, table usage, FAQ structures and the placement of definitive statements within content sections.
Freshness and update protocols
AI systems factor content freshness into citation decisions. Our framework includes update cadence recommendations, timestamp strategies and content refresh protocols that maintain citation readiness over time.
Multi-engine optimisation
Different AI engines have different citation preferences. Our framework addresses the specific patterns favoured by ChatGPT, Perplexity, Claude, Google AI Overviews and Gemini, with strategies that maximise citation across all major engines simultaneously.
Who the AEO framework is for.
- 01
Understanding how AI citation works
You have heard about AEO but do not understand the mechanics. Our framework provides a clear, documented methodology that explains how AI systems select sources to cite and how to engineer your content accordingly.
- 02
Building AEO into your content process
You produce content regularly but it is not optimised for AI citation. Our framework provides the specific guidelines, checklists and scoring models your content team needs to build AEO into every piece from the start.
- 03
Auditing existing content for citation readiness
You have a library of content and want to know how citation ready it is. Our scoring model evaluates every page and produces a prioritised optimisation plan based on citation potential and business value.
- 04
Training your internal team on AEO
You want your marketing or content team to understand and apply AEO principles independently. Our framework serves as both a reference document and training resource for internal teams.
- 05
Staying ahead of the shift to AI search
You recognise that AI answer engines are changing how prospects discover real estate services and want to be prepared before your competitors. Our framework gives you a documented methodology to follow.
- 06
Complementing your existing SEO investment
You are already investing in SEO and want to extend that investment to capture AI citations alongside search rankings. AEO builds on your existing SEO foundations with additional optimisation layers.
Not sure where to start? and the team will identify exactly where to start.
Who we apply the AEO framework for.
Real estate operators
Framework application for coliving, BTR, serviced apartment and multifamily operators targeting AI citations for city specific queries and category questions.
PropTech founders
Framework application for PropTech platforms targeting AI citations for category queries, product comparisons and industry topic questions.
Real estate developers
Framework application for developers targeting AI citations for project queries, market questions and neighbourhood topics.
Brokerages and agent teams
Framework application for brokerages targeting AI citations for market expertise queries, neighbourhood questions and service recommendation topics.
Property management companies
Framework application for property managers targeting AI citations for management queries, owner education topics and rental market questions.
Real estate investment firms
Framework application for investment platforms targeting AI citations for investment comparison queries and market analysis topics.
What you get when you work with us.
Access to our documented AEO framework and methodology.
Citation readiness audit and scoring for your content library.
Answer block templates customised for your real estate vertical.
Claim density analysis and optimisation guidelines for your content team.
Query intent mapping for your target AI search queries.
Implementation support for applying the framework to your content.
Monthly citation monitoring across all major AI answer engines.
Framework updates as AI engine behaviours evolve.
How we apply the AEO framework.
- Phase 01
Framework assessment (weeks 1 to 2)
We assess your current content against our AEO framework, score citation readiness across your library and identify the highest opportunity pages and query categories for your vertical.
- Phase 02
Framework implementation (weeks 2 to 6)
We apply the framework to your priority content, engineering answer blocks, optimising claim density, implementing structured data and restructuring content for citation readiness.
- Phase 03
Monitoring and refinement (weeks 6 onward)
We track citations across all major AI engines and refine the framework application based on what is and is not getting cited. The framework itself evolves based on new data about AI engine behaviour.
- Phase 04
Framework expansion (ongoing)
We extend framework application to new content, new topic areas and new query categories. New content is created with the framework built in from the start.
What operators saw after launch
- 01
Documented
Methodology that removes guesswork from AEO.
- 02
Measurable
Improvement in citation readiness scores across content library.
- 03
Growing
Citations across ChatGPT, Perplexity and Google AI Overviews.
- 04
Systematic
Approach to AEO that scales with your content production.
Often shipped together
Frequently asked questions
Is your AEO framework publicly available?
The framework overview and key principles are published on our website. The full detailed methodology, scoring models and implementation guides are available to retainer clients and are applied directly to your content as part of our SEO and AEO engagements.
How often does the framework get updated?
We update the framework quarterly based on new citation data, changes in AI engine behaviour and emerging patterns we observe across our client engagements. The framework is a living document that evolves with the technology.
Can our internal team apply the framework independently?
Yes. Part of our engagement includes training and documentation that enables your internal content team to apply AEO principles to their ongoing work. We also offer standalone framework training sessions for marketing teams.
How is this different from the real estate AEO service?
The AEO framework is the methodology. The real estate AEO service is the full managed application of that framework to your content, including ongoing engineering, monitoring and optimisation. Think of the framework as the playbook and the AEO service as having our team run the plays for you.
Ready to apply a proven AEO framework to your real estate content?
Let us show you how our answer engine optimisation methodology can get your brand cited by AI answer engines. Published framework · Systematic methodology · Proven citation results.
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