Fractional GEO, AEO & SEO leadership
An operating programme for businesses that need to be found, understood and considered across search and AI answers.
Start with the buyer decision that matters to your business.
A useful programme follows the buyer beyond the first answer.
Does a relevant question surface the business?
Are its facts and product conditions accurate?
Is it eligible for the buyer’s shortlist?
Can the buyer reach a suitable next step?
Track mentions, linked sources and factual accuracy separately.
Track qualified enquiries, quote starts or applications, then reconcile downstream outcomes.
These are working definitions. The same page can support all three.
| Discipline | What I improve | What we inspect |
|---|---|---|
| SEO Search engine optimisation | Discovery, index eligibility and organic landing-page performance. | Crawls, rendered pages, internal links, search data and conversions. |
| AEO Answer engine optimisation | How clearly a page resolves a specific question. | Direct answers, conditions, supporting evidence and useful next steps. |
| GEO Generative engine optimisation | How the business appears and is cited in generated responses. | Repeatable prompt panels, cited URLs and verified factual accuracy. |
The work is diagnostic: identify the weak point, define the response and specify how to verify it.
Limited discoverable first-party material, weak English coverage and missing markup in sampled pages.
Commercial question
Can a prospective customer resolve eligibility, product conditions and trust questions?
Fragmented properties, content-rendering concerns and stale English entity information.
Commercial question
Can a prospective customer distinguish the provider, understand coverage and reach the right quote journey?
A recognised business can still leave important customer questions unanswered.
| Reported finding | Decision it obstructs | First validation step |
|---|---|---|
| Limited coverage in the inspected sitemaps | Finding product, support and corporate information. | Compare sitemap entries with a crawl and the CMS inventory. |
| No English site found at the tested paths | Understanding eligibility and access in another language. | Map the actual audience, service capability and available pages. |
| No structured data detected in sampled HTML | Interpreting the provider and product consistently. | Inspect raw and rendered HTML across representative templates. |
| Thin entity and product explanations | Checking conditions and distinguishing facts from commentary. | Build a claim inventory with approved source references. |
Choose pages by the decisions they support, then test whether those pages are found.
| Buyer intent | Example question | Proposed source page | Commercial next step |
|---|---|---|---|
| Trust | How do I verify the institution and its disclosures? | Institution profile with dated official references. | Review approved disclosures. |
| Eligibility | Can a foreign resident apply? | Eligibility and documentation guide. | Check eligibility before applying. |
| Product choice | Which account fits my withdrawal needs? | Product comparison with limits, fees and conditions. | Visit the relevant product journey. |
| Service | How do I resolve an access or account issue? | Public support guide with verified service channels. | Reach the correct support route. |
The proposed content makes a claim understandable and maintainable.
Eligibility depends on residency, identification and the selected product. Check the current requirements before beginning an application.
The first release should prove that the content and maintenance process work.
One product family and a defined audience.
Approved source pages with useful internal links.
Fetch, render, index checks and answer sampling.
Expand, revise or stop using observed evidence.
| Work product | Acceptance criterion |
|---|---|
| Claim register | Every pilot claim has a source, owner and review trigger. |
| Public page set | Essential facts are accessible and match approved product conditions. |
| Baseline and rerun | Same prompt cohort and settings, with citations and errors recorded. |
| Pilot review | Quality of enquiries or applications assessed alongside visibility. |
The audit raised questions about discovery, rendering and entity clarity.
| Reported finding | Why it matters | What must be verified |
|---|---|---|
| The tested sitemap endpoint returned 404 | Some discovery paths may be missing. | Alternative sitemap locations, internal links and indexed-page coverage. |
| Template placeholders appeared in fetched HTML | Important content may depend on rendering. | Raw versus rendered content, crawler access and representative URLs. |
| Corporate and transactional properties were split | The customer may reach the wrong product or service route. | Purpose of each domain, cross-links, duplicates and conversion paths. |
| English entity material was stale or shallow | Answers may reuse outdated facts or confuse business units. | Current first-party facts and actual responses on selected surfaces. |
The proposed architecture preserves useful journeys while clarifying who provides what.
Official name · business scope · current contact routes
Governance, company facts and disclosures.
Coverage, conditions, exclusions and suitability.
Eligibility, application and conversion measurement.
Claim steps, documentation and assistance.
A framework name alone cannot tell us what a search system can access.
<h1>Product information</h1>
<div id="details">
{{ coverage.summary }}
</div>The key condition is absent from the response.
<h1>Product information</h1> <p>Approved coverage summary</p> <a href="/terms/"> Conditions and exclusions </a>
Readers and compatible crawlers receive useful text.
Raw HTML, rendered DOM and URL inspection.
A small set of important pages.
Consistent content, release checks and rollback.
Access, index status and customer experience.
Language expansion should follow a serviceable audience and a commercial route.
| Audience | Question to resolve | Content required | Operational dependency |
|---|---|---|---|
| Resident customer | Can I buy and receive support in this language? | Eligibility, product guide, documentation and support details. | Actual language support and a working purchase path. |
| Investor or analyst | Which entity, business and period do these facts describe? | Dated corporate facts and clearly labelled reports. | Approved financial and corporate information. |
| Existing policyholder | How do I start a claim and what should I prepare? | Public process guide with boundaries and service routing. | An accurate claims process and available service channels. |
A common backlog brings SEO, content and AI-answer measurement together.
Question, source page, current response and confidence.
Commercial priority, owner and acceptance test.
Content or technical change with approved claims.
Access, citations, factual errors and customer actions.
Affected page, reproducible finding, proposed change, dependency and success check.
What shipped, what changed, what remains uncertain and what receives effort next.
Use the selector to see how the opening sprint changes.
One maintained evidence record should feed the page, markup and review process.
| Control | Required field | Why it earns its place |
|---|---|---|
| Identity | Which legal entity, product and market? | Prevents mixing facts between related businesses. |
| Meaning | Claim, unit, scope and conditions. | Prevents a correct number being used in the wrong context. |
| Evidence | Approved source and effective date. | Gives reviewers a clear basis for verification. |
| Ownership | Content owner, reviewer and refresh trigger. | Turns freshness into a responsibility. |
| Consistency | Visible page, metadata and applicable markup agree. | Reduces contradictory representations of the same information. |
The implementation brief specifies the symptom, test and smallest useful fix.
| Symptom | Validate first | Potential response |
|---|---|---|
| Key page cannot be reached | Status codes, access rules, CDN and internal links. | Repair the relevant access or linking issue. |
| Important text appears only after scripts run | Initial HTML versus rendered content on the target surface. | Server-render or statically publish essential content where justified. |
| Competing URLs carry the same material | Duplicate content, canonicals and redirects. | Consolidate duplicates with a tested migration path. |
| Facts differ across representations | Page copy, feeds, metadata and schema. | Update from a governed claim record. |
| Different languages serve the wrong intent | Audience, equivalent pages and service capability. | Create useful locale pages and appropriate language relationships. |
Keep each measure precise enough to support a decision.
| Measure | Operational definition | Useful interpretation |
|---|---|---|
| Brand mention rate | Valid responses naming the brand ÷ all valid panel responses. | Presence in the sampled answers. |
| Owned-source citation rate | Valid responses linking an approved owned domain ÷ all valid panel responses. | First-party evidence used in the sampled answers. |
| Verified claim accuracy | Correct, checkable claims ÷ all checkable claims about the brand. | Quality of factual representation; record uncheckable claims separately. |
| Citation share within a defined set | Owned-domain citations ÷ citations to all tracked domains. | Relative presence for that panel and domain set only. |
| Qualified action rate | Qualified enquiries or completed applications ÷ relevant measured visits. | Commercial quality of the observable journey. |
The scope below is a proposed pilot design, not a historical audit result.
Split branded and unbranded questions. Cover trust, eligibility, comparison and action. Separate language cohorts.
Save exact prompt, date, locale, surface, mode, full answer and linked URLs. Mark refusals, failures and no-answer responses.
Use new sessions and fixed settings where possible. Report counts and variation by cohort. Track model or product changes.
Every signal needs a denominator, a source and a decision.
| Layer | What appears in the report | Decision it supports |
|---|---|---|
| Delivery | Approved fixes shipped / committed fixes; ageing blockers. | Remove dependencies or narrow scope. |
| Technical access | Pilot URLs accessible / tested; index observations by URL. | Repair failed templates or discovery paths. |
| Answer quality | Owned citations / valid responses; correct / checkable claims. | Improve a specific source page or correct a factual gap. |
| Behaviour | Observed referral visits, engaged sessions and qualified actions. | Improve the landing page or next-step journey. |
| Commercial outcome | Qualified pipeline or applications with documented attribution. | Continue, modify or pause the investment. |
Explore what must be true for a programme to cover its cost.
S$ illustrative inputs. Contribution should be after variable costs and aligned to the same measurement horizon.
Dates are indicative and depend on access, approvals and delivery capacity.
Agree a product family, buyer intents and access. Revalidate audit signals and run the first panel.
Gate: evidence and scope acceptedAddress access or content faults. Approve claim records, release plan and page specifications.
Gate: release-ready backlogRelease a bounded page set. Validate content, tracking and relevant technical changes.
Gate: release quality acceptedRerun the panel. Review qualified actions and blockers. Set the next-quarter investment.
Gate: scale, revise or pauseThe deliverables remain usable by your internal team and existing partners.
| Deliverable | What is inside | Definition of done |
|---|---|---|
| Baseline evidence pack | Crawl samples, prompt records and claim issues. | Results can be traced to a dated observation. |
| Prioritised implementation backlog | Scope, page, owner, dependency and acceptance test. | Each committed item is actionable. |
| Pilot content and technical briefs | Source-page templates, claim register and approved changes. | Pilot release passes agreed content and technical checks. |
| Measurement workspace | Definitions, tracked cohorts and dashboard specification. | The next measurement run can reproduce the method. |
| Operating playbook | Review cadence, escalation route and refresh rules. | Named owners can continue the programme. |
| Next-quarter recommendation | Observed progress, limits and options. | Sponsor can choose an investment with clear trade-offs. |
I connect the commercial priority to the specialists who can deliver it.
Own the programme backlog, brief the work, review quality, resolve trade-offs and report to the sponsor.
| Partner | Responsibility |
|---|---|
| Business sponsor | Objectives, budget and decisions at the gates. |
| Product / subject expert | Facts, eligibility, conditions and source approval. |
| Content / localisation | Useful pages and audience-appropriate language. |
| Engineering / SEO | Access, templates, instrumentation and release checks. |
| Legal / compliance | Review claims where the business requires it. |
| Analytics / sales | Qualification definitions and downstream outcomes. |
Choose the level of ownership your team needs.
For: teams without a reliable baseline.
You receive: evidence pack, prioritised gaps and a scoped pilot recommendation.
Client input: access, product context and a sponsor.
For: teams ready to improve a product or audience journey.
You receive: coordinated delivery, QA, measurement and a next-quarter plan.
Client input: content and engineering capacity.
For: teams needing senior cross-functional ownership.
You receive: weekly prioritisation, release reviews and monthly commercial reporting.
Client input: agreed decision rights and team allocation.
Prospective clients buy a clear owner for a connected business problem.
Illustrative buyer situation, not a client quotation.
Start with one market, one product family and one commercial objective.
01Where do prospects hesitate or misunderstand the offer?
02Which facts or pages should support the answer?
03What customer action would make this work valuable?
Meng Liang Tan
Singapore · APAC and global engagements
Case evidence is historical. Platform guidance was checked for this draft.
| Reference | Basis | How it is used |
|---|---|---|
| Case A / Case B | Supplied April 2026 financial-services audit bundle. | Anonymised observations, proposed remedies and measurement design. No client lift claimed. |
| [S1] Google AI features | AI features and your website ↗ | SEO eligibility, useful text and consistency. No special AI markup requirement. |
| [S2] Google discovery | Sitemap guidance ↗ | Sitemaps assist discovery; they are not indexed-page counts. |
| [S3] Google canonicals | Consolidate duplicate URLs ↗ | Canonical relationships apply to duplicate or similar content. |
| [S4] Bing measurement | AI Performance reporting ↗ | Aggregated citation evidence, distinct from commercial causality. |
| [S5] Google updates | Search documentation updates ↗ | FAQ rich results retired; llms.txt does not improve Google visibility. |