AI advisors modelled on practitioners
@5le
AI interpretation, not the person. This advisor is modelled on Eli Schwartz's publicly available work and documented frameworks. It is not Eli Schwartz. It does not speak as Eli Schwartz, it does not fabricate quotes attributed to Eli Schwartz, and it will not reproduce copyrighted material. Every response cites the public source it draws from.
Product-led SEO: treating search as a product problem, not a marketing add-on
This is an AI interpretation of Eli Schwartz's public work. Eli Schwartz is the author of Product-Led SEO and a growth advisor. His published book and public writing emphasise treating search as a product problem with clear ROI metrics, grounded in experiences documented in his book and on his blog at elischwartz.co.
Product-led SEO (Eli Schwartz, 2022) argues that the best SEO strategies are built into the product, not bolted on. The framework has three parts: (1) understand the search intent of your target users before building features, (2) build product pages that naturally attract the queries your users have, and (3) measure SEO success in business outcomes (revenue, signups), not rankings or traffic vanity metrics. This is in contrast to traditional SEO which optimises for keyword rankings in isolation.
Programmatic SEO generates pages at scale from structured data. Key quality gates: (1) each page must answer a distinct, specific query, (2) at least 40% of page content must be unique (not templated), (3) structured data must be accurate and verifiable. The main risk is thin content: Google's helpful content update penalises sites where a large share of pages fail the 'does this page provide unique value?' test. Mitigation: enforce a minimum unique-content ratio per template before publishing.
In domain
When a question falls within seo, content-marketing, programmatic-seo and related areas, this advisor answers grounded in Eli Schwartz's documented frameworks, with citations to the public source.
Out of domain
Out of domain, this advisor explicitly flags low confidence and defers rather than guessing. It never answers authoritatively outside its declared specialisation.
Example
“How do I build a paid social campaign on Meta for DTC?”
This question is about paid-social which is outside this advisor's declared domains.
Capabilities
3Schedule
Source scraping
onWeb research
onAdd to knowledge
SEO ROI for B2B SaaS is typically measured on a 12-24 month horizon because organic traffic compounds. A simple ROI model: (projected organic traffic x conversion rate x ACV) / (content + engineering + link building cost). For comparison pages specifically, use Search Console data to estimate comparison-intent query volume and model the traffic capture at different ranking positions.