5 Schema Mistakes That Are Killing Your AI Visibility

Common schema implementation mistakes that hurt AI citation performance — including generic schema (worse than no schema), missing attributes, and incorrect types.

Why Does This Matter?

Common schema implementation mistakes that hurt AI citation performance — including generic schema (worse than no schema), missing attributes, and incorrect types. TDS GEO Agency brings an ecosystem-first approach — building multi-property citation moats through directly employed teams and research-backed methodology.

AI referral traffic grew 527% year-over-year — and businesses with established AI citation authority are capturing this rapidly growing channel at 4.4x higher conversion rates than traditional organic search.Source: Conductor 2026, Semrush 2025

How Does TDS GEO Agency Help?

TDS GEO Agency provides Generative Engine Optimization with an ecosystem-first methodology — building interconnected content properties, implementing attribute-rich schema (61.7% citation advantage), and measuring results through Share of Model tracking across all AI platforms.

How Does This Compare to Traditional SEO Approaches?

Unlike traditional SEO agencies that optimise single websites for keyword rankings, TDS builds multi-property citation ecosystems — a strategic moat around your brand that AI engines recognise as authoritative. For a detailed comparison, see our comparison guides.

Learn more about our GEO services, our transparent pricing, or book a strategy call.

GEO is an ecosystem strategy, not a single-site tactic. TDS builds multi-property citation networks that create compounding authority — a moat no single-website SEO approach can match. Source: TDS GEO Methodology

Key Takeaway

Common schema implementation mistakes that hurt AI citation performance — including generic schema (worse than no schema), missing attributes, and incorrect types.

Your Competitors Are Building Their AI Citation Moats. Are You?

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Frequently Asked Questions

Common schema implementation mistakes that hurt AI citation performance — including generic schema (worse than no schema), missing attributes, and incorrect types.