Playbook
structured data for AI discovery for local businesses
A practical playbook for local business marketers to improve structured data—with checks, fixes, and measurement.
Why structured data matters in local business
local business marketers cannot win AI shortlists on content alone if structured data is broken. Whether commercial pages expose accurate JSON-LD and related markup so AI systems and search engines can parse entities, products, FAQs, and organization facts.
In local business, common blockers include: Pricing is unclear to crawlers; llms.txt is missing or outdated; Share of voice lags larger incumbents. Marketplace listing pages can outrank your homepage in AI answers if your product facts live only behind auth.
What to check
- Organization and WebSite JSON-LD consistent with on-page branding
- FAQPage or HowTo markup only where visible FAQ/HowTo content exists
- Product, SoftwareApplication, or Service types on commercial pages when accurate
- No conflicting schema that invents ratings, prices, or claims not on the page
local business-specific page priorities
- Alternatives page — ensure this URL is crawlable HTML with facts assistants can quote when answering “best local business tools for teams evaluating options”
- Implementation guide — ensure this URL is crawlable HTML with facts assistants can quote when answering “best local business tools for teams evaluating options”
- ROI calculator page — ensure this URL is crawlable HTML with facts assistants can quote when answering “best local business tools for teams evaluating options”
Fix guidance
Ship truthful JSON-LD that mirrors visible HTML, validate it, and keep entity names consistent across llms.txt and key URLs.
Deep dive: structured data for AI discovery. Industry hub: AI visibility for local businesses.
Measure with BatSignal
- Run a Visibility Scan on your local business site
- Inspect the pillar tied to structured data
- Ship the prioritized fixes and copy-paste deliverables
- Re-verify within 30 days to confirm movement
Related
- local business hub
- crawl access for local business
- content readiness for local business
- ChatGPT citations for local business
- llms.txt for local business
- structured data for AI discovery
- All industries
FAQ
What is structured data for local businesses?
Whether commercial pages expose accurate JSON-LD and related markup so AI systems and search engines can parse entities, products, FAQs, and organization facts. For local business, this shows up when buyers ask “best local business tools for teams evaluating options” and when AI crawlers attempt to fetch your commercial pages.
How do we improve structured data?
Ship truthful JSON-LD that mirrors visible HTML, validate it, and keep entity names consistent across llms.txt and key URLs. Industry-specific must-have pages include Alternatives page, Implementation guide, ROI calculator page.
How does BatSignal score this?
Content readiness / entity clarity. See the [methodology](/methodology) and related guide: /guides/json-ld-ai-discovery.