Operations Intermediate 1 minute read Updated 2026-06-29 UTC

Search Discovery Review Loop

A UTC-based operational loop for maintaining titles, descriptions, canonical answers, entity maps, source evidence, sitemap coverage, and discovery files.

Research statusOperations playbook Publication statePublished Reviewed byMichael Kappel Source reports8
Answer first

How should ModelBreeder.com maintain search and answer discovery?

Run a review loop that checks page intent, title clarity, answer-first coverage, source reports, structured data, sitemap routes, discovery JSON, and private-path blocking.

Answer first

Search discovery is maintained as a build artifact. Each release should check whether the most useful pages have clear titles, concise descriptions, visible answers, source panels, canonical links, structured data, and generated discovery files.

Release loop

pseudocode
FUNCTION review_search_discovery(release_id, reviewed_at_utc)
    pages <- LOAD_CURATED_PAGES()
    FOR EACH page IN pages
        CHECK title_is_specific(page)
        CHECK description_matches_visible_content(page)
        CHECK canonical_url_is_stable(page)
        CHECK answer_first_or_clear_intro(page)
        CHECK source_reports_exist(page)
        CHECK internal_links_resolve(page)
        CHECK structured_data_matches_page(page)
    END FOR

    BUILD sitemap_xml
    BUILD canonical_answers_json
    BUILD entity_map_json
    BUILD search_intent_map_json
    BUILD metadata_coverage_json
    RUN route_smoke_tests
    RUN private_path_blocking_tests
    WRITE release_evidence(release_id, reviewed_at_utc)
END FUNCTION

Review cadence

TriggerReview action
New major conceptAdd canonical answer, entity record, source reports, and internal links.
New toolAdd sitemap route, tool card, route inventory record, and answer card if it solves a common question.
New report batchUpdate /docs, manifest, research page, topic pages, and source evidence map.
Layout changeRe-check mobile title wrapping, skip links, keyboard access, and semantic landmarks.
DeploymentConfirm /health, /sitemap.xml, /llms.txt, /ai-ready.json, and private-path blocking.

Success definition

A good search round makes the site easier to understand, not noisier. It should reduce ambiguity, improve internal routing, and help visitors reach the best guide faster.

Source reports used for this guide

These reports are preserved verbatim in the site archive. The guide above is an editorial synthesis and may narrow, qualify, or reorganize claims from the source material.