AI agents and immigration data

Entry points

• Open data catalog

  Human-readable dataset front door with review dates, license terms, and citation guidance.

  https://visaatlas.org/data

• Dataset catalog JSON

  Self-describing JSON catalog with schema.org Dataset metadata for every public endpoint.

  https://visaatlas.org/api/public

• Indexable page manifest JSON

  Sitemap-derived audit manifest of every indexable URL, page cohort, priority, freshness date and source-dataset pointer.

  https://visaatlas.org/api/public/indexable-pages

• Public site search index JSON

  Compact title, description, path, keyword and source-dataset map for searchable pages.

  https://visaatlas.org/api/public/search-index

• Policy claims JSON

  Atomic policy claims with stable claim URLs, affected routes, supporting source URLs, and verification dates.

  https://visaatlas.org/api/public/policy-claims

• Citation packs JSON

  Compact answer packets with facts, canonical URLs, source URLs, dates, calculator verdict packets, license terms, and suggested citations.

  https://visaatlas.org/api/public/citation-packs

• Citation packs

  Crawlable human page for compact source-linked answer packets, including calculator verdict contexts, used by AI retrievers, journalists, researchers, and auditors.

  https://visaatlas.org/citation-packs

• Verified answer capsules JSON

  Question-answer records extracted from rendered answer blocks, with canonical pages, source URLs, dates and legal notes.

  https://visaatlas.org/api/public/answer-capsules

• Verified answer capsules

  Crawlable index of source-linked short answers across fees, processing times, salary thresholds, settlement, timelines, best-of guides and topic clusters.

  https://visaatlas.org/answer-capsules

• AI citation benchmark JSON

  Fixed skilled-migration question basket used to measure answer-engine citation share.

  https://visaatlas.org/api/public/citation-benchmark

• AI citation benchmark

  Crawlable benchmark page listing prompts, target citation URLs, source datasets, and local monitor commands.

  https://visaatlas.org/citation-benchmark

• AI retrieval task index JSON

  Query-level joins from benchmark prompts to canonical pages, answer capsules, citation packs, calculator contexts, page actions, battlecards, MCP tools and safe-answer rules.

  https://visaatlas.org/api/public/ai-retrieval-task-index

• AI retrieval task index

  Crawlable retrieval contract showing how AI agents should answer benchmark immigration questions from source-linked public assets.

  https://visaatlas.org/research/ai-retrieval-task-index-2026

• AI retrieval readiness scorecard JSON

  Prompt-level gap scores for answer capsule, citation pack, page action, battlecard, calculator context, MCP tool depth and evidence-gate coverage.

  https://visaatlas.org/api/public/ai-retrieval-readiness

• AI retrieval readiness scorecard

  Crawlable gap queue showing which benchmark prompts need public retrieval assets before stronger AI-citation measurement.

  https://visaatlas.org/research/ai-retrieval-readiness-scorecard-2026

• AI answer accuracy audit protocol JSON

  Conservative answer-key coverage, stale-claim traps and publication guardrails for grading high-risk AI immigration answers.

  https://visaatlas.org/api/public/ai-answer-accuracy-audit

• AI answer accuracy audit protocol

  Crawlable protocol separating AI citation share from factual accuracy and keeping raw model outputs local until reviewed.

  https://visaatlas.org/research/ai-answer-accuracy-audit-2026

• Crawler and AI retrieval access audit JSON

  Machine-readable robots policy matrix, retrieval entry points, discovery headers and server-log proof commands.

  https://visaatlas.org/api/public/crawler-access

• Crawler and AI retrieval access audit

  Crawlable access audit separating robots permission from live fetch, indexing, citation and traffic proof.

  https://visaatlas.org/research/crawler-ai-retrieval-access-audit-2026

• SEO/GEO traffic forecast JSON

  Machine-readable cohort-level 500k/month planning model with assumptions, measurement commands and falsification gates.

  https://visaatlas.org/api/public/traffic-forecast

• SEO/GEO traffic forecast

  Crawlable forecast report making the 500k/month target auditable as planning evidence, not current traffic.

  https://visaatlas.org/research/seo-geo-traffic-forecast-2026

• Technical SEO/GEO controls JSON

  Machine-readable control matrix for rendering, indexability, schema, API discovery, AI retrieval, freshness, performance and private-evidence boundaries.

  https://visaatlas.org/api/public/technical-seo-controls

• Technical SEO/GEO controls

  Crawlable control-plane report for auditing the technical execution behind the SEO/GEO plan.

  https://visaatlas.org/research/technical-seo-control-plane-2026

• Topical authority internal-link map JSON

  Machine-readable crawl-path map for topical clusters, canonical hubs, supporting pages, anchor rules and evidence commands.

  https://visaatlas.org/api/public/topical-authority-map

• Topical authority internal-link map

  Crawlable hub-and-spoke report for auditing internal links and AI retrieval entry points.

  https://visaatlas.org/research/topical-authority-internal-link-map-2026

• SEO/GEO audit evidence pack JSON

  Machine-readable matrix separating public controls, local workflows, external evidence needs and private-data boundaries for the SEO/GEO plan.

  https://visaatlas.org/api/public/seo-geo-audit-evidence

• SEO/GEO audit evidence pack

  Crawlable evidence pack showing what is proven publicly and what still needs reviewed private or external proof.

  https://visaatlas.org/research/seo-geo-audit-evidence-pack-2026

• SEO/GEO execution readiness scorecard JSON

  Machine-readable cohort scorecard for content pieces, page changes, technical gates, competitor wedges, private evidence needs and no-go conditions.

  https://visaatlas.org/api/public/execution-readiness

• SEO/GEO execution readiness scorecard

  Crawlable readiness surface showing which 500k/month cohorts are control-ready, controlled-build or external-evidence-gated.

  https://visaatlas.org/research/seo-geo-execution-readiness-scorecard-2026

• SEO/GEO market-share capture plan JSON

  Machine-readable battlecard execution sequence for competitor displacement, content pieces, page changes, technical gates and evidence commands.

  https://visaatlas.org/api/public/market-share-capture-plan

• SEO/GEO market-share capture plan

  Crawlable report showing the ordered capture plan and evidence gates before market-share claims.

  https://visaatlas.org/research/market-share-capture-plan-2026

• SEO/GEO production queue JSON

  Machine-readable flat content, page, technical and evidence tickets with owners, target pages, commands, source datasets, gates and no-go conditions.

  https://visaatlas.org/api/public/seo-geo-production-queue

• SEO/GEO production queue

  Crawlable queue showing executable production tickets derived from the market-share capture plan.

  https://visaatlas.org/research/seo-geo-production-queue-2026

• SEO/GEO page action map JSON

  Machine-readable page-level joins between target URLs, production tickets, battlecards, answer capsules, citation packs, calculator contexts, source datasets, commands and audit gates.

  https://visaatlas.org/api/public/seo-geo-page-action-map

• SEO/GEO page action map

  Crawlable map showing which production work, retrieval assets and evidence gates attach to each target URL.

  https://visaatlas.org/research/seo-geo-page-action-map-2026

• SEO/GEO dominance gap ledger JSON

  Machine-readable battlecard blocker ledger for public retrieval coverage, reviewer queues, authority distribution and outcome-proof gates.

  https://visaatlas.org/api/public/seo-geo-dominance-gap-ledger

• SEO/GEO dominance gap ledger

  Crawlable report showing what still blocks durable SEO/GEO dominance and 500k/month outcome claims.

  https://visaatlas.org/research/seo-geo-dominance-gap-ledger-2026

• SEO/GEO measurement run queue JSON

  Machine-readable private measurement queue for GSC experiments, SERP/AI snapshots, reviewer proof, authority proof, market-share proof and traffic outcome proof.

  https://visaatlas.org/api/public/seo-geo-measurement-run-queue

• SEO/GEO measurement run queue

  Crawlable report showing which evidence runs to execute next without publishing raw private proof.

  https://visaatlas.org/research/seo-geo-measurement-run-queue-2026

• SEO/GEO reviewer evidence bridge JSON

  Machine-readable bridge from reviewer-blocked battlecards to reviewer queues, acquisition controls, reviewedBy gates, P0 page-refresh controls and local proof commands.

  https://visaatlas.org/api/public/seo-geo-reviewer-evidence-bridge

• SEO/GEO reviewer evidence bridge

  Crawlable report showing reviewer-evidence blockers and no-go gates without claiming reviewer trust or traffic outcomes.

  https://visaatlas.org/research/seo-geo-reviewer-evidence-bridge-2026

• SEO/GEO private measurement bridge JSON

  Machine-readable bridge from control-ready battlecards to run-now GSC, SERP/AI, authority, market-share, AI-visibility and traffic proof workflows.

  https://visaatlas.org/api/public/seo-geo-private-measurement-bridge

• SEO/GEO private measurement bridge

  Crawlable report showing ready private-measurement rows and final no-go gates without claiming rankings, AI visibility, traffic or market share.

  https://visaatlas.org/research/seo-geo-private-measurement-bridge-2026

• SEO/GEO external evidence bridge JSON

  Machine-readable bridge from external-evidence-blocked battlecards to authority channels, GSC/SERP/AI evidence workflows, market-share baselines and traffic proof gates.

  https://visaatlas.org/api/public/seo-geo-external-evidence-bridge

• SEO/GEO external evidence bridge

  Crawlable report showing external-evidence blockers and no-go gates without claiming authority, market share, AI visibility or traffic outcomes.

  https://visaatlas.org/research/seo-geo-external-evidence-bridge-2026

• SEO/GEO release gate contract JSON

  Machine-readable deploy gate for SEO/GEO changes, rendered crawler output, proof checks and public outcome-claim no-go conditions.

  https://visaatlas.org/api/public/seo-geo-release-gate

• SEO/GEO release gate contract

  Crawlable release-gate report showing what must pass before shipping SEO/GEO changes or making outcome claims.

  https://visaatlas.org/research/seo-geo-release-gate-contract-2026

• Search demand action map JSON

  Machine-readable rules for turning local GSC, SERP and AI evidence into content, page and technical actions without exposing private query data.

  https://visaatlas.org/api/public/search-demand-actions

• Search demand action map

  Crawlable workflow showing when to edit titles, answer capsules, internal links, source depth, freshness or no-create decisions.

  https://visaatlas.org/research/search-demand-action-map-2026

• SEO/GEO content opportunities JSON

  Machine-readable priority map for content pieces, page work, technical gates and competitor-wedge positioning.

  https://visaatlas.org/api/public/content-opportunities

• SEO/GEO content opportunity map

  Crawlable planning report tying the 500k/month model to content opportunities, page targets and evidence surfaces.

  https://visaatlas.org/research/seo-geo-content-opportunity-map-2026

• Competitor query battlecards JSON

  Machine-readable battlecards for high-intent query clusters, competitor archetypes, source datasets, target pages and measurement commands.

  https://visaatlas.org/api/public/competitor-query-battlecards

• Competitor query battlecards

  Crawlable report turning competitor analysis into source-backed SEO/GEO production briefs.

  https://visaatlas.org/research/competitor-query-battlecards-2026

• Battlecard search experiments JSON

  Machine-readable experiment contracts for mapping private GSC exports to battlecard title, snippet, internal-link and reviewed outcome tests.

  https://visaatlas.org/api/public/battlecard-search-experiments

• Battlecard search experiments

  Crawlable report describing the experiment workflow, reviewed aggregate outcome gate and private Search Console data limits.

  https://visaatlas.org/research/battlecard-search-experiments-2026

• SERP and AI answer-surface snapshots JSON

  Machine-readable capture protocol for SERP features, competitor source classes and AI answer citations by battlecard.

  https://visaatlas.org/api/public/serp-answer-surface-snapshots

• SERP and AI answer-surface snapshots

  Crawlable protocol for market-share evidence collection and redaction rules.

  https://visaatlas.org/research/serp-answer-surface-snapshots-2026

• Quarterly market-share evidence summary JSON

  Machine-readable baseline and local rollup contract for reviewed SERP and AI answer-surface evidence by battlecard.

  https://visaatlas.org/api/public/quarterly-market-share-summary

• Quarterly market-share evidence summary

  Crawlable Q3 2026 baseline for competitor source-class pressure and approved-rollup publication rules.

  https://visaatlas.org/research/quarterly-market-share-evidence-summary-2026

• Publisher and AI-citation kits JSON

  Machine-readable citation kits with canonical URLs, source datasets, reusable snippets and private evidence-log fields.

  https://visaatlas.org/api/public/publisher-citation-kits

• Publisher and AI-citation kits

  Crawlable reuse kits for publishers, journalists, researchers and AI retrievers.

  https://visaatlas.org/research/publisher-citation-kits-2026

• Embeddable widget catalog JSON

  Machine-readable inventory of approved sourced embed scripts, attribution rules, source trails and legal-scope guardrails.

  https://visaatlas.org/api/public/widgets

• Embeddable widgets

  Crawlable widget hub for Express Entry, route-cost and UK total migration cost embeds with required attribution.

  https://visaatlas.org/widgets

• Authority distribution plan JSON

  Machine-readable launch channels, copy assets, evidence fields and local commands for off-site authority distribution.

  https://visaatlas.org/api/public/authority-distribution-plan

• Authority distribution plan

  Crawlable report separating distribution readiness from completed third-party publication evidence.

  https://visaatlas.org/research/authority-distribution-plan-2026

• External repository mirror manifest JSON

  Machine-readable repository export manifests, metadata templates, DOI/accession checklists and canonical backlink requirements.

  https://visaatlas.org/api/public/external-repository-mirrors

• External data repository mirrors

  Crawlable mirror-readiness report for publishing original datasets into external data repositories.

  https://visaatlas.org/research/external-data-repository-mirrors-2026

• Knowledge-graph entity seeding manifest JSON

  Machine-readable entity candidates, sameAs governance, identifier evidence rules and JSON-LD export controls.

  https://visaatlas.org/api/public/knowledge-graph-entities

• Knowledge-graph entity seeding

  Crawlable governance report for approved entity identifiers, DOI/accession evidence and sameAs publication rules.

  https://visaatlas.org/research/knowledge-graph-entity-seeding-2026

• Expert reviewer entity program JSON

  Machine-readable source-editor limits, regulated reviewer slots, reviewedBy schema governance and credential evidence rules.

  https://visaatlas.org/api/public/expert-reviewer-entities

• Expert reviewer entity program

  Crawlable reviewer disclosure model for high-risk immigration pages and reviewedBy schema controls.

  https://visaatlas.org/research/expert-reviewer-entity-program-2026

• reviewedBy schema rollout controls JSON

  Machine-readable schema emission controls, required evidence fields and local fragment export workflow.

  https://visaatlas.org/api/public/reviewedby-schema-rollout

• ReviewedBy schema rollout

  Crawlable control surface showing reviewedBy JSON-LD remains blocked until approved reviewer evidence exists.

  https://visaatlas.org/research/reviewedby-schema-rollout-2026

• High-risk page review acquisition controls JSON

  Machine-readable reviewer-queue sourcing, vetting, disqualification and local handoff evidence rules.

  https://visaatlas.org/api/public/high-risk-page-review-acquisition

• High-risk page review acquisition

  Crawlable control surface for acquiring credentialed reviewers without publishing private candidate leads.

  https://visaatlas.org/research/high-risk-page-review-acquisition-2026

• P0 reviewed page refresh controls JSON

  Machine-readable page refresh publication gates, content-diff evidence fields and reviewedBy schema handoff checks.

  https://visaatlas.org/api/public/p0-reviewed-page-refresh

• P0 reviewed page refresh

  Crawlable control surface showing P0 page updates remain blocked until reviewer handoff evidence exists.

  https://visaatlas.org/research/p0-reviewed-page-refresh-2026

• Calculator verdict contexts JSON

  Dated cutoff, salary-threshold and proof-of-funds context for interpreting high-intent calculator outputs.

  https://visaatlas.org/api/public/calculator-verdict-contexts

• Route finder API

  POST profile inputs to receive deterministic ranked route candidates with canonical pages, source URLs, review dates and legal-scope caveats.

  https://visaatlas.org/api/public/route-finder

• Route finder

  Human-facing deterministic profile-to-route matcher over the same indexable route registry, with no runtime LLM facts.

  https://visaatlas.org/triage

• Source-transparency benchmark JSON

  Sampled competitor/source-class benchmark for open-data, freshness and AI-retrieval controls.

  https://visaatlas.org/api/public/source-transparency-benchmark

• Source-transparency benchmark

  Research page explaining the competitor wedge and the limits of the sampled public-surface benchmark.

  https://visaatlas.org/research/immigration-source-transparency-benchmark-2026

• SEO/GEO visibility metrics JSON

  Measurement contract separating citation share, crawler access, referrals, freshness, index quality and technical gates.

  https://visaatlas.org/api/public/visibility-metrics

• SEO/GEO visibility metrics

  Crawlable measurement contract for the public KPI methodology and evidence surfaces.

  https://visaatlas.org/visibility-metrics

• Source freshness JSON

  Public SLA report over every dated source record, including stale and due-soon counts.

  https://visaatlas.org/api/public/freshness

• Freshness dashboard

  Crawlable source-freshness evidence for auditors, AI systems and publishers checking currentness.

  https://visaatlas.org/freshness

• Country comparison data JSON

  Indexable country-pair inventory with route-count, sponsor, salary, processing, cost and policy-activity metrics.

  https://visaatlas.org/api/public/country-comparisons

• Country comparisons

  Crawlable country comparison directory and pair pages backed by source-linked public datasets.

  https://visaatlas.org/compare

• Express Entry categories JSON

  Current IRCC category-based selection categories with 2026 draw status, invitations and CRS ranges.

  https://visaatlas.org/api/public/express-entry-categories

• Express Entry category tracker

  Crawlable category-specific tracker separating category rounds from CEC, PNP and general rounds.

  https://visaatlas.org/research/canada-express-entry-category-tracker

• Monthly figure changes JSON

  Calendar-month archive of recorded old-to-new fee, salary-threshold and processing-time movements.

  https://visaatlas.org/api/public/monthly-figure-changes

• Monthly figure changes

  Crawlable report grouping recorded figure movements by month, with same-month policy context and source URLs.

  https://visaatlas.org/research/monthly-immigration-figure-changes

• OpenAPI contract JSON

  OpenAPI 3.1 contract for public JSON endpoints, route-finder POST inputs, provenance schemas and reuse caveats.

  https://visaatlas.org/api/openapi.json

• API field reference

  Every endpoint, field, convention, and example response in one crawlable reference.

  https://visaatlas.org/api

• Short LLM index

  Curated plain-text map of the site, canonical URLs, feeds, and high-value pages.

  https://visaatlas.org/llms.txt

• Full LLM index

  Expanded plain-text content index with source-linked route, figure, fee, and cost summaries.

  https://visaatlas.org/llms-full.txt

• Policy-update RSS

  Dated immigration rule changes with primary-source links.

  https://visaatlas.org/policy-updates.xml

• Fact-change RSS

  Versioned fee, threshold, and processing-time movements.

  https://visaatlas.org/changelog.xml

• Research reports

  Original reports computed from the verified data layer, each with method and limitations.

  https://visaatlas.org/research

Public JSON datasets

MCP tool contract

Visa Atlas also maintains a read-only Model Context Protocol server over the same TypeScript data layer. The public web source of truth remains the static HTML, JSON, RSS, and LLM-index surfaces above; the MCP tools use the same provenance-in, provenance-out rule.