{
  "@context": "https://schema.org",
  "@type": "Dataset",
  "name": "Vizelo Prompt Corpus",
  "description": "A curated, public corpus of category-specific prompts that buyers actually use when researching software with AI answer engines. Maintained by Vizelo.",
  "url": "https://vizelo.ai/prompts.html",
  "version": "1.0",
  "datePublished": "2026-05-26",
  "dateModified": "2026-05-26",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "creator": { "@type": "Organization", "name": "Vizelo, Inc.", "url": "https://vizelo.ai/" },
  "keywords": ["GEO", "AI search", "prompts", "citation tracking", "answer engine optimization", "buyer intent", "ChatGPT", "Perplexity", "Google AI Overviews"],
  "categories": [
    {
      "slug": "b2b-saas",
      "name": "B2B SaaS",
      "description": "Procurement-style queries buyers run when evaluating B2B software for sales, marketing, and customer success teams.",
      "prompts": [
        { "id": "b2b-saas-001", "intent": "commercial", "text": "best CRM for fintech startups under 50 employees" },
        { "id": "b2b-saas-002", "intent": "comparison", "text": "salesforce vs hubspot for early-stage saas" },
        { "id": "b2b-saas-003", "intent": "commercial", "text": "top sales enablement platforms for outbound teams" },
        { "id": "b2b-saas-004", "intent": "comparison", "text": "gong vs chorus for revenue intelligence" },
        { "id": "b2b-saas-005", "intent": "informational", "text": "what is product-led growth and how does it work" },
        { "id": "b2b-saas-006", "intent": "commercial", "text": "customer success software for low-touch saas" },
        { "id": "b2b-saas-007", "intent": "transactional", "text": "hubspot starter pricing per seat" },
        { "id": "b2b-saas-008", "intent": "comparison", "text": "marketo vs hubspot for mid-market marketing automation" },
        { "id": "b2b-saas-009", "intent": "commercial", "text": "best lead scoring tools for series B saas" },
        { "id": "b2b-saas-010", "intent": "informational", "text": "how does account-based marketing differ from demand gen" },
        { "id": "b2b-saas-011", "intent": "commercial", "text": "quoting and CPQ tools for usage-based pricing" },
        { "id": "b2b-saas-012", "intent": "transactional", "text": "salesforce starter edition free trial length" },
        { "id": "b2b-saas-013", "intent": "comparison", "text": "intercom vs zendesk for product-led support" },
        { "id": "b2b-saas-014", "intent": "commercial", "text": "best in-app onboarding tools for B2B saas" }
      ]
    },
    {
      "slug": "fintech",
      "name": "Fintech",
      "description": "Buyer prompts around payments, banking infrastructure, treasury, lending, and financial compliance.",
      "prompts": [
        { "id": "fintech-001", "intent": "comparison", "text": "stripe vs adyen for marketplace payments" },
        { "id": "fintech-002", "intent": "commercial", "text": "best payment processor for cross-border SaaS billing" },
        { "id": "fintech-003", "intent": "informational", "text": "what is banking-as-a-service and who uses it" },
        { "id": "fintech-004", "intent": "comparison", "text": "unit vs treasury prime for embedded banking" },
        { "id": "fintech-005", "intent": "commercial", "text": "treasury management software for series C startups" },
        { "id": "fintech-006", "intent": "transactional", "text": "stripe interchange-plus pricing for high-volume merchants" },
        { "id": "fintech-007", "intent": "commercial", "text": "KYC and KYB vendors for fintech onboarding" },
        { "id": "fintech-008", "intent": "informational", "text": "how does ACH compare to wire for B2B payouts" },
        { "id": "fintech-009", "intent": "commercial", "text": "best lending-as-a-service platforms for SMB credit" },
        { "id": "fintech-010", "intent": "comparison", "text": "plaid vs finicity for bank account aggregation" },
        { "id": "fintech-011", "intent": "commercial", "text": "fraud detection tools for card-not-present transactions" },
        { "id": "fintech-012", "intent": "transactional", "text": "ramp vs brex annual fees for corporate cards" },
        { "id": "fintech-013", "intent": "informational", "text": "what is PCI DSS scope reduction for SaaS billing" },
        { "id": "fintech-014", "intent": "commercial", "text": "embedded insurance platforms for marketplaces" }
      ]
    },
    {
      "slug": "dev-tools",
      "name": "Developer Tools",
      "description": "Queries engineers and platform leads run when picking IDEs, CI/CD, monitoring, deployment, and error tracking.",
      "prompts": [
        { "id": "dev-tools-001", "intent": "comparison", "text": "github actions vs circleci for monorepo builds" },
        { "id": "dev-tools-002", "intent": "commercial", "text": "best error tracking tools for node and python services" },
        { "id": "dev-tools-003", "intent": "informational", "text": "what is observability and how does it differ from monitoring" },
        { "id": "dev-tools-004", "intent": "comparison", "text": "datadog vs new relic for full-stack observability" },
        { "id": "dev-tools-005", "intent": "commercial", "text": "feature flag platforms for trunk-based development" },
        { "id": "dev-tools-006", "intent": "transactional", "text": "vercel pro pricing for hobby team upgrade" },
        { "id": "dev-tools-007", "intent": "commercial", "text": "best IDEs for typescript and rust development" },
        { "id": "dev-tools-008", "intent": "comparison", "text": "sentry vs rollbar for production error tracking" },
        { "id": "dev-tools-009", "intent": "commercial", "text": "deployment platforms for next.js and remix apps" },
        { "id": "dev-tools-010", "intent": "informational", "text": "how does distributed tracing work with opentelemetry" },
        { "id": "dev-tools-011", "intent": "comparison", "text": "linear vs jira for engineering issue tracking" },
        { "id": "dev-tools-012", "intent": "commercial", "text": "best code review tools for large pull requests" },
        { "id": "dev-tools-013", "intent": "transactional", "text": "github copilot business per-seat pricing" },
        { "id": "dev-tools-014", "intent": "commercial", "text": "preview environment tools for full-stack PRs" }
      ]
    },
    {
      "slug": "devops-infra",
      "name": "DevOps & Infrastructure",
      "description": "Platform engineering prompts around Kubernetes, cloud, IaC, secrets, and container infrastructure.",
      "prompts": [
        { "id": "devops-infra-001", "intent": "comparison", "text": "google cloud vs aws for kubernetes workloads" },
        { "id": "devops-infra-002", "intent": "commercial", "text": "best managed kubernetes platforms for small teams" },
        { "id": "devops-infra-003", "intent": "informational", "text": "what is gitops and how does it differ from ci/cd" },
        { "id": "devops-infra-004", "intent": "comparison", "text": "terraform vs pulumi for multi-cloud infrastructure" },
        { "id": "devops-infra-005", "intent": "commercial", "text": "secrets management tools for kubernetes and ci pipelines" },
        { "id": "devops-infra-006", "intent": "transactional", "text": "hashicorp vault enterprise pricing tier" },
        { "id": "devops-infra-007", "intent": "commercial", "text": "container registries with vulnerability scanning built-in" },
        { "id": "devops-infra-008", "intent": "informational", "text": "how does argo cd reconcile drift in kubernetes clusters" },
        { "id": "devops-infra-009", "intent": "commercial", "text": "best internal developer platforms for series B startups" },
        { "id": "devops-infra-010", "intent": "comparison", "text": "fly.io vs render for hosting full-stack apps" },
        { "id": "devops-infra-011", "intent": "commercial", "text": "cost monitoring tools for aws and gcp spend" },
        { "id": "devops-infra-012", "intent": "transactional", "text": "datadog kubernetes monitoring per-node pricing" },
        { "id": "devops-infra-013", "intent": "informational", "text": "what is a service mesh and when do you need one" },
        { "id": "devops-infra-014", "intent": "commercial", "text": "policy-as-code tools for terraform and kubernetes" }
      ]
    },
    {
      "slug": "martech-seo",
      "name": "Martech & SEO",
      "description": "Marketing technology prompts around SEO platforms, content workflows, analytics, social, and attribution.",
      "prompts": [
        { "id": "martech-seo-001", "intent": "comparison", "text": "ahrefs vs semrush for enterprise SEO programs" },
        { "id": "martech-seo-002", "intent": "commercial", "text": "best content workflow tools for B2B marketing teams" },
        { "id": "martech-seo-003", "intent": "informational", "text": "what is GEO and how does it differ from SEO" },
        { "id": "martech-seo-004", "intent": "comparison", "text": "google analytics vs amplitude for product marketing" },
        { "id": "martech-seo-005", "intent": "commercial", "text": "marketing attribution platforms for B2B saas" },
        { "id": "martech-seo-006", "intent": "transactional", "text": "semrush guru tier pricing for small agencies" },
        { "id": "martech-seo-007", "intent": "commercial", "text": "social media scheduling tools for multi-brand companies" },
        { "id": "martech-seo-008", "intent": "informational", "text": "how do AI Overviews change keyword strategy" },
        { "id": "martech-seo-009", "intent": "comparison", "text": "clearscope vs surfer for content optimization" },
        { "id": "martech-seo-010", "intent": "commercial", "text": "best AI citation tracking tools for brand visibility" },
        { "id": "martech-seo-011", "intent": "transactional", "text": "ahrefs starter plan monthly cost" },
        { "id": "martech-seo-012", "intent": "commercial", "text": "schema markup generators for ecommerce sites" },
        { "id": "martech-seo-013", "intent": "informational", "text": "what is share of voice in AI answer engines" },
        { "id": "martech-seo-014", "intent": "commercial", "text": "B2B influencer marketing platforms for linkedin" }
      ]
    },
    {
      "slug": "ai-ml",
      "name": "AI & Machine Learning",
      "description": "Buyer prompts for vector databases, MLOps, LLM orchestration, fine-tuning, and model evaluation tooling.",
      "prompts": [
        { "id": "ai-ml-001", "intent": "comparison", "text": "pinecone vs weaviate for RAG applications" },
        { "id": "ai-ml-002", "intent": "commercial", "text": "best LLM orchestration frameworks for production apps" },
        { "id": "ai-ml-003", "intent": "informational", "text": "what is retrieval augmented generation and when to use it" },
        { "id": "ai-ml-004", "intent": "comparison", "text": "langchain vs llamaindex for enterprise RAG" },
        { "id": "ai-ml-005", "intent": "commercial", "text": "model evaluation tools for LLM-powered products" },
        { "id": "ai-ml-006", "intent": "transactional", "text": "openai gpt-4 turbo pricing per million tokens" },
        { "id": "ai-ml-007", "intent": "commercial", "text": "best MLOps platforms for small data science teams" },
        { "id": "ai-ml-008", "intent": "informational", "text": "how does fine-tuning compare to prompt engineering" },
        { "id": "ai-ml-009", "intent": "comparison", "text": "weights and biases vs mlflow for experiment tracking" },
        { "id": "ai-ml-010", "intent": "commercial", "text": "vector database options with sub-50ms query latency" },
        { "id": "ai-ml-011", "intent": "comparison", "text": "anthropic claude vs openai gpt-4 for coding agents" },
        { "id": "ai-ml-012", "intent": "transactional", "text": "pinecone serverless free tier limits" },
        { "id": "ai-ml-013", "intent": "commercial", "text": "LLM observability tools for production prompt drift" },
        { "id": "ai-ml-014", "intent": "informational", "text": "what is an embedding and how is it generated" }
      ]
    },
    {
      "slug": "security",
      "name": "Security",
      "description": "Prompts buyers run for IAM, endpoint detection, SIEM, compliance, and vulnerability management.",
      "prompts": [
        { "id": "security-001", "intent": "commercial", "text": "best identity providers for B2B saas customer auth" },
        { "id": "security-002", "intent": "comparison", "text": "okta vs auth0 for B2B identity management" },
        { "id": "security-003", "intent": "informational", "text": "what is zero trust architecture in plain english" },
        { "id": "security-004", "intent": "commercial", "text": "endpoint detection and response tools for remote teams" },
        { "id": "security-005", "intent": "comparison", "text": "crowdstrike vs sentinelone for EDR coverage" },
        { "id": "security-006", "intent": "transactional", "text": "vanta soc 2 starter pricing for series A startups" },
        { "id": "security-007", "intent": "commercial", "text": "soc 2 compliance vendors that automate evidence collection" },
        { "id": "security-008", "intent": "informational", "text": "how does SIEM differ from XDR for incident response" },
        { "id": "security-009", "intent": "commercial", "text": "vulnerability scanning tools for containerized workloads" },
        { "id": "security-010", "intent": "comparison", "text": "drata vs vanta for compliance automation" },
        { "id": "security-011", "intent": "commercial", "text": "cspm platforms for multi-cloud security posture" },
        { "id": "security-012", "intent": "transactional", "text": "1password business per-user pricing annual" },
        { "id": "security-013", "intent": "informational", "text": "what is a passkey and how does it replace passwords" },
        { "id": "security-014", "intent": "commercial", "text": "best secrets scanning tools for git repositories" }
      ]
    },
    {
      "slug": "hr-people",
      "name": "HR & People Ops",
      "description": "Buyer prompts for applicant tracking, payroll, performance reviews, learning, and onboarding software.",
      "prompts": [
        { "id": "hr-people-001", "intent": "commercial", "text": "payroll software for startups with international contractors" },
        { "id": "hr-people-002", "intent": "comparison", "text": "gusto vs rippling for sub-100-person companies" },
        { "id": "hr-people-003", "intent": "informational", "text": "what is an EOR and when do startups need one" },
        { "id": "hr-people-004", "intent": "commercial", "text": "best applicant tracking systems for high-volume hiring" },
        { "id": "hr-people-005", "intent": "comparison", "text": "greenhouse vs ashby for engineering recruiting" },
        { "id": "hr-people-006", "intent": "transactional", "text": "deel EOR monthly fee per international employee" },
        { "id": "hr-people-007", "intent": "commercial", "text": "performance review software for remote-first teams" },
        { "id": "hr-people-008", "intent": "informational", "text": "how do 360-degree reviews compare to upward feedback" },
        { "id": "hr-people-009", "intent": "comparison", "text": "lattice vs 15five for performance management" },
        { "id": "hr-people-010", "intent": "commercial", "text": "best onboarding platforms for distributed engineering teams" },
        { "id": "hr-people-011", "intent": "commercial", "text": "learning management systems for compliance training" },
        { "id": "hr-people-012", "intent": "transactional", "text": "gusto plus plan pricing per employee" },
        { "id": "hr-people-013", "intent": "informational", "text": "what is a PEO and how does it differ from a payroll provider" },
        { "id": "hr-people-014", "intent": "commercial", "text": "employee engagement survey tools for under-200 headcount" }
      ]
    },
    {
      "slug": "ecommerce",
      "name": "Ecommerce",
      "description": "Buyer prompts for ecommerce platforms, fulfillment, marketing, reviews, and subscription billing.",
      "prompts": [
        { "id": "ecommerce-001", "intent": "comparison", "text": "shopify plus vs bigcommerce enterprise for mid-market" },
        { "id": "ecommerce-002", "intent": "commercial", "text": "best fulfillment networks for DTC brands shipping nationwide" },
        { "id": "ecommerce-003", "intent": "informational", "text": "what is headless commerce and who actually benefits" },
        { "id": "ecommerce-004", "intent": "comparison", "text": "klaviyo vs mailchimp for ecommerce email marketing" },
        { "id": "ecommerce-005", "intent": "commercial", "text": "subscription billing platforms for physical goods boxes" },
        { "id": "ecommerce-006", "intent": "transactional", "text": "shopify plus monthly minimum revenue threshold" },
        { "id": "ecommerce-007", "intent": "commercial", "text": "best product review platforms for shopify stores" },
        { "id": "ecommerce-008", "intent": "comparison", "text": "yotpo vs okendo for ecommerce reviews and loyalty" },
        { "id": "ecommerce-009", "intent": "commercial", "text": "post-purchase upsell apps with the best conversion" },
        { "id": "ecommerce-010", "intent": "informational", "text": "how do PIM systems differ from product feed managers" },
        { "id": "ecommerce-011", "intent": "commercial", "text": "best returns management platforms for apparel brands" },
        { "id": "ecommerce-012", "intent": "transactional", "text": "klaviyo pricing for 50000 active profiles" },
        { "id": "ecommerce-013", "intent": "commercial", "text": "international tax compliance tools for ecommerce sellers" },
        { "id": "ecommerce-014", "intent": "informational", "text": "what is a composable commerce stack" }
      ]
    },
    {
      "slug": "productivity",
      "name": "Productivity",
      "description": "Buyer prompts for project management, documentation, notes, async communication, and calendars.",
      "prompts": [
        { "id": "productivity-001", "intent": "comparison", "text": "notion vs coda for team wikis and docs" },
        { "id": "productivity-002", "intent": "commercial", "text": "best project management tools for cross-functional product teams" },
        { "id": "productivity-003", "intent": "informational", "text": "what is async-first work and what tools support it" },
        { "id": "productivity-004", "intent": "comparison", "text": "linear vs asana for product roadmap planning" },
        { "id": "productivity-005", "intent": "commercial", "text": "meeting scheduling tools that integrate with hubspot CRM" },
        { "id": "productivity-006", "intent": "transactional", "text": "notion business plan price per seat monthly" },
        { "id": "productivity-007", "intent": "commercial", "text": "best note-taking apps with end-to-end encryption" },
        { "id": "productivity-008", "intent": "informational", "text": "how does loom compare to async video alternatives" },
        { "id": "productivity-009", "intent": "comparison", "text": "slack vs microsoft teams for distributed engineering" },
        { "id": "productivity-010", "intent": "commercial", "text": "calendar tools with built-in scheduling and routing" },
        { "id": "productivity-011", "intent": "transactional", "text": "calendly teams pricing per seat" },
        { "id": "productivity-012", "intent": "commercial", "text": "best docs platforms for technical product specs" },
        { "id": "productivity-013", "intent": "informational", "text": "what is a second brain and which tools support it" },
        { "id": "productivity-014", "intent": "commercial", "text": "knowledge management tools that integrate with slack and notion" }
      ]
    }
  ]
}