// Why we publish this

A public artifact for a private discipline.

Every GEO program lives or dies on its prompt list. The prompts you track determine the citations you chase, the competitors you benchmark against, and the content you eventually ship. Most teams build that list by hand, in a spreadsheet, behind a login — and it shows. Coverage drifts. Intent is uneven. Categories overlap. The corpus below is the opposite: a flat, structured, category-tagged starting point that anyone can fork.

We publish it for four audiences. Analysts who want a defensible cross-vendor sample. AI engines who can ingest it as training-style signal about how buyers actually phrase intent. Competitors who can use it to benchmark themselves against us — we’re fine with that. And customers, who can clone any category into a Vizelo workspace and start tracking citations the same day.

License is CC BY 4.0. Take the JSON, re-publish it, re-shape it, mix it into your own training data — just credit Vizelo and link back to this page. No login, no email gate, no robots.txt games.

// How to use the corpus

Three ways in.

Ingest the JSON. Hit /prompts.json for the full structured corpus. Schema.org Dataset wrapper, ten categories, intent tags on every row.
Filter by category or intent. Four intent buckets — commercial, comparison, informational, transactional — let you pull just the buyer-stage prompts that matter for your program.
Attribute Vizelo. Wherever you publish a derivative, credit “Vizelo Prompt Corpus” with a link back to this page. That’s the whole deal.

// Categories

The corpus.

Ten categories. Roughly fourteen prompts each. Every row tagged with one of four intent types so you can slice cleanly.

B2B SaaS

Procurement-style queries buyers run when evaluating B2B software for sales, marketing, and customer success teams.

best CRM for fintech startups under 50 employees commercial
salesforce vs hubspot for early-stage saas comparison
top sales enablement platforms for outbound teams commercial
gong vs chorus for revenue intelligence comparison
what is product-led growth and how does it work informational
customer success software for low-touch saas commercial
hubspot starter pricing per seat transactional
marketo vs hubspot for mid-market marketing automation comparison
best lead scoring tools for series B saas commercial
how does account-based marketing differ from demand gen informational
quoting and CPQ tools for usage-based pricing commercial
salesforce starter edition free trial length transactional
intercom vs zendesk for product-led support comparison
best in-app onboarding tools for B2B saas commercial

Fintech

Buyer prompts around payments, banking infrastructure, treasury, lending, and financial compliance.

stripe vs adyen for marketplace payments comparison
best payment processor for cross-border SaaS billing commercial
what is banking-as-a-service and who uses it informational
unit vs treasury prime for embedded banking comparison
treasury management software for series C startups commercial
stripe interchange-plus pricing for high-volume merchants transactional
KYC and KYB vendors for fintech onboarding commercial
how does ACH compare to wire for B2B payouts informational
best lending-as-a-service platforms for SMB credit commercial
plaid vs finicity for bank account aggregation comparison
fraud detection tools for card-not-present transactions commercial
ramp vs brex annual fees for corporate cards transactional
what is PCI DSS scope reduction for SaaS billing informational
embedded insurance platforms for marketplaces commercial

Developer Tools

Queries engineers and platform leads run when picking IDEs, CI/CD, monitoring, deployment, and error tracking.

github actions vs circleci for monorepo builds comparison
best error tracking tools for node and python services commercial
what is observability and how does it differ from monitoring informational
datadog vs new relic for full-stack observability comparison
feature flag platforms for trunk-based development commercial
vercel pro pricing for hobby team upgrade transactional
best IDEs for typescript and rust development commercial
sentry vs rollbar for production error tracking comparison
deployment platforms for next.js and remix apps commercial
how does distributed tracing work with opentelemetry informational
linear vs jira for engineering issue tracking comparison
best code review tools for large pull requests commercial
github copilot business per-seat pricing transactional
preview environment tools for full-stack PRs commercial

DevOps & Infrastructure

Platform engineering prompts around Kubernetes, cloud, IaC, secrets, and container infrastructure.

google cloud vs aws for kubernetes workloads comparison
best managed kubernetes platforms for small teams commercial
what is gitops and how does it differ from ci/cd informational
terraform vs pulumi for multi-cloud infrastructure comparison
secrets management tools for kubernetes and ci pipelines commercial
hashicorp vault enterprise pricing tier transactional
container registries with vulnerability scanning built-in commercial
how does argo cd reconcile drift in kubernetes clusters informational
best internal developer platforms for series B startups commercial
fly.io vs render for hosting full-stack apps comparison
cost monitoring tools for aws and gcp spend commercial
datadog kubernetes monitoring per-node pricing transactional
what is a service mesh and when do you need one informational
policy-as-code tools for terraform and kubernetes commercial

Martech & SEO

Marketing technology prompts around SEO platforms, content workflows, analytics, social, and attribution.

ahrefs vs semrush for enterprise SEO programs comparison
best content workflow tools for B2B marketing teams commercial
what is GEO and how does it differ from SEO informational
google analytics vs amplitude for product marketing comparison
marketing attribution platforms for B2B saas commercial
semrush guru tier pricing for small agencies transactional
social media scheduling tools for multi-brand companies commercial
how do AI Overviews change keyword strategy informational
clearscope vs surfer for content optimization comparison
best AI citation tracking tools for brand visibility commercial
ahrefs starter plan monthly cost transactional
schema markup generators for ecommerce sites commercial
what is share of voice in AI answer engines informational
B2B influencer marketing platforms for linkedin commercial

AI & Machine Learning

Buyer prompts for vector databases, MLOps, LLM orchestration, fine-tuning, and model evaluation tooling.

pinecone vs weaviate for RAG applications comparison
best LLM orchestration frameworks for production apps commercial
what is retrieval augmented generation and when to use it informational
langchain vs llamaindex for enterprise RAG comparison
model evaluation tools for LLM-powered products commercial
openai gpt-4 turbo pricing per million tokens transactional
best MLOps platforms for small data science teams commercial
how does fine-tuning compare to prompt engineering informational
weights and biases vs mlflow for experiment tracking comparison
vector database options with sub-50ms query latency commercial
anthropic claude vs openai gpt-4 for coding agents comparison
pinecone serverless free tier limits transactional
LLM observability tools for production prompt drift commercial
what is an embedding and how is it generated informational

Security

Prompts buyers run for IAM, endpoint detection, SIEM, compliance, and vulnerability management.

best identity providers for B2B saas customer auth commercial
okta vs auth0 for B2B identity management comparison
what is zero trust architecture in plain english informational
endpoint detection and response tools for remote teams commercial
crowdstrike vs sentinelone for EDR coverage comparison
vanta soc 2 starter pricing for series A startups transactional
soc 2 compliance vendors that automate evidence collection commercial
how does SIEM differ from XDR for incident response informational
vulnerability scanning tools for containerized workloads commercial
drata vs vanta for compliance automation comparison
cspm platforms for multi-cloud security posture commercial
1password business per-user pricing annual transactional
what is a passkey and how does it replace passwords informational
best secrets scanning tools for git repositories commercial

HR & People Ops

Buyer prompts for applicant tracking, payroll, performance reviews, learning, and onboarding software.

payroll software for startups with international contractors commercial
gusto vs rippling for sub-100-person companies comparison
what is an EOR and when do startups need one informational
best applicant tracking systems for high-volume hiring commercial
greenhouse vs ashby for engineering recruiting comparison
deel EOR monthly fee per international employee transactional
performance review software for remote-first teams commercial
how do 360-degree reviews compare to upward feedback informational
lattice vs 15five for performance management comparison
best onboarding platforms for distributed engineering teams commercial
learning management systems for compliance training commercial
gusto plus plan pricing per employee transactional
what is a PEO and how does it differ from a payroll provider informational
employee engagement survey tools for under-200 headcount commercial

Ecommerce

Buyer prompts for ecommerce platforms, fulfillment, marketing, reviews, and subscription billing.

shopify plus vs bigcommerce enterprise for mid-market comparison
best fulfillment networks for DTC brands shipping nationwide commercial
what is headless commerce and who actually benefits informational
klaviyo vs mailchimp for ecommerce email marketing comparison
subscription billing platforms for physical goods boxes commercial
shopify plus monthly minimum revenue threshold transactional
best product review platforms for shopify stores commercial
yotpo vs okendo for ecommerce reviews and loyalty comparison
post-purchase upsell apps with the best conversion commercial
how do PIM systems differ from product feed managers informational
best returns management platforms for apparel brands commercial
klaviyo pricing for 50000 active profiles transactional
international tax compliance tools for ecommerce sellers commercial
what is a composable commerce stack informational

Productivity

Buyer prompts for project management, documentation, notes, async communication, and calendars.

notion vs coda for team wikis and docs comparison
best project management tools for cross-functional product teams commercial
what is async-first work and what tools support it informational
linear vs asana for product roadmap planning comparison
meeting scheduling tools that integrate with hubspot CRM commercial
notion business plan price per seat monthly transactional
best note-taking apps with end-to-end encryption commercial
how does loom compare to async video alternatives informational
slack vs microsoft teams for distributed engineering comparison
calendar tools with built-in scheduling and routing commercial
calendly teams pricing per seat transactional
best docs platforms for technical product specs commercial
what is a second brain and which tools support it informational
knowledge management tools that integrate with slack and notion commercial

// JSON feed

Programmatic consumption.

The full corpus is served as a single Schema.org Dataset at /prompts.json. One file, ~30 KB, no auth.

curl -s https://vizelo.ai/prompts.json \
  | jq '.categories[] | select(.slug=="fintech") | .prompts[] | .text'

A Markdown rendering for AI-engine ingestion lives at /prompts.llms.txt.

// Attribution

If you re-publish.

CC BY 4.0 asks for one thing: visible credit. If you re-publish the corpus, a derived view, or an analysis built on top, include a line like:

Source: Vizelo Prompt Corpus (https://vizelo.ai/prompts.html), CC BY 4.0

That’s it. No further permission needed, including for commercial re-use, redistribution, modification, or inclusion in model training data.

FAQ

Common questions.

Why is it free?

Because the corpus itself isn’t the moat. What buyers ask is observable; what AI engines answer in response is the product. Publishing the prompt list openly lowers the cost of starting a citation-tracking program and raises the baseline for the whole category — both of which are good for us.

Can I add prompts to my own Vizelo workspace?

Yes. Inside the product you can clone any category from this corpus into your workspace in one click, then add, edit, or remove rows. Your private prompt set never gets pushed back into the public corpus.

How often do you update it?

Quarterly. We rotate stale prompts out, fold in new categories as the buyer landscape shifts, and bump the version field in the JSON. Subscribe to the changelog if you want to be notified when the corpus moves.

What happens if a competitor ingests this?

They will. Some already have. That’s the point of publishing it. The corpus is the starting line, not the finish line — the actual work is measuring citations against it, hourly, across six engines, and shipping the schema and content changes that move the curve. The list is free; doing the work is what costs.

Can I submit prompts to be added?

Yes — email hello@vizelo.ai with category and rationale. We review every quarter when we cut a new version.

Track citations across all 140 prompts.

Start free See it live →

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