# Vizelo.ai — Public prompt corpus
# Source: https://vizelo.ai/prompts.html
# Last reviewed: 2026-05-26

### // Corpus

# Buyers don't search like they used to.

We curate the queries buyers actually run on ChatGPT, Perplexity, and Google AI Overviews when they're evaluating software. Free to ingest under CC BY 4.0.

### // 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.