VibeRank: See if AI answers can actually find your business

Think about an AI app repair marketplace. It should not be tested like a local wellness business. Its prompts should look more like "AI app repair service," "Lovable app repair developers," "fix my Bolt app," or "AI app repair service reviews." A dog grooming company, on the other hand, may legitimately need "dog groomers near me Fort Lauderdale." VibeRank is built to know the difference before it tests.

The score matters because answer engines often cite whatever is easiest to trust. If your own site does not have clean offer pages, platform language, review proof, pricing/contact clarity, schema, sitemap coverage, and an llms.txt route that points agents at the right pages, another domain may become the visible source for your market.

• It reads the public page to infer the business model, category, offers, audience, customer problems, platforms, locations, and local eligibility.
• It generates search-style prompts for brand, reviews, use cases, comparisons, platforms, pricing, and local intent only when local intent is valid.
• Paid users can tune the category, location, local intent, custom prompts, and known competitor domains before running.
• It captures ranked search queues and separately checks whether AI answers mention and cite the target domain.
• It flags when the target is absent from the top 10, when competitors or directories occupy the answer space, or when the AI answer is not target-aware.
• It saves runs so the next scan can show score, search visibility, citation, accuracy, and competitor movement.
• It exports a Markdown plan for agents and a VibeLeak-branded PDF report for operators or clients.

That progress loop matters because a business may improve in stages. First the brand appears by name. Then the target site earns citations. Then matched prompts stop drifting toward directories or competitors. Then ranked search queues show the domain moving into view. VibeRank keeps those runs connected so the scorecard can show whether the fix work is moving the right signals.

# VibeRank Report - local-grooming-studio.example

## Agent Mission
Improve answer visibility using only verified public facts.
Do not invent services, locations, reviews, prices, awards, or proof.

## Score
- Grade: D
- Score: 46/100
- Confidence: Useful

## Business Profile
- Model: local_service
- Category: dog grooming
- Local intent: eligible

## Prompt Evidence
| Prompt | Search queue | AI answer | Next move |
| dog groomers near me Fort Lauderdale | Not in top 10 | Not mentioned | Build a crawlable local service page |
| dog grooming prices Fort Lauderdale | Not in top 10 | Competitor cited | Add pricing/contact clarity |

## Prompt-Level Fix Queue
| dog groomers near me Fort Lauderdale | Business missing | Build local service page |
| dog grooming prices Fort Lauderdale | Competitor cited | Add pricing/contact clarity |

## Recommended Site Changes
- Add service page copy, FAQ answers, schema, internal links, sitemap coverage, and llms.txt links.

## Definition Of Done
1. Publish content, schema, sitemap, and llms.txt updates.
2. Rerun VibeSignal, then rerun VibeRank.
3. Compare the saved VibeRank run against the previous baseline.

• Agent instructions explain the goal: improve answer visibility without inventing business facts.
• Business profile context explains why the tested prompts were chosen.
• Prompt evidence and search queues show where the business ranked, appeared, disappeared, or lost citations.
• The prompt-level fix queue maps each weak search to a concrete site change.
• The checklist points the agent at pages, schema, internal links, sitemap, llms.txt, proof content, and pricing/contact clarity.
• Verification steps tell the agent to rerun VibeSignal first, then VibeRank, so the business can compare before and after evidence.