The Operating System for Generative Engine Optimization

Measure Your Brand's AI Search Visibility. Track Brand Mentions & Citations in Frontier AI Engines.

AI answer systems can return different recommendations for the same question. SIVRank runs repeatable prompt audits through configured providers and records model-reported mentions and source URLs.

Read GEO Research Hub
4 Engines
Simultaneous Audit Matrix
Prompt-Level
Brand Visibility Measurement
Live API
Provider-Reported Results
Evidence-First
Review Sources Before Publishing
Prepare a Prompt for a Repeatable Audit
Try Prompts:
What the audit records:
Model output · not a ranking guarantee

The configured model response, brand mention, extracted sentiment label, rank when returned, and model-reported source URLs. Verify returned sources independently.

Same prompt can produce different responses by model and date.
The Paradigm Inversion

SEO and AI Answer Audits Measure Different Things

Search visibility and AI-generated answers are separate channels. Measure each with the data it can actually provide:

Search Engine OptimizationSearch Results
  • ✕Search visibility: Measure impressions, clicks, and positions with search analytics tools.
  • ✕Page performance: Review technical health and the quality of information available on your site.
  • ✕Search intent: Build useful pages that address the questions people bring to search.
  • ✕Separate reporting: Search metrics do not establish how an AI product will answer a prompt.
AI Answer Visibility AuditsPrompt Samples
  • ✓Record model answers: Save the response to a neutral buyer prompt and note whether the brand appears.
  • ✓Review returned sources: Inspect URLs included in a response and verify them independently.
  • ✓Repeat the sample: Keep prompt wording and collection dates to compare observations over time.
  • ✓Interpret carefully: A saved audit is a snapshot, not a market ranking or revenue forecast.
Audit and Review Tools

Built for teams evaluating AI answer visibility

Tools for running live prompt audits and reviewing the results. Live access requires configured providers and an active account.

Multi-Model Share of Voice

Compare mentions, ranks, sentiment labels, and returned URLs across the model routes configured for your account.

Returned Source URLs

Review URLs included in saved responses. They are model-reported and are not independently verified by SIVRank.

Observed Competitor Mentions

Track how often saved target-brand audit responses mention the competitors you add. Competitor-specific rank and sentiment require direct competitor audits, which are not available yet.

Saved Audit History

Keep a per-account history of audit prompts and returned model responses for later review.

Account-Specific Workspace

Save brand profiles and audit history separately for each registered account.

Configured Provider Routes

Audits use Google Gemini and selected models through OpenRouter. Provider keys and availability are managed by the service administrator.

A Practical Measurement Workflow

Turn AI answers into reviewable observations

Use a repeatable prompt sample to see what selected AI products return. Results are snapshots, not forecasts of traffic, revenue, or search rank.

  1. 1. Choose promptsWrite neutral questions that reflect how your buyers compare products.
  2. 2. Run an auditSend the same prompt through the AI provider routes enabled for your account.
  3. 3. Review the evidenceInspect saved answers, mentions, sentiment labels, and model-returned URLs.

Live audits require an active account and configured provider keys. Sources and model interpretations should be checked independently.

SIVRank Solutions

Explore AI visibility workflows

Learn how SIVRank records configured provider responses for different research needs.

Pricing Preview

Predictable Pricing for High-Velocity Teams

The prices and plan limits below are previews. Checkout is paused until server-side payment verification is enabled.

Starter

Founder & Seed

$199 / month
  • ✓ 500 monthly prompt audits
  • ✓ 2 tracked brand domains
  • ✓ Access to configured provider routes
  • ✓ Saved prompt and response history
  • ✓ Mention and source URL review
Most Popular
Professional

Growth & Scale

$499 / month
  • ✓ 1,500 monthly prompt audits
  • ✓ 5 tracked brand domains
  • ✓ Access to configured provider routes
  • ✓ Saved prompt and response history
  • ✓ Brand mention and returned URL review
  • ✓ Observed competitor mention rates
Agency

Marketing & SEO Firms

$1,299 / month
  • ✓ 5,000 monthly prompt audits
  • ✓ 15 client brand domains
  • ✓ Multiple saved brand profiles
  • ✓ Account-specific saved audit history
  • ✓ Workspace data export
Enterprise

Custom Scale

$2,999 / month
  • ✓ 15,000 monthly prompt audits
  • ✓ 30 saved brand profiles
  • ✓ Account-specific audit history
  • ✓ Data export and account controls
Frequently Asked Questions

Everything You Need to Know About GEO

SEO measures how pages perform in search results; GEO audits examine how selected AI products answer a defined set of prompts. These are different measurements. SIVRank helps record model responses, brand mentions, sentiment labels, and returned URLs; it does not promise higher search rankings or citations.
Pricing Preview · Checkout Paused

Measure how AI products answer questions about your brand.

Create an account to organize a workspace. Live audits require an active account and provider configuration; new accounts start in Trial and need administrator activation.

Read GEO Research Hub