Rankscale vs Riff Analytics in 2026: 17+ engines from $20 vs 7 engines with citation source analysis
Two self-serve AI visibility trackers that overlap heavily on coverage but diverge sharply on price and operational depth.
Rankscale
Riff Analytics- Rankscale tracks 17+ AI engines at every plan level from $20/month. Riff Analytics tracks 7 engines including Grok, DeepSeek, and Llama. Rankscale has the wider model list.
- Riff Analytics tracks which specific URLs and domains AI engines cite as sources when mentioning a brand. Rankscale tracks citations but does not publish a comparable citation source analysis layer.
- Riff Analytics runs an AI readiness audit before ongoing monitoring kicks in. Rankscale does not publish a comparable pre-monitoring audit feature.
- Rankscale starts at $20/month on Essentials. Riff Analytics starts at $49/month on Starter, with Pro at $199/month. Rankscale is the cheaper entry point at every tier.
- Neither Rankscale nor Riff Analytics offers white-label delivery or Looker Studio connectors. Both are built for in-house use rather than agency workflows.
- For Generative Engine Optimization (GEO) programmes that need Mistral, Google AI Mode, or Copilot tracked at the entry tier, Rankscale has the wider net. Riff Analytics skips Mistral and AI Mode.
- Riff Analytics has a shorter track record than Rankscale. The Pro tier jump from $49 to $199 is steep and not well documented in public pricing materials.
How does Rankscale compare to Riff Analytics if you are choosing an AI visibility tracker for a single brand? That is the question most in-house teams are asking in 2026, because both tools are self-serve, both publish pricing, and both target the same mid-market buyer who wants Generative Engine Optimization (GEO) data without enterprise contracts. The split happens at the model list and the diagnostic layer. Rankscale covers 17+ AI engines at every plan level from $20/month, putting Grok, DeepSeek, Mistral, and Google AI Mode on the dashboard from day one. Riff Analytics tracks 7 engines including Grok, DeepSeek, and Llama, but adds a citation source analysis layer that explicitly tracks which URLs and domains AI engines pull from when they mention your brand. Both avoid the sales-call procurement cycle. The right pick depends on whether you need engine breadth at the lowest price or citation intelligence at the next tier up.
The tools at a glance
Rankscale
Track brand citations across 17+ AI engines with affordable self-serve plans
Rankscale is an AI visibility tracker that monitors brand citations across more than 17 AI engines, including ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews, DeepSeek, Grok, Copilot, Mistral, and Google AI Mode. The breadth of model coverage is the platform's primary differentiator: most competitors track five to nine models, while Rankscale's count is genuinely wider, and it stays at 17+ across every pricing tier.
The platform operates on a self-serve model with four pricing tiers starting at $20/month, which makes it one of the most affordable formal AI visibility tools available. The tradeoff is fewer workflow features: no API on Essentials or Pro, no white-label delivery until Enterprise ($780/month), and no published citation source attribution layer. For teams running Generative Engine Optimization (GEO) programmes who care most about model coverage on a starter budget, Rankscale delivers exactly that.
Rankscale is suited to individual marketers, brand managers, and SEO practitioners who want broad AI model coverage without investing in a full enterprise platform. The Growth and Enterprise tiers unlock more prompt volume and operational features, but the core product remains a monitoring and reporting tool rather than an operational platform with API integrations.
| Feature | Essentials $20/mo | Pro $99/mo | Growth $385/mo | Enterprise $780/mo |
|---|---|---|---|---|
| AI engines tracked | 17+ | 17+ | 17+ | 17+ |
| Competitor tracking | ✓ | ✓ | ✓ | ✓ |
| API access | ✗ | ✗ | ✓ | ✓ |
| White-label delivery | ✗ | ✗ | ✗ | ✓ |
| Citation source analysis | Not published | Not published | Not published | Not published |
Riff Analytics
AI brand visibility tracking across 7 LLM engines with citation source analysis, sentiment monitoring, and competitor benchmarking
Riff Analytics is an AI brand visibility monitoring platform that tracks where your brand is mentioned across seven major AI engines: ChatGPT, Perplexity, Claude, Gemini, Grok, DeepSeek, and Llama. Unlike tools that focus on a narrower set of models, Riff Analytics casts a wide net, which is useful for brands that want visibility across the full landscape of AI assistants rather than just the top two or three.
The platform monitors not just whether your brand appears in AI answers, but which sources those AI engines are citing when they mention you. This citation source tracking tells you whether AI engines are pulling from your own content, third-party reviews, press coverage, or competitor domains, which informs where to invest in content and PR to improve AI visibility over time.
Riff Analytics is positioned as a self-serve in-house tool. There is no API, no white-label delivery, and no client portal, so it is not designed for agencies managing multiple brands. The $49/month Starter plan is accessible for small teams, though the jump to $199/month Pro is steep for what is publicly documented as the next tier.
| Feature | Starter $49/mo | Pro $199/mo |
|---|---|---|
| AI models tracked | 7 | 7 |
| Citation source tracking | ✓ | ✓ |
| Competitor benchmarking | ✓ | ✓ |
| AI readiness audit | ✓ | ✓ |
| API access | ✗ | ✗ |
| White-label delivery | ✗ | ✗ |
| Looker Studio connector | ✗ | ✗ |
Head-to-head feature comparison
| Feature | Rankscale | Riff Analytics |
|---|---|---|
| AI engines tracked | 17+ (ChatGPT, Claude, Perplexity, Gemini, Copilot, Grok, DeepSeek, Mistral, AI Mode, AI Overviews) | 7 (ChatGPT, Perplexity, Claude, Gemini, Grok, DeepSeek, Llama) |
| Competitive share-of-voice | Yes | Yes |
| Prompt-level citation data | Mention-level | Yes (citation source URLs and domains) |
| Answer / content gap analysis | No | Partial (AI readiness audit pre-monitoring) |
| Category intelligence | No | No |
| AEO content generation | No | No |
| Crawler / AI bot log access | No | No |
| Page content audits | No | Partial (audit before monitoring starts) |
| API access | Growth ($385/mo) and above | No |
| Looker Studio / BI connector | No | No |
| White-label delivery | Enterprise only ($780/mo) | No |
| Pay-per-prompt pricing | No (flat tier pricing) | No (flat tier pricing) |
| Agency multi-brand support | Limited (Enterprise) | No |
| Starting price | $20/mo | $49/mo |
Considering AI Peekaboo alongside Rankscale and Riff Analytics?
Neither Rankscale nor Riff Analytics includes white-label delivery on any plan, and both lock API access to higher tiers or do not offer it at all. AI Peekaboo is the best AI visibility tool with white-label client reports plus read and write API on every plan from $50/month Starter. For SEO and marketing agencies that need branded reports and programmatic data access from day one, AI Peekaboo is the self-serve alternative with no sales call.
Read the AI Peekaboo review →Which should you choose?
RankscaleRiff AnalyticsRankscaleRiff AnalyticsRankscaleRiff AnalyticsBoth tools are self-serve AI visibility monitors aimed at in-house teams that want to avoid enterprise procurement. The cleanest way to think about the difference is model breadth versus diagnostic depth. Rankscale wins on coverage and price, with 17+ engines at $20/month. Riff Analytics wins on the diagnostic side, with explicit citation source tracking and an AI readiness audit. Rankscale has the wider net, Riff Analytics has the deeper hooks.
Bottom line
Rankscale is the right pick for teams that want the broadest engine coverage at the lowest entry price, and do not need citation source analysis. Riff Analytics is the right pick for teams that want to understand which specific URLs and domains AI engines pull from when mentioning their brand, and are willing to pay $49/month for that diagnostic layer.
Frequently asked questions
How does Rankscale compare to Riff Analytics for AI visibility tool comparison?
Rankscale covers 17+ AI engines versus Riff Analytics' 7. Rankscale starts at $20/month versus $49/month for Riff Analytics. Riff Analytics adds a citation source analysis layer that explicitly tracks the URLs and domains AI engines pull from. Rankscale adds Mistral, Google AI Mode, and Copilot that Riff Analytics does not currently advertise.
How much does Riff Analytics cost compared to Rankscale?
Riff Analytics Starter is $49/month and Pro is $199/month. Rankscale Essentials is $20/month, Pro $99/month, Growth $385/month, and Enterprise $780/month. Riff Analytics is positioned higher than Rankscale at the entry tier, but lower than Rankscale at the upper tiers where Rankscale adds API and white-label.
Which tool has better citation source analysis?
Riff Analytics publishes citation source tracking as a named feature, recording the URLs and domains AI engines cite when mentioning your brand. Rankscale tracks brand citations but does not publish a comparable source attribution layer. If citation intelligence is the primary requirement, Riff Analytics is the more direct fit.
Which AI visibility tool is best for Generative Engine Optimization (GEO) on a starter budget?
Rankscale at $20/month is the cheaper entry into GEO monitoring, with 17+ engines on every plan. Riff Analytics at $49/month covers 7 engines but adds citation source analysis. The choice depends on whether breadth or depth matters more for your GEO programme at the entry tier.
Does either tool offer API access?
Rankscale offers API access on its Growth tier at $385/month and above. Riff Analytics does not offer API access on any plan. If programmatic data access is required, Rankscale is the only one of the two with a published API tier.
Is Riff Analytics worth the cost over Rankscale?
Riff Analytics is worth the higher entry price if citation source analysis is the core analytical need for your brand. If broad engine coverage at the lowest price is the priority, Rankscale at $20/month is the stronger value. Riff Analytics also has a shorter track record, which adds risk versus the more established Rankscale.