Ranksmith vs Riff Analytics in 2026: Prompt Prioritization scoring from $69 vs citation source URLs from $49
Two AI visibility monitors in the same self-serve price band. One sells you scoring depth, the other sells you source attribution depth.
Ranksmith
Riff Analytics- Ranksmith tracks 5 AI engines (ChatGPT, Perplexity, Gemini, Grok, Claude) with Grok and Claude gated to Enterprise at $549/month. Riff Analytics tracks 7 engines including Grok, DeepSeek, and Llama on every plan.
- Ranksmith publishes Prompt Prioritization scoring on every tier, blending position, mention rate, and link rate per prompt. Riff Analytics does not publish a comparable scoring framework.
- Riff Analytics tracks which specific URLs and domains AI engines cite when mentioning a brand. Ranksmith also extracts cited URLs and attributes them to sources. Both have citation attribution; the diagnostic framing differs.
- Riff Analytics starts at $49/month on Starter. Ranksmith starts at $69/month on Starter. Riff Analytics has the lower entry floor.
- Riff Analytics runs an AI readiness audit before ongoing monitoring begins. Ranksmith does not publish a pre-monitoring audit feature.
- Neither tool offers API access or white-label delivery on any plan. Both are built for in-house use rather than agency workflows.
- For Generative Engine Optimization (GEO) programmes that need DeepSeek and Llama tracking, Riff Analytics has the wider engine list. Ranksmith does not currently advertise DeepSeek or Llama.
How does Ranksmith compare to Riff Analytics if you are choosing an AI visibility monitor for an in-house brand team? That is the question most mid-market buyers are asking in 2026, because both tools are self-serve, both publish pricing, and both target the same buyer who wants Generative Engine Optimization (GEO) data without enterprise procurement. The split happens at the diagnostic layer. Ranksmith tracks 5 AI engines (ChatGPT, Perplexity, Gemini, Grok, Claude) from $69/month, with Prompt Prioritization scoring on every prompt and citation source attribution that extracts the URLs AI models rely on. Riff Analytics tracks 7 engines (ChatGPT, Perplexity, Claude, Gemini, Grok, DeepSeek, Llama) from $49/month, with citation source tracking and an AI readiness audit. Both are credible self-serve tools. The right pick depends on whether you need scoring and attribution on a curated engine set (Ranksmith) or broader model coverage with source intelligence (Riff Analytics).
The tools at a glance
Ranksmith
GEO platform tracking 5 AI search engines across prompts, competitors, and citations from $69/mo
Ranksmith is a Generative Engine Optimization (GEO) and Answer Engine Optimization (AEO) platform currently in public beta. It tracks brand presence across 5 AI search engines with pricing starting at $69/month on Starter and scaling to $549/month on Enterprise. A free trial is offered on every paid tier with no credit card required.
The product is built around three named modules: Prompt Prioritization, which scores every tracked prompt against current position, mention rate, and link rate; Competitor benchmarking, which surfaces share of voice and sentiment against named competitors in real time; and Source attribution, which extracts the citations AI models rely on so PR and content teams know where to focus review-acquisition and outreach. The diagnostic layer is where Ranksmith adds depth beyond simple mention counts.
The core tracked metrics are AI Authority Index, AI Visibility Rate, Average AI Ranking, Reputation Score, Mentions, Links, Sentiment, and Share of Voice. Coverage is tier-gated: Starter sees ChatGPT and Perplexity only, Pro adds Gemini, and Enterprise unlocks Grok and Claude. There is no Google AI Overviews coverage currently advertised, which is a meaningful gap for SEO teams monitoring that surface specifically.
| Feature | Starter $69/mo | Pro $149/mo | Enterprise $549/mo |
|---|---|---|---|
| AI engines tracked | ChatGPT, Perplexity | ChatGPT, Perplexity, Gemini | ChatGPT, Perplexity, Gemini, Grok, Claude |
| Prompts | 25 | 60 | 150 |
| Competitors | 5 | 10 | 20 |
| Historical data | 6 months | 12 months | 24 months |
| Prompt Prioritization | ✓ | ✓ | ✓ |
| API access | ✗ | ✗ | ✗ |
| Free trial | ✓ | ✓ | ✓ |
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 | Ranksmith | Riff Analytics |
|---|---|---|
| AI engines tracked | 5 (ChatGPT, Perplexity, Gemini on Pro, Grok and Claude on Enterprise) | 7 (ChatGPT, Perplexity, Claude, Gemini, Grok, DeepSeek, Llama) |
| Competitive share-of-voice | Yes | Yes |
| Prompt-level citation data | Yes (Prompt Prioritization scoring) | Yes (citation source URLs and domains) |
| Answer / content gap analysis | Partial (source attribution layer) | 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 | Not currently advertised | No |
| Looker Studio / BI connector | No | No |
| White-label delivery | No | No |
| Pay-per-prompt pricing | No (flat tier pricing) | No (flat tier pricing) |
| Agency multi-brand support | No | No |
| Starting price | $69/mo | $49/mo |
Considering AI Peekaboo alongside Ranksmith and Riff Analytics?
Neither Ranksmith nor Riff Analytics ships a read and write API and white-label delivery on standard plans. AI Peekaboo includes both from the $50/month Starter, with 5 AI surfaces and a Looker Studio connector on every tier. The best AI visibility tool for agencies that need white-label client reports and programmatic data access without enterprise contracts.
Read the AI Peekaboo review →Which should you choose?
RanksmithRiff AnalyticsRanksmithRiff AnalyticsRiff AnalyticsRanksmithRiff AnalyticsBoth tools are self-serve AI visibility monitors in the same price band, but they sell different value propositions. Ranksmith sells Prompt Prioritization scoring and citation attribution on a curated 5-engine list with tier-gated coverage. Riff Analytics sells broader 7-engine coverage including DeepSeek and Llama, plus citation source tracking and an AI readiness audit. For teams that want scoring depth on the major engines, Ranksmith. For teams that want wider engine coverage at a slightly lower entry price, Riff Analytics.
Bottom line
Ranksmith is the right pick for teams that want Prompt Prioritization scoring and citation attribution on a curated 5-engine list, with a free trial on every tier. Riff Analytics is the right pick for teams that want broader 7-engine coverage including DeepSeek and Llama at $49/month, plus citation source URLs and a pre-monitoring AI readiness audit.
Frequently asked questions
How does Ranksmith compare to Riff Analytics for AI visibility tool comparison?
Ranksmith tracks 5 engines (ChatGPT, Perplexity, Gemini on Pro, Grok and Claude on Enterprise) and starts at $69/month. Riff Analytics tracks 7 engines including DeepSeek and Llama and starts at $49/month. Ranksmith adds Prompt Prioritization scoring; Riff Analytics adds an AI readiness audit. Both are self-serve Generative Engine Optimization (GEO) tools.
How much does Riff Analytics cost compared to Ranksmith?
Riff Analytics Starter is $49/month and Pro $199/month. Ranksmith Starter is $69/month, Pro $149/month, and Enterprise $549/month, with a free trial on every tier. Riff Analytics has the lower entry floor; Ranksmith has a free trial that Riff Analytics does not advertise.
Which tool has better prompt-level analysis?
Ranksmith publishes Prompt Prioritization scoring on every tier, combining position, mention rate, and link rate for every tracked prompt. Riff Analytics tracks citation source URLs but does not publish a comparable prompt scoring framework. For per-prompt scoring depth, Ranksmith is the more direct fit.
Which AI visibility tool is best for tracking DeepSeek and Llama?
Riff Analytics tracks DeepSeek and Llama on every tier, alongside ChatGPT, Perplexity, Claude, Gemini, and Grok. Ranksmith does not currently advertise DeepSeek or Llama. For coverage of those specific engines, Riff Analytics is the only one of the two.
Does Riff Analytics have an API? Does Ranksmith?
Neither Riff Analytics nor Ranksmith offers API access on any plan. If programmatic data access is required, neither tool in this comparison covers that requirement today.
Is Riff Analytics worth the cost over Ranksmith?
Riff Analytics is worth the lower entry price if you need broader engine coverage and a pre-monitoring AI readiness audit. Ranksmith is worth the higher entry price if you need Prompt Prioritization scoring, citation attribution, and a free trial before committing. For most in-house teams, the trade is breadth (Riff Analytics) versus depth (Ranksmith).