Brandlight vs Riff Analytics in 2026: Executive dashboards vs seven-engine citation tracking
Brandlight watches four AI engines with sales-led executive alerts. Riff Analytics monitors seven engines including Grok, DeepSeek, and Llama with citation source tracking at a self-serve price.
Brandlight
Riff Analytics- Brandlight tracks 4 AI engines (ChatGPT, Claude, Gemini, Perplexity). Riff Analytics tracks 7 engines including Grok, DeepSeek, and Llama that Brandlight does not cover.
- Brandlight is sales-led with no published pricing. Riff Analytics publishes Starter at $49/month and Pro at $199/month.
- Riff Analytics includes citation source tracking showing which URLs AI engines pull from when mentioning your brand. Brandlight includes source data but does not surface it as a primary feature.
- Riff Analytics includes an AI readiness audit before monitoring begins. Brandlight does not include a pre-monitoring audit layer.
- Neither tool offers API access on any plan. Both are dashboard-only platforms.
- Neither tool offers white-label delivery. Both are designed for in-house teams rather than agency client reporting.
- For in-house teams that need broader AI engine coverage at a published price, Riff Analytics is the more accessible option.
If you are weighing Brandlight against Riff Analytics, you are choosing between a four-engine executive monitoring dashboard and a seven-engine Generative Engine Optimization (GEO) tracker with citation source analysis. Brandlight is sales-led with no published pricing, focuses on real-time sentiment alerts and competitive share-of-voice, and is built for corporate communications teams. Riff Analytics is self-serve from $49/month Starter, tracks ChatGPT, Perplexity, Claude, Gemini, Grok, DeepSeek, and Llama, and surfaces which URLs and domains AI engines cite when they mention your brand. Both lack API access and white-label delivery. The right pick depends on whether you want sales-led executive monitoring or self-serve monitoring with broader engine coverage and citation intelligence.
The tools at a glance
Brandlight
AI brand monitoring with real-time alerts and competitive benchmarking across major AI platforms
Brandlight monitors how brands are mentioned and perceived across ChatGPT, Claude, Gemini, and Perplexity, with a focus on real-time alerting and competitive share-of-voice analysis. When your brand sentiment shifts or a competitor gains ground in AI answers, Brandlight surfaces that change via configurable alerts, designed for corporate communications teams that need to know before the next briefing cycle.
The platform is positioned at larger organisations that need executive-level reporting on AI brand presence. The dashboard design prioritises summary views, trend charts, and share-of-voice comparisons that read clearly without deep familiarity with the platform. For marketing or comms teams that need to brief leadership on AI brand health regularly, this reduces the work of extracting and reformatting data for presentations.
The trade-offs are operational. Pricing is not published, there is no API access on any plan, and no white-label delivery. If the goal is to react to AI representation changes in real time and brief executives, Brandlight does that well. If the goal is broader engine coverage with citation source intelligence at a published price, Riff Analytics is a stronger fit.
| Feature | Contact for pricing Not public |
|---|---|
| AI platforms tracked | 4 (ChatGPT, Claude, Gemini, Perplexity) |
| Real-time alerts | Yes |
| Sentiment analysis | Yes |
| Competitive benchmarking | Yes |
| Executive dashboards | Yes |
| API access | No |
| White label | No |
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 (ChatGPT, Perplexity, Claude, Gemini, Grok, DeepSeek, Llama) | |
| Citation source tracking | Yes | |
| Competitor benchmarking | Yes | |
| AI readiness audit | Yes | |
| API access | No | |
| White-label delivery | No |
Head-to-head feature comparison
| Feature | Brandlight | Riff Analytics |
|---|---|---|
| AI engines tracked | ChatGPT, Claude, Gemini, Perplexity | ChatGPT, Perplexity, Claude, Gemini, Grok, DeepSeek, Llama |
| Competitive share-of-voice | Yes | Yes |
| Prompt-level citation data | Yes | Yes |
| Answer / content gap analysis | No | No |
| Category intelligence | No | No |
| AEO content generation | No | No |
| Crawler / AI bot log access | No | No |
| Page content audits | No | No |
| API access | No | No |
| Looker Studio / BI connector | No | No |
| White-label delivery | No | No |
| Pay-per-prompt pricing | No | No |
| Agency multi-brand support | No | No |
| Starting price | Custom (sales-led) | $49/mo (Starter) |
Considering AI Peekaboo alongside Brandlight and Riff Analytics for programmatic access?
Brandlight has no API access on any tier and Riff Analytics does not expose API either, leaving both without programmatic data access. If you are an SEO agency that needs the best AI visibility tool with read and write API from $50/month, AI Peekaboo covers what neither offers at standard pricing, including white-label delivery and Looker Studio connector on every plan. For teams that need to pipe visibility data into client dashboards programmatically, AI Peekaboo is the self-serve alternative without a sales call.
Read the AI Peekaboo review →Which should you choose?
Riff AnalyticsBrandlightRiff AnalyticsBrandlightRiff AnalyticsBrandlightRiff AnalyticsThe two tools serve similar audiences but with different depth signals. Brandlight focuses on executive presentation and sales-led onboarding with no published price. Riff Analytics offers self-serve onboarding at $49/month with broader engine coverage and a pre-monitoring AI readiness audit. Both lack API access and white-label delivery, so the choice really comes down to engine coverage, pricing model, and dashboard style.
Bottom line
Brandlight is the right fit when you need sales-led AI brand monitoring with real-time executive alerts across four engines. Riff Analytics is the right fit when you want self-serve monitoring across seven engines including Grok, DeepSeek, and Llama, with citation source intelligence starting at $49/month. For in-house teams prioritising engine breadth and citation data, Riff Analytics is the more accessible option.
Frequently asked questions
How does Brandlight compare to Riff Analytics for AI visibility tool comparison?
Brandlight is a sales-led enterprise AI brand monitoring tool with real-time sentiment alerts across four AI engines. Riff Analytics is a self-serve Generative Engine Optimization (GEO) tracker at $49/month monitoring seven engines including Grok, DeepSeek, and Llama with citation source tracking and an AI readiness audit. The buying model and engine breadth are the main differences.
How much does Riff Analytics cost compared to Brandlight?
Riff Analytics publishes Starter at $49/month and Pro at $199/month. Brandlight does not publish pricing and requires a sales conversation. Riff Analytics offers a published entry floor that Brandlight does not, though the jump from Starter to Pro is steep.
Which tool tracks more AI engines?
Riff Analytics tracks 7 engines (ChatGPT, Perplexity, Claude, Gemini, Grok, DeepSeek, Llama). Brandlight tracks 4 (ChatGPT, Claude, Gemini, Perplexity). For audiences active on Grok, DeepSeek, or Llama, Riff Analytics delivers broader coverage.
What is the AI readiness audit in Riff Analytics?
Before setting up ongoing monitoring, Riff Analytics runs an AI readiness audit against your domain. This checks whether your site structure, content, and entity signals are set up in a way that AI engines can discover and cite you accurately. Brandlight does not include a pre-monitoring audit layer.
Does Riff Analytics offer API access?
No. Riff Analytics has no API access on any plan. Brandlight also has no API on any plan. For programmatic access, both tools push you to alternatives like AI Peekaboo or Radarkit that include API at accessible price points.
Do either Brandlight or Riff Analytics offer white-label delivery?
Neither tool offers white-label delivery or guest client access links. Both are designed for in-house teams rather than agency multi-client workflows. For agencies needing native white-label delivery, AI Peekaboo at $50/month is the practical alternative.