Brandlight vs LLMrefs in 2026: Brand sentiment vs keyword-driven tracking
Brandlight watches how AI models talk about your brand. LLMrefs takes your existing SEO keyword list and tracks how it performs across 11 AI engines with statistical significance.
Brandlight
LLMrefs- Brandlight tracks 4 AI engines (ChatGPT, Claude, Gemini, Perplexity). LLMrefs tracks 11 AI engines including Google AI Overviews, AI Mode, ChatGPT Search, Copilot, Grok, Meta AI, and DeepSeek.
- Brandlight is sales-led with no published pricing. LLMrefs is self-serve at €79/month with a 7-day free trial and no credit card required.
- LLMrefs auto-generates 25 fan-out prompts per keyword from your existing SEO keyword list. Brandlight requires manual prompt configuration.
- LLMrefs aggregates results across 25 prompts per keyword for statistical significance. Brandlight tracks individual mentions without aggregation.
- Brandlight includes real-time alerts and executive sentiment dashboards. LLMrefs includes weekly automated reports with share-of-voice and position metrics.
- LLMrefs offers unlimited projects and unlimited team seats on a single €79/month subscription. Brandlight has no published agency multi-client structure.
- LLMrefs includes API access and CSV export on the €79/month plan. Brandlight has no API on any plan.
If you are weighing Brandlight against LLMrefs, you are choosing between two fundamentally different Generative Engine Optimization (GEO) workflows. Brandlight is sales-led, tracks four AI engines, and alerts on sentiment shifts for corporate communications teams. LLMrefs is self-serve at €79/month, accepts your existing keyword list, auto-generates 25 fan-out prompts per keyword, and aggregates across 11 AI engines for statistically significant share-of-voice and position data. The buying model, the engine count, the workflow, and the target audience are all different. The right pick depends on whether you want a sales-led monitoring dashboard for brand sentiment or a self-serve keyword-first analytics platform built for SEO teams and agencies.
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, Brandlight does that well. If the goal is to track share-of-voice across 11 AI engines with statistical significance from a keyword list, those workflows push you elsewhere.
| 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 |
LLMrefs
Keyword-based AI search visibility tracking across 11 engines with share of voice, citations, and unlimited agency seats
LLMrefs is an AI search analytics platform founded by James Berry that tracks how brands appear across 11 generative AI engines: ChatGPT, ChatGPT Search, Google AI Overviews, Google AI Mode, Gemini, Perplexity, Claude, Grok, Copilot, Meta AI, and DeepSeek. The platform is trusted by more than 10,000 marketers and claims clients including McDonald's, Apple, Lego, Amazon, Pepsi, and Nike.
The core design advantage is the keyword-first model. This removes the most time-consuming part of AI tracking setup and ensures the platform stays aligned with how actual users query AI engines, not how marketers hypothesise they do. For each keyword, LLMrefs generates 25 prompts and aggregates results into per-keyword metrics: share of voice, position, and citation count.
Results are aggregated and weighted across all 25 prompts per keyword to produce statistically significant brand ranking data. By running many prompts and aggregating, LLMrefs produces repeatable visibility metrics that hold up to competitive benchmarking and trend analysis rather than noisy one-off screenshots. LLMrefs is structured for agencies by default: one €79/month subscription covers unlimited client projects, unlimited team seats, CSV export, and API access.
| Feature | All in One €79/month |
|---|---|
| AI engines tracked | 11 (ChatGPT, ChatGPT Search, Google AI Overviews, AI Mode, Gemini, Perplexity, Claude, Grok, Copilot, Meta AI, DeepSeek) |
| Max prompts tracked | 500 per organization |
| Prompts per keyword | 25 auto-generated |
| Projects | Unlimited |
| Team seats | Unlimited |
| Geo-targeting | 50+ countries, 10+ languages |
| API access | Yes |
| CSV export | Yes |
| Free trial | 7 days, no credit card |
Head-to-head feature comparison
| Feature | Brandlight | LLMrefs |
|---|---|---|
| AI engines tracked | ChatGPT, Claude, Gemini, Perplexity | ChatGPT, ChatGPT Search, Google AI Overviews, AI Mode, Gemini, Perplexity, Claude, Grok, Copilot, Meta AI, DeepSeek |
| Competitive share-of-voice | Yes | Yes (aggregated across 25 prompts/keyword) |
| Prompt-level citation data | Yes | Yes |
| Answer / content gap analysis | No | Yes (content gap analysis) |
| Category intelligence | No | No |
| AEO content generation | No | No |
| Crawler / AI bot log access | No | No |
| Page content audits | No | No |
| API access | No | Yes |
| Looker Studio / BI connector | No | No (API only) |
| White-label delivery | No | No |
| Pay-per-prompt pricing | No | No |
| Agency multi-brand support | No | Yes (unlimited projects) |
| Starting price | Custom (sales-led) | €79/mo |
Considering AI Peekaboo alongside Brandlight and LLMrefs?
Brandlight has no public pricing and no API on any tier, while LLMrefs has no white-label client portal on any plan and no documented API surface. AI Peekaboo is the best AI visibility tool for agencies that need white-label delivery plus read and write API on every plan from $50/month Starter, with self-serve signup and no demo call. The Looker Studio connector and pay-per-prompt pricing make AI Peekaboo the right AI visibility platform for SEO and marketing agencies that need to start this week without a procurement cycle.
Read the AI Peekaboo review →Which should you choose?
LLMrefsBrandlightLLMrefsBrandlightLLMrefsLLMrefsBrandlightThe workflows are different. Brandlight is a brand monitoring tool that watches AI chatbot outputs for sentiment and share-of-voice changes. LLMrefs is a keyword-driven analytics platform that takes your existing SEO keyword list and surfaces AI ranking data with statistical confidence. SEO teams and agencies almost always prefer the LLMrefs workflow because it fits how they already work. Corporate comms teams prefer Brandlight because the alerting model matches their reactive rhythm.
Bottom line
Brandlight is the right fit for corporate brand and comms teams who need real-time alerting on AI sentiment shifts in a sales-led enterprise model. LLMrefs is the right fit for SEO agencies and in-house SEO teams who want keyword-driven AI visibility tracking across 11 engines with unlimited seats and projects at €79/month. If your team thinks in keywords, choose LLMrefs. If your team thinks in sentiment shifts, choose Brandlight.
Frequently asked questions
How does Brandlight compare to LLMrefs for AI visibility tool comparison?
Brandlight is a sales-led enterprise AI brand monitoring tool with real-time sentiment alerts across four AI engines. LLMrefs is a self-serve Generative Engine Optimization (GEO) platform at €79/month with keyword-driven tracking across 11 AI engines, unlimited seats and projects, and statistical aggregation across 25 prompts per keyword. The tools serve very different workflows.
How much does LLMrefs cost compared to Brandlight?
LLMrefs publishes a single €79/month plan with unlimited projects and seats, plus a 7-day free trial with no credit card. Brandlight does not publish pricing and requires a sales conversation. LLMrefs offers clear per-client cost economics for agencies; Brandlight requires negotiation.
Does LLMrefs work without writing prompts?
Yes. LLMrefs takes your existing keyword list (CSV import from Ahrefs, Semrush, Moz, Nightwatch) and automatically generates 25 fan-out prompts per keyword. You do not need to write or maintain prompts manually. Brandlight requires manual prompt configuration for each monitored query.
Which tool is better for agencies managing multiple clients?
LLMrefs is built for agency economics. One €79/month subscription covers unlimited projects, unlimited team seats, 50+ country geo-targeting, 10+ languages, API access, and CSV export. Brandlight has no published agency structure and no white-label delivery, which limits its use for client-facing reporting.
Is Brandlight or LLMrefs better for real-time alerts?
Brandlight is designed around real-time alerting on sentiment and share-of-voice shifts. LLMrefs delivers weekly automated reports with continuous real-time analysis underneath but is not built around an alerting workflow. For reactive corporate communications work, Brandlight is the better fit.
Do either Brandlight or LLMrefs offer white-label delivery?
Neither tool offers native white-label client portals. LLMrefs provides API access and CSV export on the €79/month plan so agencies can pipe data into their own branded reporting. Brandlight does not offer API or white-label on any plan, requiring agencies to present data through manual exports.