A complete guide to every feature available in Light Brew, Full Roast, and The Roastery.
Ask: Reveal How LLMs See Your Website
Ask shows precisely what AI-driven search systems (Google AI Mode, LLMs) will pull from your site — down to the exact passage. Use it to prove where your content wins, where it’s invisible, and which user questions you should answer next.
Win more AI answers and featured snippets by surfacing the passages LLMs actually select.
Turn real visitor questions into a prioritized pipeline of content that converts.
Recover lost organic traffic by fixing the exact coverage gaps AI exposes.
Listen: Keep Your Website in Sync with the World
Listen surfaces rising queries, news spikes and competitor moves before they show up in keyword reports — so you capture demand early and protect existing visibility.
Capture trending topics and local intent ahead of competitors.
Convert timely signals into content actions that drive short-term traffic lifts.
Reduce reactive firefighting — plan content that matches what the market is actually searching for.
Keyword Fueler (Professional Keyword Research)
Keyword Fueler turns your keyword research into an organic roadmap.
Target the keywords that drive revenue — not just traffic.
Estimate SEO ROI and time-to-impact so decisions are budget-driven.
Recycle paid insights into durable organic growth and lower acquisition costs.
Visibility Launchpad: One Queue for High-Value Opportunities
The Launchpad collects every signal — Ask, Listen, Keyword Fueling — and converts them into a ranked queue of proven content opportunities ready for execution.
Stop debating priorities — execute the opportunities with the greatest modeled impact.
Spin ideas into publishable Content Boosters with a click, shortening time-to-publish.
Keep editorial and product teams aligned with one source of truth for SEO work.
LLM / GEO Optimized
Market Brew maps your pages into the embedding space LLMs use so you’re not only indexed — you’re retrievable, quotable and prioritized by the systems that power assistants and generative answers.
Increase chance of being quoted in AI responses and voice assistants.
Improve local and geo-sensitive discoverability where it actually converts.
Make content engineering decisions that move visibility in generative surfaces.
Brand Bible Integration
Define tone, messaging and editorial rules once. The Brand Bible powers every generated draft so content arrives aligned to your brand from draft one.
Reduce revision cycles and keep brand consistency across scale.
Ship on-brand content faster with fewer manual edits.
Enable safe automation without sacrificing voice or compliance.
Automatic Internal Linking
Semantic-driven linking recommendations that concentrate authority where it moves conversions, with adjustable thresholds to match editorial policy.
Direct organic visitors to your most valuable pages and funnels.
Improve crawl efficiency and accelerate ranking lifts for priority content.
Free engineering time by automating high-impact linking fixes.
Content Boosters
A seven-stage, human-in-the-loop content pipeline: strategy, brief, generation, optimization, schema, enrichment and measurable review — built to deliver publish-ready, performance-driven pages at scale.
Produce higher-quality drafts faster and with fewer edits.
Enforce brand, accuracy and SEO checks automatically.
Scale content operations without losing control.
Reverse Engineer Fan-Out Prompts
Recreate the semantic coverage of top-ranked pages by extracting their embedding centroids and feeding those contextual prompts into generation — capture the full topic, not just the headline.
Match the conceptual territory of top results without copying language.
Close coverage gaps that prevent inclusion in AI summaries.
See measurable ranking improvements by aligning semantic breadth.
Checkpoint Editing
Human review and requeue points at every stage of content generation so teams keep editorial control while automation accelerates throughput.
Maintain compliance and editorial quality without slowing production.
Target fixes to the exact stage that needs work — save time and effort.
Schema & Entity Enrichment
Market Brew detects entity structure in content and injects dynamic JSON-LD and entity graphs so search engines and LLMs understand and attribute your content correctly.
Improve rich-result eligibility and AI attribution with minimal manual work.
Reduce ambiguity in knowledge panels and assistive answers.
Knowledge Base
Use Knowledge Base data sources and real-time information when generating content
Content is grounded in external sources.
Outputs include more cited facts, statistics, and verifiable details.
Automatic External Linking
Contextual outbound references to high-authority sources that strengthen trust and topical context — selected automatically and aligned to your rules.
Boost credibility without manual sourcing effort.
Support E-E-A-T with targeted, smart citations.
API Access
Programmatic control of Ask, Listen, Launchpad and Boosters so engineering teams can automate audits, integrate with CMS and scale generation across thousands of pages.
Embed SEO signals into your CMS and CI/CD for continuous optimization.
Automate large-scale workflows and reduce manual handoffs.
SEO Forecasting
Live simulations that translate on-page and link changes into ranking and revenue projections so you can prioritize the work that pays.
Make decisions with dollarized forecasts, not opinions.
Allocate resources to the highest ROI initiatives and measure progress against model predictions.
Ranking Sensors
Explainable models that show which ranking signals matter in your market and exactly how much each change will move the needle.
Replace guesswork with a repeatable, model-driven roadmap.
Align engineering and editorial work to measurable ranking outcomes.
Prioritized Tasks
Actionable to-dos ranked by impact and effort so teams always work on what produces the biggest return next.
Run sprints that deliver measurable SEO gains.
Estimate resource needs and forecast timeline-to-value with confidence.
On-Demand Re-Crawls
Instantly re-run any page or section to preview how changes affect modeled rankings — validate before, not after, deployment.
Preview impact instantly and reduce rollout risk.
Iterate faster and learn what works without waiting for external indexing.
Visualizers (AI Mode, AI Overviews, Link Flow, Spotlight, Link Finder/Spotter)
Interactive visuals that translate passage-level retrieval, entity graphs and link flows into clear diagnostics so teams know exactly where to act.
AI Mode Visualizer
Breaks pages into 700-character embeddings and maps cosine similarity against query intents so you can see which passages LLM-based search systems prefer.
Identify the exact passage that wins for any query — then optimize that passage for conversions.
Pinpoint missing topical clusters that are blocking generative visibility.
Turn passage-level fixes into measurable ranking and traffic gains.
AI Overviews Visualizer
Recreates how generative systems place your page within embedding clusters so you can close semantic gaps and improve inclusion in AI summaries.
See whether your page shares the same semantic cluster as top results (and act when it doesn't).
Prioritize edits that increase the chance of being included in AI-generated summaries.
Optimize content breadth so AI overviews treat your page as authoritative.
Spotlight Entity Visualizer
Maps entities and location centroids to reveal topical depth and geographic focus so you can strengthen E-E-A-T and local relevance where it matters most.
Understand where your expertise is strong — and where you need to add authoritative context.
Improve local relevance with location-aware entity signals.
Prioritize entity-driven content that lifts both knowledge panels and generative answers.
Link Spotter
Identifies the highest-impact external backlink opportunities using link-flow modeling and semantic fit so outreach focuses on links that move authority.
Target backlink outreach with measurable authority gain estimates.
Avoid low-value link targets — focus on domains that improve link flow and trust.
Shorten prospecting time with a prioritized, model-backed outreach list.
Link Finder
Optimizes internal link placement using semantic and authority models so your site's link equity flows to the pages that drive conversions.
Automatically identify internal links that yield the biggest ranking and funnel impact.
Strengthen topical clusters and reduce index bloat with targeted linking.
Execute internal linking strategies that scale across thousands of pages.
The Roastery
An enterprise-grade search engineering lab: deeper modeling, unlimited Content Boosters, governance and advanced diagnostics for agencies and large brands.
Run high-fidelity experiments safely and at scale.
Centralize SEO governance and measurement across brands or regions.
Ask Search Widget
Embed Ask on your site so every visitor question becomes both a better UX and a validated content opportunity that feeds your Launchpad.
Improve on-site conversion with authoritative answers that match user intent.
Harvest real user queries to build a prioritized, revenue-focused content backlog.
Partner Support (Certified Experts)
Certified Market Brew experts help you operationalize sensors, develop flight plans, and accelerate implementation and run high-impact programs that deliver measurable results.
Deploy faster with hands-on support from practitioners who know the models.
Add execution capacity without hiring permanent staff.