Understand the market, investigate performance, align on what to do, and learn from what shipped.
AI Visibility Trackingcitations, mentions, sentiment, competitive presenceAnalyses and reportsdecision-ready reads of your programSEO reportingGrowth Trends on Search Console, analytics and Google Ads dataRank trackingmodeled market share against competitors you choosePaid search optimizationpaid terms you already rank for, and cost per conversionImprove what already exists across content, linking, discoverability, and the site.
Optimize pagesrefreshes that preserve what worksInternal Linking AIautonomous site-wide linking, human controls keptTechnical SEOfixes weighted by the organic clicks they touch Platform use casesCreate what is missing for customers, search systems, and the teams running the program.
Create & publish pagescomplete pages in your design systemLanding Page Generatorlanding pages for AI search GIGA: AI search agent Watch how GIGA worksPlatform use cases
For AI search growth, grouped by what you need: know where you stand, act on the site, prove what it returned, and the foundations under all three. Each use case names the problem and what Quattr does.
Know · 9 use cases
Before anyone changes a page: where you appear in AI answers and in search, who wins instead, why the numbers moved, and which work is worth the most.
Where it stops
Tracker prompts come from you, and AI visibility history starts with a tracker's first run.
Know · 1 of 9
“Buyers ask AI assistants about our category, and we can't see whether we're in the answer.”
What Quattr does
AI Visibility trackers run the prompts you upload or type on the AI surfaces you select, by country and device, on the schedule you set. Each run reports Citations, Share of Voice, Mentions and Positive Sentiment for you and your competitors, by topic, intent and country.
Products and capabilities
Know · 2 of 9
“A competitor keeps showing up in AI answers for our category, and we don't know why.”
What Quattr does
The prompts view lays your prompts against the domains cited in their answers, the cited-URL view names the competitor pages that earn each citation, and each run's full answer can be read with its sources and exported. In your own AI tools, the Quattr MCP turns each prompt where you are missing into the content angle to write for it.
Products and capabilities
Know · 3 of 9
“AI Overviews now sit above our best rankings, and we can't see how often.”
What Quattr does
Competitive Trends reports AI Overviews inclusion on the keywords your rank trackers run, with a daily page count and your visibility against competitors. In your own AI tools, the Quattr MCP reads AI Overviews search market share by segment.
Products and capabilities
In your own AI tools
Know · 4 of 9
“Organic clicks fell last week, and leadership wants to know why by Friday.”
What Quattr does
Growth Trends compares the period with the one before or last year and drills the change by your intents, categories, rank, country or device. Notes and Fix Deployed events sit on the same trend, so your team can name the cause.
Products and capabilities
In your own AI tools
Know · 5 of 9
“We know our rankings. We don't know whether we're gaining on the three competitors that matter.”
What Quattr does
Rank trackers run your keywords by country and device on the schedule you set, daily by default, against up to 10 competitors you name. Competitive Trends models search market share from those positions, by intent, category, country or device; it is modeled from rank, never measured traffic.
Products and capabilities
In your own AI tools
Housing.com: +12.8% YoY search market share during an industry decline. Read the Housing.com customer story
Know · 6 of 9
“We have thousands of pages and keywords, and no order for which to work on first.”
What Quattr does
Optimize Content ranks pages by Additional Clicks Opportunity, shown as a low-to-high range, never a point estimate. Through the Quattr MCP, striking-distance keywords are sized on your own site's click-through curve, with a 30% AI Overview discount by default.
Know · 7 of 9
“Our site audit lists thousands of issues, and engineering will fix a handful this quarter.”
What Quattr does
Technical Recommendations ranks Lighthouse findings by usability impact and the organic clicks each fix touches, and filters them by category. Site speed trends by category and device, and crawl outcomes URL by URL, show where to look.
Products and capabilities
In your own AI tools
Crawl outcomes are available on accounts with Content Index turned on.
Know · 8 of 9
“Competitors rank for whole topics where we have no page at all.”
What Quattr does
Content Ideas groups a keyword set into themes and shows your coverage and who is ahead. Page Workflow lists the keyword clusters rival pages rank for that your page does not target.
Know · 9 of 9
“We pay for clicks on terms where we already hold a top organic position.”
What Quattr does
The Quattr MCP joins Google Ads search terms to Search Console queries and flags paid terms already in the organic top three; overlap is observational, so the recommended step is a pause test with readouts. Cost per conversion by intent and category shows which parts of the spend cost most, and Quattr changes nothing in Google Ads.
Act · 7 use cases
Improve and create pages, link the whole site, get fixes shipped and reorganize your categories. Quattr prepares the work; your team approves what goes live.
Where it stops
Analysis in your own AI tools is read-only; changes are made in the platform, with approval.
Quattr ranks technical fixes and tracks them; your team ships them.
Act · 1 of 7
“We keep publishing new pages while the ones that already rank slowly lose ground.”
What Quattr does
Optimize Content picks the page by the clicks at stake, and the Guided Editor scores each element against competing pages and drafts rewrites your team accepts. Start with what you already have, because refresh outruns net-new.
Act · 2 of 7
“We know which pages we need, and our team can't build them fast enough.”
What Quattr does
GIGA drafts pages from your plan in Content AI, and the Landing Page Generator (early access) builds a landing page from a sourced research brief, a section library and your saved design system. Your team accepts every page into the editor; nothing publishes on its own.
Products and capabilities
Men's Wearhouse: 10x stronger day-30 clicks on GIGA-launched pages. Read the Men's Wearhouse customer story
GIGA-touched pages earned 70% more traffic than held-out pages (internal holdout test, 2025).
Act · 3 of 7
“We know which prompts we're missing from, but not what to change on the page.”
What Quattr does
The Guided Editor re-scores a passage against the competing page an AI answer cites, and what AI cites becomes a list of what to change or create next. In your own AI tools, a citability read explains, factor by factor and without a score, what holds one page back.
Products and capabilities
In your own AI tools
Act · 4 of 7
“Our internal links were placed by hand, page by page, and nobody can keep them current.”
What Quattr does
Autonomous Internal Linking AI builds modules that pick source and target pages by category, writes an anchor for each link, and serves them through the Internal Linking API as JSON or HTML for your site to render. A module has an active and a draft version, publishing replaces the active one, and your site decides whether a module shows.
Products and capabilities
In your own AI tools
Kiteworks: 53K links replaced, with +30% indexed pages (published case study; a program result, not linking alone). Read the Kiteworks customer story
Act · 5 of 7
“Legal, brand and SEO each need to sign off, and drafts stall in email threads.”
What Quattr does
Content Review checks brand consistency, claims, factual accuracy, compliance, conversion and E-E-A-T with the evidence behind each finding, and your team's claims rules apply as the page is written. Accept and publish are restricted to approvers; a CMS publish offers a Preview, and a rollback restores an earlier version and republishes it.
Products and capabilities
Act · 6 of 7
“Engineering ships SEO fixes, and three weeks later nobody can say which ones landed.”
What Quattr does
Each recommendation carries a status (New, In Progress, Fix Deployed, Not Feasible, Not an Issue), and Quattr detects a fix when the issue has been absent from scans for 10 days. Fix Deployed marks your Growth Trends chart, so the trend shows when each fix landed.
Products and capabilities
Act · 7 of 7
“Our categories were set up years ago, and a migration broke half of them.”
What Quattr does
In a chat, Taxonomy Designer's AI agent drafts a new version of your categories while the current ones keep serving every report. The new version waits for a person: applying shows the busiest pages that would move, asks before changing pages set by hand and can be undone until Deploy Changes runs; then new pages are placed every day.
Products and capabilities
Taxonomy Designer is turned on per account. Your admins with Taxonomy Designer access apply and deploy designs themselves.
Prove · 6 use cases
After the work ships: whether it moved anything, whether the change is real, how it tracks against plan, and what search and AI answers returned.
Where it stops
A saved comparison shows the difference. It does not claim the lift.
Significance tests run in your own AI tools.
Prove · 1 of 6
“We shipped rewrites, links and fixes, and can't tell which ones moved anything.”
What Quattr does
Published Changes and Fix Deployed events mark the trend on the day a recommendation's status changes, and your notes sit beside them. A saved comparison charts the pages you changed against the rest with a Difference tile; it shows the difference and does not claim the lift.
Products and capabilities
Prove · 2 of 6
“Every dip starts a fire drill, and half of them turn out to be nothing.”
What Quattr does
In your own AI tools, the Quattr MCP tests a change for significance before calling it one, on search, analytics, search market share, paid, page experience and AI-citation reads. Each verdict reads real, noise or can't tell, with the test's power taken into account.
Products and capabilities
Prove · 3 of 6
“We promised leadership a number in January and need to show where we stand.”
What Quattr does
Opportunity Explorer maps opportunities by category: you set a rank target, and Quattr derives projected clicks and conversions you can edit. Top Opportunities tracks Planned Clicks against Actual Clicks, with no dollar figure.
Products and capabilities
Reads by your categories
Prove · 4 of 6
“Finance asks what search returned this quarter, and AI answers are part of that question now.”
What Quattr does
Growth Trends reports conversions for up to 10 named goals from your analytics, and Google Ads conversions stay separate from them. In your own AI tools, the Quattr MCP reads citations beside AI-referral sessions and conversions, and search impressions through to goals and revenue.
Products and capabilities
In your own AI tools
Your analytics source is set up by Quattr.
Prove · 5 of 6
“The board wants to know what search returned this quarter, in numbers it trusts.”
What Quattr does
In your own AI tools, a monthly executive review reads market position, demand captured, AI answer standing and outcomes, and reports a change only once it passes a significance test. Looker dashboards put the same numbers in front of every team, on accounts with Ad-Hoc Analysis turned on.
Products and capabilities
Prove · 6 of 6
“Two dashboards show two different numbers, and nobody can say which one is right.”
What Quattr does
Each metric has a published measurement reference, and each read carries its source and its freshness; when a source is missing, the read is refused with the reason. The method page sets out the five rungs and eight levers Quattr reads against.
Products and capabilities
In your own AI tools
Where Search Console reads, what it assumes beneath, and what it cannot reach. Filled rungs are measured; hatched rungs are taken on faith.
A reading at any rung is only as trustworthy as the rungs beneath it. Every Search Console reading assumes the page was reachable. If a crawl or log answer says it was not, the impression data above is describing a different page than you think.
Foundations · 7 use cases
The data every read starts from, the categories and intents every report slices by, the knowledge every draft is written from, and who approves what ships.
Foundations · 1 of 7
“Every tool shows a different number, because each one samples its own data.”
What Quattr does
Quattr reads your Search Console, analytics, Google Ads and server logs beside its own rank tracking, site crawl, AI visibility and Lighthouse observations, and each source has its own page. Every read carries its source and how fresh it is.
Products and capabilities
Search Console is self-serve; your analytics source is set up by Quattr.
Origin event to answered card for Search Console, with the stage each stated limit attaches to.
Foundations · 2 of 7
“Our site grows every week, and keeping its categories current is a project we never finish.”
What Quattr does
Taxonomy Designer is an AI agent built on Claude: describe your site in a chat and it builds a version-controlled classification model, then places new pages every day once your team approves it. The same categories slice Growth Trends, search market share and Opportunity Explorer, and feed GIGA, Autonomous Internal Linking AI and your own agents.
Products and capabilities
Taxonomy Designer is turned on per account. Your admins with Taxonomy Designer access apply and deploy designs themselves.
Also read by GIGA's preferred categories for in-content links, one or more at the category and sub-category levels.
As the site grows
Large sites are designed from a sample spread across the site's sections, and the tree says so.
A page the design can't place with confidence, by what it is about or by a URL rule, stays Unassigned, so coverage won't be 100%.
Foundations · 3 of 7
“Brand searches flatter our numbers, and our real topics don't match any tool's buckets.”
What Quattr does
Search intents are your own keyword groups, built from labels and rules, and the Brand/Non-Brand filter splits every Growth Trends view. AI Visibility prompt topics map to the same keyword groups, so one intent reads across search and AI answers.
Products and capabilities
Foundations · 4 of 7
“Generic AI drafts sound like everyone else and get our product details wrong.”
What Quattr does
Context holds the knowledge bases, brand kits and page design systems you add, tagged by purpose, and every brief, draft and landing page is written from them. Your documents inform your work only, never training data.
Products and capabilities
Foundations · 5 of 7
“Our analysts live in their AI assistant, and each one runs the Monday report differently.”
What Quattr does
The Quattr MCP and plugin bring Quattr's analyses into your own AI tools, read-only, with OAuth 2.1, permissions from your account, organization isolation and server-side audit logging. Skills run an analysis the same way every time, you schedule runs in the platform, and custom agents compose skills, governed MCP verbs and your Context.
Products and capabilities
In your own AI tools
Foundations · 6 of 7
“Our reporting lives in Looker and our tickets live in Jira, and search work reaches neither.”
What Quattr does
Internal links reach your site through the Internal Linking API as JSON or HTML, pages publish to your CMS, and Looker dashboards run on the same data through Ad-Hoc Analysis. Findings share to Slack and file to Jira, once each is set up for your account.
Foundations · 7 of 7
“Security will ask who can publish, what gets written where, and whether our data trains a model.”
What Quattr does
In Content AI, accept and publish are restricted to approvers, review gates can hold a page until its claims are resolved, and revision history keeps every version to restore. Analysis is read-only, nothing is written back to your analytics or ads accounts, and your data is not used to train models.
Products and capabilities
Operating controls
Products
A real question, a page, a category, a market you want. Quattr brings together the context, the analysis, the prepared work, your review, and the measurement that follows.
No canned deck. No credit card. Your data stays yours.
