Roadmap vs Raw Data
Floyi vs Ahrefs
Turn keyword and backlink findings into a topical map, content briefs and article drafts.
Last verified: September 2026
See all Floyi comparisonsIs Floyi or Ahrefs Better for You?
Choosing between Floyi and Ahrefs depends on your needs. The two main things Ahrefs has: its proprietary backlink database and the technical site crawl. Floyi has neither, so keep Ahrefs for links and crawl health.
Almost everything else overlaps. Floyi's topical research is keyword research, grounded in live Google Web and YouTube autocomplete and checked against what ChatGPT, Google Gemini and Google AI Mode recommend for your buyers. Ahrefs' keyword database isn't tailored to your brand's needs, while Floyi's topical research is based on your brand and audience.
Floyi clusters are built from the URLs that actually rank together, so topics group by intent rather than by string similarity. From there the map drives content briefs, article drafts, publishing, and a score that tracks your Top 10 and Top 20 rankings, share of voice, and up to 10 competitor domains.
Choose Floyi When
- You want topical and keyword research guided by your brand and audience, not by search volume alone.
- You want content briefs and article drafts built with your brand, audience and internal-link plan.
- You want the topics AI search engines recommend for your buyers folded into the same research, not tracked in a separate report.
Choose Ahrefs When
- You need data from a proprietary backlink index.
- You need detailed keyword and competitor research for specific search queries and their variants.
- You want to run a technical site audit.
Floyi vs Ahrefs: Key Differences
Floyi starts with your brand and audience, then connects the resulting topical map to content production and authority planning. Floyi takes you through the content strategy and execution pipeline from start to finish. Ahrefs is built for SEO data without a pipeline.
| Capability | Floyi | Ahrefs |
|---|---|---|
| Topical and keyword research | Generate topics and keywords from your Brand Foundation, buyer personas and core topic. Floyi automatically uses live Google Web and YouTube autocomplete to ground topic generation in real search behavior. AI responses are also analyzed to find relevant topics through the AI Search Gaps feature. Each topic is placed in the topical hierarchy with a suggested level and parent topic. | Keywords Explorer generates keyword ideas and provides search volume, traffic potential, keyword difficulty, search intent, and SERP analysis. Content Gap finds keywords your competitors rank for but your site does not. |
| AI Search Gaps | Turn a buyer persona into realistic questions, ask ChatGPT, Google Gemini and Google AI Mode, then compare the topics in their responses with your research outline. Add relevant gaps to the structured topical hierarchy with a suggested level and parent topic. | Brand Radar tracks brand visibility and topics across AI search, but not based on your own brand and audience. |
| Topical maps and keyword clusters | Every topic sits at one of four levels, Pillar, Hub, Branch, or Resource, in an information architecture built from what actually ranks. Each one knows its level, its parent and its siblings, and that is what tells a content brief which pages to link to and what your score is measured across. | Cluster by Parent Topic groups keywords around a broader ranking opportunity in Keywords Explorer. It's a flat grouping with one level, not a four-level information architecture, so nothing tells a page which parent topic it sits under or which siblings it should link to. |
| Brand and audience | Brand Foundation holds positioning, USP, competitors, brand voice analyzed from your own writing samples, visual style, and Content Guide rules for terminology and compliance. Buyer personas add roles, pain points and objections. It's set once and inherited by research, maps, content briefs, article drafts, and images. | AI Content Helper's Brand Kit keeps writing consistent with a voice profile you set. It doesn't hold buyer personas, objections or terminology rules, and there's no map for that context to reach, so it governs tone rather than strategy. |
| Internal links and anchor text | Floyi maps define parent, sibling and subtopic relations, so every content brief carries internal-link targets with anchor text options. Write your own anchors or generate suggestions, and the Research tab tracks which links the article already uses. | Site Audit reports internal link issues and opportunities across pages you've already published. Nothing suggests link targets or anchor text before you write, because there's no content brief for that suggestion to live in. |
| Site architecture | Site Architecture plans service, location, industry, feature, integration, and category pages across four site types with more than 40 page types. It generates the URL hierarchy, service and location matrices and LocalBusiness schema, then exports to Excel, CSV or Google Sheets. | Site Audit reports on the pages you already have, but not the site architecture. |
| Knowledge Base | Upload your brand's documents, up to 2,000 on the Scale plan, organized into categories. Scope exactly which ones a content brief may draw on: all documents, a category, specific files, or none. Floyi grounds original angles in that evidence for content briefs and article drafts. When an angle needs proof you haven't supplied, the content brief flags a Blocked Opportunity and asks you for the data. Floyi won't invent the number. | AI Content Helper only offers a Brand Kit for writing consistency. There's no document library for the AI writer to draw on. |
| Content brief depth | Content briefs give your writer the audience, page goals, SERP and AI-source research, and internal-link targets. They identify key entities, claims competitors already cover, and an information gain pass against your Knowledge Base that surfaces original angles. Blocked Opportunities flag original angles that need your firsthand evidence. Dedicated outline templates support 24 content types. | AI Content Helper supports intent research, heading structure and writing assistance inside the editor. There's no consensus claims with a source count, no key entities, no angle grounded in documents you own, and no template for the content type you're writing. |
| Content editing and quality | The live content score updates from 0 to 100 as you write, checking weighted topic and entity coverage, natural term usage, heading structure, AI chunkability, and reading ease. The AI Writing Assistant edits inline to simplify, expand, shorten, fix grammar or optimize, all in your brand voice. Behind it, the Term Coverage Heatmap is a matrix of term and entity frequency per source, across 6 top-ranking SERP competitors and 3 AI engines: Google AI Overview, AI Mode, and ChatGPT, so you can see the terms each engine used to build its answer, not only the ones your competitors used. | AI Content Helper scores term coverage and supports content editing based on competitive research. There's no weighting between topic and entity coverage, no AI chunkability check, and no view of which terms came from AI engines versus your ranking competitors. |
| Page quality review | Use the Page Quality Scorecard to review relevance, content quality, information gain, next step, and trust and authorship. It cites passages from your article draft and checks whether you delivered the original contribution set out in the content brief. | AI Content Helper scores term coverage as you edit. They don't provide a separate whole-page quality judgment. |
| Schema markup and AI images | Auto-generates JSON-LD for Article, FAQ, HowTo, LocalBusiness, Organization, and BreadcrumbList with no AI credits. Entity schema connects the entities in your article to Wikipedia, Wikidata and Google Knowledge Graph identifiers. Brand-aligned AI images generate in the editor with suggested placements based on your brand visual style. | There's no schema generation and no in-editor image generation. |
| Content Audit and Organic Audit | Content Audit scans your live site against your topical map and tells you which pages to keep, improve, merge or delete, including the ones competing with each other and the topics you never covered. Organic Audit connects Google Search Console to the same map so you can see which topics earn clicks and which pages need a refresh. | There is no equivalent audit feature that scans and scores your pages against a topical map you defined. |
| Competitor comparison | The Competitor Matrix shows you, topic by topic across the whole map, which competitors rank, at what positions, the exact URLs they rank with, and their AI search status for AI Overviews, AI Mode, Gemini, and ChatGPT. The Topical Authority Scorecard adds a share of voice leaderboard, domain rankings and 7-day to 1-year trends across up to 10 tracked competitor domains. Content Audit puts your map side by side with a competitor's in the same shape, or recolors one map by who wins each topic. | Site Explorer and Content Gap compare domains and surface keywords competitors rank for that you don't, and Brand Radar tracks their AI visibility. The comparison runs on keywords and backlinks rather than on a topical map you defined, so there's no per-topic view of which competitor holds which position. |
| Authority and AI search | The Topical Authority Scorecard tracks Content, Market and AI Authority on your map, with Top 10 and Top 20 rankings, a share of voice leaderboard, up to 10 tracked competitor domains, and 7-day to 1-year trends. Silo Analysis marks each topic area Leading, Contested or Trailing, and the Authority Planner turns that into what to work on next. AIRS Analyzer adds an on-demand read of any query across nine AI engines and two SERPs, counting AI citations separately from organic rankings. | Brand Radar analyzes AI visibility alongside Ahrefs' keyword and backlink research, but doesn't offer the same level of topical authority tracking. |
| Article draft to publication | Publish directly to WordPress or GitHub, single or in bulk, with SEO metadata and optional JSON-LD. GitHub covers Astro, Next.js, Hugo and other static builds with custom frontmatter. Scores, maps, content briefs, and article drafts also export to Google Docs, DOCX, XLSX, CSV, and PDF. WordPress status syncs back to update your coverage records. | No equivalent publishing feature available. |
What Floyi Adds Beyond Keyword and Backlink Data
Research the Topics Your Brand Needs to Cover
Start with your Brand Foundation, buyer personas and core topic rather than a seed keyword. The research reflects what your buyers actually ask, and every topic it returns already has a place in the hierarchy. There's no need to sift through multiple variations of the same keyword or rebuild context when you turn the research into content briefs and article drafts.
Turn Each Topic Into an Article Your Team Can Produce
Set the audience and purpose for a topic in your topical map. Generate its content brief and article draft with that context in place. Return to the same topic to review published coverage and decide what needs work.
Check What Your Article Adds Before Publishing
Use the Page Quality Scorecard to check relevance, content quality, information gain, next step, and trust and authorship. It cites passages from your article draft and checks whether the article delivers the original contribution identified in your content brief.
Research a Topic and Turn It Into an Article Draft
Use Floyi to connect live topic research, a structured topical hierarchy and content production in one workflow.
A Practical Workflow
Start with your Brand Foundation, buyer personas and core topic in Floyi. Generate the topical outline, review the results, cluster the keywords with live SERP data and build the topical map.
Choose a topic and generate its content brief and article draft. Review page quality, publish directly to WordPress or GitHub and return to the Authority Planner to choose the next topic.

Floyi vs Ahrefs: Common Questions
Does Floyi Replace Ahrefs for Backlinks?
No. Floyi doesn't replace Ahrefs' proprietary backlink index. Floyi provides its own topical and keyword research, guided by your brand and audience, and connects that research to topical maps and content production.
Can You Use Floyi and Ahrefs Together?
Yes. Some Floyi customers also use Ahrefs for backlinks and selected keyword research. Floyi provides its own brand- and audience-led topical research, so you can research topics, build topical maps, generate content briefs and article drafts, and publish content within Floyi.
How Does Floyi Find Topics That Keywords Explorer Misses?
Keywords Explorer works from search volume and difficulty on keywords you already typed in. Floyi grounds topic generation in live Google Web and YouTube autocomplete first, then AI Search Gaps turns your buyer personas into realistic questions, asks ChatGPT, Google Gemini and Google AI Mode what they'd recommend, and adds the topics their answers surface that your research missed.
What Does Floyi's Live Score Check That AI Content Helper Doesn't?
Two things: entity weighting and AI chunkability. Term coverage tells you a word appeared. Weighting tells you whether the entities that actually matter to the topic showed up, and AI chunkability checks whether a passage is structured so an AI engine can lift it cleanly into an answer. Neither shows up in AI Content Helper's score, and the live score updates from 0 to 100 as you write both of them in, alongside heading structure and reading ease.
Is Ahrefs' Cluster by Parent Topic the Same as a Floyi Topical Map?
No. Cluster by Parent Topic in Ahrefs Keywords Explorer groups related keyword opportunities. In Floyi, build a structured topical hierarchy with Pillar, Hub, Branch, and Resource levels. Each topic connects to your audience context, content brief, article draft, internal links, and authority priorities so your team can turn the topical map into published content.
Build the Floyi Topical Research Workflow
Sources for These Ahrefs Capabilities
Every Ahrefs capability on this page was checked against its own documentation and product pages in September 2026. Features and plan limits change, so confirm the current details with the vendor.
- Ahrefs: Parent Topic clustering
- Ahrefs: AI Content Helper
- Ahrefs: Brand Radar
The Rest of the Closed Loop
Most tools have a brand kit, applied as an input at the moment something gets written. In Floyi, Brand Foundation and the Knowledge Base are the source everything else reads from, so topical research, the map, content briefs, article drafts, images, and the authority score all work from the same positioning, personas, rules, and evidence. That's the loop, and it's the part a feature-by-feature table can't show.
One Brand Foundation
Positioning, voice, Content Guide rules, and buyer personas are set once, then inherited by research, maps, content briefs, article drafts, and images without being restated.
Workspaces and Teams
A separate brand workspace per client, with role-based access and a shared credit pool across the team.
Knowledge Base
Up to 2,000 documents on the Scale plan, organized by category and scoped per content brief, so original angles are grounded in your evidence instead of invented.
Local and Multi-Location
Content briefs and article drafts built for service pages, location pages and service-area landing pages, with NAP consistency and local schema.
Developer API and MCP Server
A REST API across the whole pipeline, plus an MCP server so an AI assistant drives the real Floyi rather than a copy of it.
Client-Ready Exports
Authority scores, coverage data, maps, content briefs, and article drafts export to XLSX, DOCX, CSV, PDF, and Google Docs.
The Floyi Tools in This Comparison
Each one sits behind a row in the table above, from topical mapping through publishing.
Topical Maps
Turn SERP clusters into a four-level topical map that doubles as your content plan.
Briefs & Drafts
Turn any topic into a SERP-grounded content brief and a writer-ready article draft.
Content Plans
Turn your topical map into a ranked publishing queue, with an owner for each topic.
Topical Authority
Track your Topical Authority Score, coverage, and presence in AI Overviews, AI Mode, Gemini, and ChatGPT.
Content Editor & Optimizer
Real-time content scoring, page quality review, competitor benchmarking, and term coverage.
AI Writing Assistant
Edit inline with SEO entity guidance, grammar fixes, and rewrite suggestions.
Topical Audit
Reverse-engineer any website's topical structure and find its authority gaps.
Site Architecture
Plan hundreds of pages at once, with a clean URL hierarchy for every page type.
Compare Floyi With Other Tools
See how Floyi compares with other SEO, content optimization and AI search platforms.
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Read comparison →Floyi vs Surfer SEO
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Read comparison →Floyi vs MarketMuse
Set the strategy once for the brand, then let every topic inherit it through the content brief and article draft.
Read comparison →Build a Topical Map From Your Brand and Audience
Find the topics your buyers care about, then turn the research into content briefs and article drafts.
