Analyze AI - AI Search Analytics Platform

7 Ways to Compare Websites (+ Competitor Analysis Tools to Use)

Written by

Ernest Bogore

Ernest Bogore

CEO

Reviewed by

Ibrahim Litinine

Ibrahim Litinine

Content Marketing Expert

7 Ways to Compare Websites (+ Competitor Analysis Tools to Use)

Two websites can show the same traffic trend, rank for the same keywords, and even share backlinks—yet one quietly compounds results while the other stalls. That difference doesn’t come from better tools or more data. It comes from what you choose to compare, and why.

  • You compare competitors and spot differences, but those differences don’t explain outcomes.

  • You present benchmarks that look rigorous, yet they don’t survive a single follow-up question.

  • You sense an advantage somewhere—structure, intent, authority—but can’t isolate it with confidence.

We broke down the most common ways teams compare websites, tested the tools behind each method, and filtered everything through one rule: does this comparison explain why a site wins, or does it just describe what’s visible? You’ll see seven comparison methods, what each one actually reveals, where it misleads, and which tools are worth using depending on the question you’re trying to answer—from demand and authority to paid intent and AI-driven discovery.

Table of Contents

TL;DR

Comparison method

What it helps you answer

Best tools to use

Biggest watch-out

Compare organic traffic

Who captures existing search demand, and whether growth is durable or fragile

Semrush, Similarweb, Ahrefs, Google Search Console, GA4

Third-party traffic numbers are estimates, so trends matter more than exact totals

Compare paid visibility

Which competitors pay to intercept high-intent demand, and which queries likely convert

Google Ads Auction Insights, SpyFu, iSpionage, Adbeat

Paid presence signals intent, but it does not prove profitability or ROI

Compare keyword ownership and overlap

Who owns the queries that matter, where gaps exist, and who competes for the same intent

SE Ranking, Semrush, LowFruits, Ahrefs

Overlap can create false rivalry unless you filter for high-intent terms

Compare backlink profiles

Where authority comes from, how sustainable it is, and which pages attract trust

Ahrefs, Majestic, Semrush, SE Ranking

Link counts mislead, so you must prioritize relevance, diversity, and authority sources

Compare site structure

Whether structure helps content get discovered, understood, and supported through internal links

Screaming Frog, Sitebulb, Visual Site Mapper, GlooMaps

Structure is a multiplier, so weak content or weak authority still limits results

Compare content performance

Which pages engage and convert, and which topics actually move outcomes

GA4, Google Search Console, Hotjar, Outrank

Engagement signals can mislead without clear goals and conversion tracking

Compare visibility in AI answers

Who gets referenced inside AI answers, across engines, before a click ever happens

Analyze AI, Profound, Peec AI, Otterly AI

AI visibility can look strong without traffic, so tie mentions to outcomes whenever possible

Compare organic traffic

compare websites

What this comparison actually tells you

  • Who captures existing search demand in your category, because organic visits reflect how often searchers choose a site from non-paid results.

  • Whether performance is driven by a few “hero” pages or broad coverage, because traffic concentration reveals how fragile the acquisition engine really is.

  • Which topics and intents your competitor wins repeatedly, because consistent traffic usually follows consistent keyword ownership and content usefulness.

  • How stable the growth engine is across months, because trend lines expose volatility that one-month snapshots always hide.

  • Momentum, seasonality, and growth direction—not just size, because the story sits in the curve, not the number.

What this comparison does not tell you on its own

website comparison

Organic traffic growth and durable organic traffic are not the same thing, and confusing the two is where many comparisons break down. A site can grow quickly by riding one breakout page, one branded query, or one temporary trend, yet remain fragile once conditions change. 

Durable traffic shows a different pattern: demand spread across many pages, steady growth across related topics, and resilience during updates or seasonal shifts. When you compare sites, the real signal is not how fast traffic rises, but how well that traffic holds when pressure increases. That distinction often explains why some competitors keep winning long after their visible tactics look copied.

Where teams go wrong

Teams often treat organic traffic like a scoreboard, then they argue about who is “bigger” instead of asking what changed and why it changed. That habit creates false confidence, because a single month can hide seasonality, brand spikes, migrations, algorithm shifts, and campaign spillover from other channels. 

The better approach starts with trends and deltas, then uses keyword and page-level evidence to explain the gap. Obsessing over totals instead of change over time turns competitive analysis into noise.

Best tools for this comparison

Tool

What you can compare

Strengths

Watch-outs

Semrush

Estimated organic traffic, trend lines, channel split

Strong competitive benchmarking and easy multi-domain views

Estimates vary by niche and country coverage

Ahrefs

Estimated organic traffic, top pages, traffic value, keyword drivers

Excellent SEO context around traffic drivers and pages

Modeled data, best used directionally

Similarweb

Total traffic and sources, geography, engagement context

Strong market-level benchmarking and channel context

Less keyword-centric than SEO suites

Google Search Console

Your verified organic clicks and impressions

Ground truth for your site, ideal for validation

Only covers verified properties

GA4

Organic sessions and downstream behavior

Connects acquisition to outcomes and conversions

Attribution choices affect interpretation

When this method is most useful

  • When you need a clear view of competitive position, especially before committing resources to content or technical work.

  • When you want to detect momentum shifts early, because traffic trends move before rankings stabilize.

  • When you need to prioritize competitors that actually matter, because traffic share reveals who captures real demand.

  • When you must explain performance gaps with confidence, because trend-based narratives travel better than isolated metrics.

Takeaway

Compare organic traffic to understand demand capture and growth direction, then use keywords and pages to explain the gap, because the insight lives in the “why,” not the headline number.

Compare paid visibility to understand intent capture

competitor website analysis

What this comparison actually tells you

  • Which competitors are paying to intercept demand, because ad spend concentrates around searches that signal readiness to act.

  • What intent competitors value most, because bidding patterns reveal whether they prioritize transactional, commercial, or defensive queries.

  • How aggressively competitors compete for attention, because impression share and top-of-page presence expose budget commitment and urgency.

  • Where messaging is shaped by pressure, because ad copy and extensions evolve fastest on high-value searches.

  • Why some keywords matter more than traffic suggests, because paid auctions surface intent that organic signals often understate.

What this comparison does not tell you on its own

Paid visibility shows where money flows, not whether that spend produces profit. A competitor can dominate auctions while bleeding budget, masking weak unit economics or poor landing experiences. Paid data also cannot explain organic durability or brand preference, because ads buy presence rather than trust. Without pairing paid insights with conversion quality and downstream outcomes, intent capture can be mistaken for success.

Where teams go wrong

Teams often read paid presence as proof of superiority, then mirror bids without understanding intent hierarchy. That approach inflates costs and blurs strategy, because not every paid keyword deserves equal attention. 

A sharper approach isolates where competitors defend revenue terms, tests selective coverage, and studies copy differences that reflect true buyer objections. Treating paid visibility as a signal, not a mandate, keeps spend disciplined.

Best tools for this comparison

Tool

What you can compare

Strengths

Watch-outs

Google Ads Auction Insights

Impression share, overlap, outranking

Ground-truth competitive auction data

Limited to accounts and auctions you enter

SpyFu

Paid keywords, ad history, spend signals

Clear visibility into competitor bidding patterns

Spend estimates are directional

iSpionage

Paid keyword overlap, landing pages, messaging

Strong focus on intent and copy evolution

Narrower coverage in some regions

Adbeat

Display and paid creatives, messaging trends

Useful for creative and offer analysis

Less focused on search-only intent

When this method is most useful

  • When evaluating high-intent keywords, because paid auctions reveal where buyers convert.

  • When organic rankings lag on commercial terms, because paid presence can bridge intent gaps.

  • When competitors suddenly increase spend, because shifts often signal revenue pressure or opportunity.

  • When refining offers and copy, because paid messaging reflects what resonates under competition.

Takeaway

Paid visibility exposes where intent is strongest, because advertisers spend where clicks are closest to action.

Compare keyword ownership and overlap

website benchmarking

What this comparison actually tells you

  • Which sites compete for the same demand, because overlapping keywords reveal who shows up for identical search intents.

  • Who owns the queries that matter, because consistent top positions across valuable terms translate into reliable traffic capture.

  • Whether visibility is shallow or defensible, because broad ownership across related terms is harder to displace than isolated rankings.

  • Where demand concentrates inside the category, because high-intent overlap exposes the queries that drive outcomes, not just impressions.

  • Who owns demand—not just who ranks today, because ownership reflects repeat visibility, not temporary placement.

What this comparison does not tell you on its own

Keyword overlap can signal competition without explaining strength, and that distinction matters more than it first appears. Two sites may share hundreds of keywords while capturing very different levels of traffic, simply because one owns the highest-intent positions while the other sits at the margins. Overlap also fails to explain why a competitor wins those terms, whether through content depth, authority, internal linking, or brand pull. Without layering traffic, pages, and intent, overlap alone risks exaggerating rivalry or understating real threats.

Where teams go wrong

Teams often treat keyword overlap as a checklist, then rush to fill gaps without asking whether those terms represent real demand. That approach leads to content built around volume instead of intent, where dozens of low-impact keywords dilute focus and resources. A stronger approach isolates overlap on high-intent queries first, then examines which pages consistently capture clicks. Chasing overlap without prioritization turns keyword research into activity rather than strategy.

Best tools for this comparison

Tool

What you can compare

Strengths

Watch-outs

SE Ranking

Keyword overlap, rank distribution, gap analysis

Clear visuals and accessible competitor views

Less depth on intent classification

Semrush

Keyword gaps, intent data, competitor discovery

Powerful gap analysis at scale

Can overemphasize volume without refinement

LowFruits

Competitor keywords and opportunity discovery

Helpful for spotting easier entry points

Narrower scope than full SEO suites

Ahrefs

Shared keywords, content gaps, top pages

Strong page-level and SERP context

Requires filtering to reduce noise

When this method is most useful

  • When you need to identify true SEO competitors, because overlap reveals who fights for the same searches.

  • When traffic gaps feel unclear, because ownership shows which queries actually drive visits.

  • When planning content expansion, because gaps surface demand you have not addressed.

  • When prioritizing keywords that influence outcomes, because high-intent overlap separates strategic terms from background noise.

Takeaway

Keyword overlap shows where competition exists, while keyword ownership reveals who consistently captures demand that matters.

compare competitor sites, backlink

What this comparison actually tells you

  • Which competitors earn real authority, because links from trusted and relevant domains carry more weight than volume ever will.

  • Where that authority comes from, because source patterns reveal whether links are earned editorially, placed strategically, or accumulated passively.

  • Which pages act as authority magnets, because link concentration shows what content the market considers reference-worthy.

  • How sustainable a competitor’s authority really is, because steady link growth signals trust while sudden spikes often fade.

  • Why authority compounds for some sites and stalls for others, because diversity and relevance matter more than raw accumulation.

What this comparison does not tell you on its own

A backlink profile can suggest authority without explaining how that authority translates into rankings or traffic. Two sites may show similar authority scores while performing very differently, simply because one aligns links with strong content and internal structure while the other does not. Backlink analysis also cannot reveal intent alignment, content usefulness, or engagement outcomes. Without pairing links with pages, keywords, and performance data, authority risks becoming an abstract score instead of an actionable signal.

Where teams go wrong

Many teams reduce backlink analysis to a numbers game, then chase link volume instead of influence. That mindset leads to replicating low-impact tactics, such as directory submissions or generic guest posts, while ignoring the sources that actually move trust. A better approach focuses on where competitors earn their strongest endorsements and why those endorsements exist. Counting links without context turns authority into vanity rather than leverage.

Best tools for this comparison

Tool

What you can compare

Strengths

Watch-outs

Ahrefs

Referring domains, authority signals, top linked pages

Deep link index and strong page-level insight

Requires filtering to avoid low-value links

Majestic

Trust Flow, Citation Flow, link neighborhood

Clear separation between trust and volume

Less intuitive for beginners

Semrush

Backlink sources, authority score, anchor patterns

Balanced view of authority and growth trends

Authority metrics are directional, not absolute

SE Ranking

Referring domains, link growth, competitor gaps

Clean visuals and accessible reporting

Smaller link index than enterprise tools

When this method is most useful

  • When rankings plateau despite content investment, because authority gaps often explain stalled growth.

  • When competitors outrank you with similar content, because backlink quality reveals hidden trust differences.

  • When planning link-building strategy, because source patterns guide effort toward influence, not volume.

  • When assessing competitive durability, because diversified authority survives updates better than inflated profiles.

Takeaway

Backlink profile comparison works when it explains why a site is trusted, not just how many links it has, because durable authority is built through relevance, diversity, and earned endorsement—not accumulation.

Compare site structure to uncover hidden advantages

competitive website research, site structure

What this comparison actually tells you

  • How efficiently search engines can discover and process content, because clean hierarchies reduce crawl friction and improve index coverage.

  • Which competitors make their content easier to understand, because clear structure signals how topics relate without relying on keywords alone.

  • Where authority flows inside the site, because internal links determine which pages receive ranking strength and which remain isolated.

  • How users are guided through information and actions, because structure shapes navigation paths long before copy or design influence decisions.

  • Why similar content performs differently across sites, because structure often amplifies or suppresses otherwise comparable pages.

What this comparison does not tell you on its own

A well-organized site does not guarantee strong rankings or engagement if content and authority are weak. Structure shows how efficiently value can move through a site, but it cannot explain whether that value exists in the first place. Two competitors may share similar architectures while achieving very different outcomes due to intent alignment, content quality, or brand trust. Without pairing structure with keywords, links, and engagement, architecture remains a multiplier rather than a root cause.

Where teams go wrong

Teams often treat site structure as a one-time technical task, then stop revisiting it as the site grows. That mindset leads to bloated hierarchies, orphaned pages, and navigation patterns that reflect internal organization rather than user intent. A stronger approach studies how competitors group topics, surface key pages, and distribute internal links over time. Ignoring structure turns content investment into diminishing returns instead of compounding advantage.

Best tools for this comparison

Tool

What you can compare

Strengths

Watch-outs

Screaming Frog

Crawl depth, internal links, orphaned pages

Deep technical insight and flexible crawling

Requires interpretation to prioritize fixes

Sitebulb

Architecture visualization, link flow, UX signals

Clear diagrams and actionable explanations

Slower on very large sites

Visual Site Mapper

Navigation hierarchy and page relationships

Simple visual overview of structure

Limited SEO diagnostics

GlooMaps

Conceptual structure and hierarchy planning

Useful for competitive structure modeling

Not a crawler, relies on manual input

When this method is most useful

  • When content grows faster than performance, because structure often becomes the hidden bottleneck.

  • When competitors outrank you with similar content, because internal organization may explain the gap.

  • When planning a redesign or migration, because structure choices lock in long-term outcomes.

  • When scaling topical authority, because clustering and link flow determine how expertise is interpreted.

Takeaway

Site structure exposes advantages that metrics miss, because organization determines how effectively content, authority, and users move through a site.

Compare content performance, not content volume

website performance comparison

What this comparison actually tells you

  • Which content earns attention rather than just impressions, because engagement signals reveal whether pages satisfy intent instead of merely attracting clicks.

  • How effectively content supports business goals, because performance connects pages to outcomes such as leads, sign-ups, or revenue influence.

  • Which topics resonate most with your audience, because consistent engagement patterns expose what readers actually value.

  • Where effort compounds and where it stalls, because a small set of high-performing pages often drives a disproportionate share of results.

  • Why some competitors win with less content, because effectiveness beats output when intent alignment is strong.

What this comparison does not tell you on its own

Strong performance metrics do not automatically explain why content succeeds or how easily it can be replicated. A page may convert well due to brand trust, timing, or distribution rather than superior structure or messaging. Performance data also cannot reveal missed demand, because it only reflects how existing content behaves once users arrive. Without pairing performance with keywords, structure, and acquisition data, results risk being misattributed to the wrong cause.

Where teams go wrong

Teams often equate publishing cadence with progress, then justify volume by pointing to isolated traffic spikes. That approach creates bloated libraries where most pages compete internally and dilute focus. A more effective strategy starts by identifying which pages consistently engage and convert, then scaling the patterns behind those results. Measuring output instead of impact turns content into maintenance work rather than a growth lever.

Best tools for this comparison

Tool

What you can compare

Strengths

Watch-outs

Google Analytics (GA4)

Engagement, conversions, content paths

Direct connection between content and outcomes

Requires clear goal configuration

Google Search Console

Page clicks, impressions, query alignment

Strong intent and performance signals from search

Limited engagement depth

Hotjar

Scroll depth, behavior maps, interaction patterns

Reveals how users actually consume content

Qualitative, not competitive

Outrank

Content performance tied to goals

Focused on outcome-driven analysis

Narrower ecosystem than analytics suites

When this method is most useful

  • When publishing volume increases but results plateau, because performance reveals where effort stops paying off.

  • When deciding what to update, merge, or remove, because engagement shows which pages deserve further investment.

  • When aligning content with revenue goals, because conversion data exposes which topics influence outcomes.

  • When benchmarking content quality internally, because performance highlights standards worth repeating.

Takeaway

Content performance shows what actually works, because impact comes from engagement and outcomes, not from how much content exists.

Compare visibility in AI answers, not just search results

SEO competitor analysis

What this comparison actually tells you

  • Which brands AI engines trust enough to reference, because mentions and citations signal relevance beyond rankings.

  • How often your content becomes the answer, because AI responses synthesize sources before users ever see links.

  • Where competitors shape narratives, because presence inside answers influences perception even without clicks.

  • Which platforms favor which sources, because visibility can vary across ChatGPT, Gemini, Perplexity, and similar engines.

  • Why traditional SEO success does not guarantee AI presence, because AI engines evaluate usefulness and coherence differently.

What this comparison does not tell you on its own

AI visibility shows influence, not immediate traffic or conversions. A brand may be cited frequently while sending few clicks, especially when answers satisfy intent directly. AI mentions also cannot explain why a source was chosen, whether due to topical authority, clarity, freshness, or narrative fit. Without connecting AI presence to downstream outcomes, visibility risks being mistaken for impact.

Where teams go wrong

Teams often assume strong rankings translate automatically into AI mentions, then wait for visibility to appear on its own. That assumption overlooks how AI engines prioritize synthesis, clarity, and coverage across related prompts. Another common mistake treats AI visibility as a novelty metric rather than a discovery layer that precedes clicks and engagement. Treating AI answers as an extension of search, not a replacement, keeps strategy grounded.

Best tools for this comparison

Tool

What you can compare

Strengths

Watch-outs

Analyze AI

AI answer mentions, citations, prompt-level visibility, competitor share

Purpose-built for tracking AI visibility and linking it to outcomes

Tailored primarily for SMBs 

Profound

Brand mentions and citations across AI engines

Strong enterprise-grade monitoring

Heavier setup and higher cost

Peec AI

AI search presence and brand mentions

Simple visibility snapshots

Less depth on attribution

Otterly AI

Monitoring of AI answer mentions

Lightweight and accessible

Limited competitive context

When this method is most useful

  • When organic traffic plateaus despite solid rankings, because AI answers may intercept discovery.

  • When competitors appear in AI tools before search clicks, because influence now happens earlier.

  • When content aims to educate or guide decisions, because AI engines often summarize these topics.

  • When measuring brand authority beyond clicks, because AI mentions reflect trust and relevance.

Takeaway

Comparing visibility in AI answers shows who influences discovery before the click, because AI engines increasingly decide which voices users hear first.

Tracking AI visibility only matters if you can compare it across competitors and tie it back to real outcomes. That’s where Analyze AI stands out, because it treats AI search visibility as a measurable discovery layer, not a novelty metric.

Analyze AI: The best way to compare competitors in AI search (and prove what that visibility is worth)

website traffic comparison, Analyze

Analyze AI is not a traditional competitor analysis suite. Tools in that category typically focus on broad signals like pricing changes, product launches, positioning updates, ads, and market activity. Analyze AI focuses on the competitive layer that now shapes buyer perception earlier than a click: how you and your competitors show up inside AI answer engines, and whether that visibility translates into measurable business outcomes.

Analyze AI is built to compare competitors where the buying journey increasingly starts: inside prompts and answers. You can track prompt-level visibility across ChatGPT, Perplexity, Claude, Copilot, and Gemini, see which competitors appear alongside you, and understand how sentiment and positioning shift over time. You also get prompt suggestions through our prompt suggestion feature, so you are not guessing what to track—you can focus on the commercial prompts buyers actually use.

Analyze AI goes further by connecting that competitive visibility to what happens next on your site. The platform shows which answer engines send sessions to your site (Discover), which pages those visitors land on, what actions they take, and how much revenue they influence (Monitor). Instead of debating whether “AI search visibility” matters, you can compare competitors and quantify what is driving conversions, assisted revenue, and ROI by referrer. 

From there, Analyze AI helps you act. You can prioritize improvements that raise performance on the prompts that matter and strengthen the pages that actually convert AI traffic (Improve). You can also monitor broader market movement—brand sentiment, narrative shifts, and competitive positioning—so you notice when competitors start winning the conversation and respond before it shows up in pipeline (Govern).

Your team stops guessing which engines deserve investment and starts proving where competitors are winning inside AI answers, which prompts drive pipeline, and which actions move revenue.

Key Analyze AI features

  • See actual AI referral traffic by engine and track trends that reveal where visibility grows and where it stalls.

  • See the pages that receive that traffic with the originating model, the landing path, and the conversions those visits drive.

  • Track prompt-level visibility and sentiment across major LLMs to understand how models talk about your brand and competitors.

  • Audit model citations and sources to identify which domains shape answers and where your own coverage must improve.

  • Surface opportunities and competitive gaps that prioritize actions by potential impact, not vanity metrics.

Here are in more details how Analyze AI works:

See actual traffic from AI engines, not just mentions

content gap analysis

Analyze AI attributes every session from answer engines to its specific source—Perplexity, Claude, ChatGPT, Copilot, or Gemini. You see session volume by engine, trends over six months, and what percentage of your total traffic comes from AI referrers. When ChatGPT sends 248 sessions but Perplexity sends 142, you know exactly where to focus optimization work.

compare website metrics

Know which pages convert AI traffic and optimize where revenue moves

digital competitor analysis

Most tools stop at "your brand was mentioned." Analyze AI shows you the complete journey from AI answer to landing page to conversion, so you optimize pages that drive revenue instead of chasing visibility that goes nowhere.

The platform shows which landing pages receive AI referrals, which engine sent each session, and what conversion events those visits trigger. 

For instance, when your product comparison page gets 50 sessions from Perplexity and converts 12% to trials, while an old blog post gets 40 sessions from ChatGPT with zero conversions, you know exactly what to strengthen and what to deprioritize.

Track the exact prompts buyers use and see where you're winning or losing

website feature comparison

Analyze AI monitors specific prompts across all major LLMs—"best Salesforce alternatives for medium businesses," "top customer service software for mid-sized companies in 2026," "marketing automation tools for e-commerce sites." 

UX comparison websites, citation

For each prompt, you see your brand's visibility percentage, position relative to competitors, and sentiment score.

You can also see which competitors appear alongside you, how your position changes daily, and whether sentiment is improving or declining.

website audit comparison

Don’t know which prompts to track? No worries. Analyze AI has a prompt suggestion feature that suggests the actual bottom of the funnel prompts you should keep your eyes on.

Audit which sources models trust and build authority where it matters

online competitor tools

Analyze AI reveals exactly which domains and URLs models cite when answering questions in your category. 

You can see, for instance, that Creatio gets mentioned because Salesforce.com's comparison pages rank consistently, or that IssueTrack appears because three specific review sites cite them repeatedly. 

website analytics comparison, URL

Analyze AI shows usage count per source, which models reference each domain, and when those citations first appeared.

SERP competitor analysis

Citation visibility matters because it shows you where to invest. Instead of generic link building, you target the specific sources that shape AI answers in your category. You strengthen relationships with domains that models already trust, create content that fills gaps in their coverage, and track whether your citation frequency increases after each initiative.

Prioritize opportunities and close competitive gaps

market competitor research

Analyze AI surfaces opportunities based on omissions, weak coverage, rising prompts, and unfavorable sentiment, then pairs each with recommended actions that reflect likely impact and required effort. 

For instance, you can run a weekly triage that selects a small set of moves—reinforce a page that nearly wins an important prompt, publish a focused explainer to address a negative narrative, or execute a targeted citation plan for a stubborn head term. 

Tie AI visibility toqualified demand.

Measure the prompts and engines that drive real traffic, conversions, and revenue.

Covers ChatGPT, Perplexity, Claude, Copilot, Gemini

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