TL;DR RankScale is an analytics-first AI visibility platform with 17+ engines, hourly monitoring, and an entry plan at $20/month. Built to report what’s happening across the AI search layer — deep credit-based monitoring, rule-based page audits, Looker Studio export.

Wellows is a workflow-first AI Visibility Platform with 5 engines, daily monitoring, and an entry plan at $37/domain/month. Built to tell you what to do next — Outreach Opportunities, Content Generation, Performance History, and a cannibalization-aware Content Optimization feature, all bundled.

They look like competitors. They solve two different jobs. This piece walks through brand visibility tracking, prompt monitoring, citation analysis, sentiment, dashboards, pricing, and the Content Optimization difference — and gives you a four-question decision to pick.

The category is splitting in two

AI visibility tools split on one question: do you want a tool that measures your brand’s presence on ChatGPT, Gemini, and Perplexity, or one that helps you act on it?

RankScale and Wellows are clean examples of the two answers.

RankScale, founded by Mathias Ptacek (CEO) and Patrick Schmid (Co-Founder, CMO) in Austria, started as a 2024 beta and incorporated as Rankscale GmbH in July 2025. The platform is built around deep monitoring — 17+ AI engines tracked, 94+ technical checkpoints in page audits, clean Looker Studio export. Analytics first, recommendations second.

Wellows, founded by Masab Gadit, is an AI Visibility Platform built around workflow. It tracks five engines, but pairs every visibility metric with an action — a content opportunity, an outreach target, a specific section to rewrite.


The frame I’m using throughout this piece: RankScale is built to report. Wellows is built to act. That’s not a judgment about which one is better — it’s a judgment about which one matches the job you’re doing.

Both tools are legitimate. They serve different buyers. The comparison below walks through each major capability head-to-head, then ends with a four-question decision.

Did you know?

Wellows’s own research, analyzing 485,000+ ChatGPT citations across 38,000+ unique domains and 7,785 queries (captured through KIVA, Wellows’ AI Writing Agent), found that the top 50 most-cited domains capture only 48% of all citations — 52% goes to long-tail niche sites. Authority alone doesn’t predict citation. Structure does.

What both platforms actually do

Before pulling them apart, what they share. Both tools:

  • Track brand mentions and citations across ChatGPT, Perplexity, Gemini, and Google AI Overviews
  • Compare your brand against competitors on visibility and citation share
  • Run sentiment analysis on the language AI engines use about your brand
  • Surface which sources influence AI responses for your tracked topics
  • Offer trials — Wellows has a 7-day trial across all plans; RankScale offers a free no-registration audit plus a Pro trial
  • Are used by agencies and in-house teams across markets

That’s the shared baseline. The differences show up in how each capability is built and what you can do with the output.

Brand visibility tracking

Both platforms surface a Brand Visibility Score and let you trend it against competitors. The mechanics differ.

RankScale’s approach

RankScale’s AI Rank Tracker measures visibility as share of citations for your tracked search terms across selected engines. The dashboard tracks visibility percentage, stability/volatility per term, and competitor benchmarking across the same prompt set. Real-time analytics, performance trends, and engine-level breakdowns are all native.

Rankscale dashboard

Rankscale dashboard

Visibility data feeds three views — Brand Share by Citation Mentions, Brand Share by Unique URLs, and Brand Share by Unique Domains. The three-cut view is useful when your brand has high mention frequency but low URL diversity (or vice versa) — you see exactly which dimension is moving.

Wellows’s approach

Wellows opens on an Overview Dashboard that’s structured as a nine-widget command center. The headline is the same — Brand Visibility Score, defined as “what percentage of total citations your brand receives compared to competitors” — but the surrounding widgets are workflow-shaped.

The dashboard pairs the score with:

  • Citation Volume by Competitor (ranked bar chart)
  • Brand Visibility Across LLMs (matrix showing your percentage on each engine versus each competitor)
  • Brand vs Competitors by Topic (radar chart with AI-written commentary)
  • Top Cited Prompts
  • Outreach + Content Opportunities previews.

The dashboard refreshes every 24 hours.

Wellows Dashboard

Wellows Dashboard

There’s also a Quick Wins feed pinned to the top-right — an AI-generated, prioritized stack of actions you can take right now (Content Creation Opportunity, Missed Authority Opportunity, System Monitoring State). The framing on the product side: open Wellows for 60 seconds a day, and it tells you the next move.


The split shows up here clearly. RankScale’s visibility view is built to be read — three brand-share cuts, stability metrics, configurable export. Wellows’s visibility view is built to be acted on — every widget pairs a metric with a queued action.

Prompt tracking and monitoring

This is where the credit-based vs per-domain pricing models start to matter in practice.

RankScale’s prompt tracking

RankScale uses credit-based monitoring. You define search terms (called prompts in the product), pick engines, and choose a schedule — hourly, daily, weekly, or monthly, optionally with bi-cadence. Each engine query consumes a fraction of a credit.

Most GUI engines (ChatGPT, Gemini, Perplexity, AI Mode) cost about 0.25 credits per query. AI Overviews and DeepSeek cost 1.0. Claude costs 2.0 — an 8× difference from ChatGPT that meaningfully changes monthly planning if you track multiple engines.

Search terms themselves are unlimited on every plan — execution is gated only by credit consumption. Credits roll over up to 2× on Pro and 3× on Growth and Enterprise. Essentials ($20) has no rollover.

For research, RankScale ships an exclusively licensed Prompt Decoding methodology (developed by Hanns Kronenberg) that estimates which prompts are gaining or losing volume in your category — based on internal model simulations rather than user tracking. The method was independently validated in the OpenAI/Harvard study on ChatGPT usage (NBER Working Paper 34255).

Wellows’s prompt tracking

Wellows uses per-domain fixed allocations. You connect a domain, pick a region, and the platform auto-identifies your industry and competitors. You finalize your tracked prompts (or pull them from Google Search Console), and Wellows runs monitoring daily across your chosen engines.

Prompt counts are fixed per plan — 40 (Lite), 100 (Essential), 400 (Starter), 1,000 (Pro). No credit math, no engine-level cost differences. Every prompt runs daily on every engine your plan covers.

The Tracked Queries view shows your full prompt set with filters for Topic, Intent (Informational, Commercial, Navigational, Transactional), Mention Type (Explicit vs Implicit), and Sentiment. Each row shows the citation count, citation score, sentiment distribution, and mention type breakdown for that prompt.

A separate Response tab shows every AI response generated for every tracked prompt across every engine — with the key metric being Brand Mentioned vs Brand Not Mentioned. That ratio is the operational gap the rest of the product is built to close.

Prompt tracking question RankScale Wellows
Pricing unit Credits (consumed per engine query) Fixed prompt allocation per plan
Search terms / prompts allowed Unlimited — execution gated by credits 40 / 100 / 400 / 1,000 by tier
Scheduling cadence Hourly to monthly (configurable) Daily (fixed)
Engine cost varies? Yes — Claude is 8× ChatGPT No — flat per plan
Prompt research methodology Prompt Decoding (licensed, model-internal simulation) Topic Intelligence Mapping + GSC pull
Per-prompt filter dimensions Topic, engine, region, stability Topic, intent, mention type, sentiment

The shape of the trade-off: RankScale gives you flexibility (hourly tracking, unlimited prompts, per-engine choice) at the cost of planning complexity. Wellows gives you predictability (daily, fixed counts, all engines on covered plans) at the cost of cadence options.

Citation analysis: explicit, implicit, source authority

Both platforms track which sources AI engines cite. The granularity and the framing differ.

RankScale’s citation analysis

RankScale’s Citation & Pattern Analysis dashboard surfaces Top 20 Citations by Domain (stacked by URL), Monthly Mentions by Top Domain (trend over time), Citation Category Distribution, and Brand Share across three dimensions: mentions, unique URLs, unique domains.

The platform tracks citation volume (total times your brand is cited across 17+ engines), citation attribution (whether the AI provides a link or just references your domain), and sentiment context surrounding each citation. You can click any domain bar to filter the view and drill into who’s being cited for your specific topics.

The output is structured for reporting — clean breakdowns, exportable, and built to defend in a client deck.

Wellows’s citation analysis

Wellows distinguishes between Explicit Citations (the AI includes a direct link or brand name in its answer) and Implicit Citations (the AI uses a source page that talks about a competitor or topic — your brand could have been included but wasn’t). Both are tracked as first-class metrics on every plan.

The split shows up across the product. The Overview dashboard shows your Explicit/Implicit ratio (e.g., 78.64% explicit, 21.36% implicit). The Tracked Queries view lets you filter by Mention Type. Performance History shows daily movement in explicit and implicit counts separately.

But the distinction does real work in the Outreach module. Wellows surfaces an Implicit Wins Table — third-party pages that AI engines currently cite for your tracked queries, but where your brand isn’t mentioned. Each row includes the domain, the exact URL, Domain Authority, citation impact, and verified contact emails with confidence scores. There’s a Connect-for-Mention workflow that auto-fetches contact details and generates a personalized outreach email.

The framing on Wellows’s side: explicit citations are downstream of work you’ve already done; implicit citations are the citation gaps you can still close by getting on a page someone else already wrote.


Different default questions. RankScale asks “which domains win citation share, and how is that distributed?” Wellows asks “which third-party pages are citing my competitors but not me, and who do I email to fix that?”

Sentiment, competitors, and dashboards

The remaining shared capabilities — quick comparisons on each.

Sentiment analysis

Both platforms run sentiment analysis on AI-generated answers about your brand.

RankScale offers deep sentiment analysis broken down by brand, topic, and model — designed to inform brand reputation work over time.

Wellows includes Brand Sentiment Analysis on every plan, surfaced at the citation level (Positive / Neutral / Negative percentages per prompt) and aggregated on the dashboard. The Citation Sentiment Distribution widget on the Overview shows the sentiment split across your full tracked prompt set.

Competitor benchmarking

RankScale auto-identifies competitors and benchmarks them on the same metrics as your brand — visibility, citation share, sentiment, stability. Competitor presence is integrated across every dashboard view.

Wellows auto-identifies competitors during onboarding and lets you customize the list, with up to 10 tracked competitors on Essential, Starter, and Pro. Competitor management is per-country — each region tab (US, Canada, UK, New Zealand) has its own competitor list. The Brand Visibility Across LLMs matrix shows your percentage versus each competitor on each engine, and the Brand vs Competitors by Topic radar chart highlights specific topic gaps.

Dashboards and reporting

RankScale ships custom dashboards (saved views with custom widgets, layouts, and per-cell metric settings), shareable dashboard links, and a Looker Studio integration starting at Pro. White-labeled dashboards and REST API access start at Growth ($385/mo). Raw data exports to CSV and Google Sheets are available on Pro and above.

Wellows ships an Overview Dashboard (the nine-widget home page), a dedicated Monitor screen (Citation Score Comparison trend chart and Brand vs Competitors by Topic radar), a Performance History view (per-day table with date, visibility score, explicit citations, implicit citations, market position, and key changes), and an Activity audit log per project. Native GSC integration is on every plan. There’s no public REST API or white-label option advertised.

Capability RankScale Wellows
Sentiment analysis Deep — by brand, topic, model Per-citation + dashboard rollup
Competitor benchmarking Auto-identify across all metrics Auto-identify + customize, up to 10, per-country
Custom dashboards Yes — saved views, widget config Fixed widget layout on Overview
Shareable dashboard links Yes (white-labeled on Growth+) Not advertised
Looker Studio integration Pro plan and above Not native
REST API Growth + Enterprise Not advertised
Native GSC integration Not native — export path via Looker Studio Yes — every plan
Performance History Full timeline (time-series charts) Per-day table: visibility score, explicit citations, implicit citations, market position, key changes
Activity log Standard system logging Per-project audit log (Content Generation, Outreach events, status)

Content Optimization and cannibalization

This is the feature where the two platforms diverge most sharply.

RankScale ships Page Audit V2 — a rule-based audit that you point at a URL. It parses HTML with Cheerio, reads JSON-LD schema, classifies the page into one of 8 types (Local Business, YMYL, E-commerce, News/Editorial, SaaS/Software, Support/FAQ, Entity Root, Other/General), then runs modules in sequence — Traditional SEO, RAG Optimization, AI Readiness, Link Audit, Schema Engine, E-E-A-T, and a Subjectivity Filter that flags vague marketing language. The output is an AI Readiness Score with prioritized recommendations.

The audit engine is explicitly rule-based, not LLM-based. Results are deterministic and repeatable — easy to defend in a client deck.

Wellows launched AI Content Optimization on April 24, 2026 as the industry’s first cannibalization-aware optimization workflow. The methodology is inverse to Page Audit: no URL field. You select the prompts you want to be cited for, and Wellows scans your full domain.

The platform scores every relevant page by intent and depth, picks the single strongest page to optimize, scrapes the cited URLs from competitors for the same prompt (typically 20–50 per prompt depending on category), and produces a line-level gap analysis. If no page is relevant enough, Wellows routes the opportunity to Content Generation as a new-page requirement.


What Masab Gadit, Wellows Founder and CEO, said when launching the feature in April 2026: “Content doesn’t compete for rankings anymore, it competes for inclusion inside answers.” Wellows describes itself as the first platform in the category that evaluates existing content upfront to prevent cannibalization before any optimization decision: “Wellows prevents cannibalization at the decision stage, ensuring one page wins instead of many competing.”

The operational difference is the site-wide pre-scan. RankScale’s Page Audit evaluates the page you gave it — the methodology assumes you already know which page is the right one to optimize. Wellows assumes you know which prompts you want to win and lets the system decide which page to put up for the fight.

This matters most on older domains. If you’re running a 3-year-old SaaS site with 400 blog posts, the odds that a near-duplicate page already exists for any new optimization target are high — and the URL-in workflow can’t catch it. On a small site with five landing pages and no blog history, the difference is academic.

Wellows analyzes: 20+
Cited competitor URLs scraped per prompt
Up to: 50
Maximum cited URLs in Wellows's line-level gap analysis
Exactly: 1
Pages Wellows recommends optimizing per prompt — by design

Feature-by-feature comparison

The full matrix. A tick means the feature is built into the platform; otherwise, the cell states the limitation.

Feature RankScale Wellows
AI engines tracked 17+ (ChatGPT, Perplexity, Claude, Gemini, AI Overviews, AI Mode, DeepSeek, Mistral, Grok, Copilot, + API engines) 5 max (ChatGPT, AI Overviews, Gemini, Perplexity, AI Mode)
Brand Visibility Score / Dashboard Yes — 3 brand-share cuts (mentions, URLs, domains) Yes — 9-widget Overview with Quick Wins feed
Competitor benchmarking Auto-identify competitors Auto-identify + customize, up to 10, per-country
Citation analysis Source tracking, frequency, authority, attribution Explicit and Implicit citations as first-class metrics
Brand Sentiment Analysis Deep — by brand, topic, model Included on every plan, per-citation + rollup
Prompt research Prompt Decoding methodology, intent clusters Topic Intelligence Mapping + GSC pull
Scheduling cadence Hourly to monthly (configurable) Daily (fixed)
Page audits Rule-based, 94+ checkpoints, AI Readiness Score, 8 page types No standalone page-audit feature — Content Optimization plays this role
Content Optimization (with cannibalization check) Page-specific audit, no site-wide pre-scan Site-wide scan, picks one page per prompt, line-level gap analysis
Content Generation Not built in — recommendations only 2 to 70 pieces/month depending on plan
Outreach Opportunities Citation analysis surfaces sources, but no outreach workflow Unlimited Implicit + Explicit Opportunities, Connect-for-Mention with verified contact emails
GSC Integration Looker Studio export instead Native GSC integration on every plan
Performance History Full timeline All-time History with daily snapshots
REST API Growth + Enterprise plans Not advertised on pricing page
White-labeled dashboards Growth + Enterprise (with API) Not advertised
Looker Studio integration Pro plan and above Not native
Team workspaces Unlimited seats (Enterprise) Agency workspaces with team invites
Strategic Monthly Call Onboarding session on request 1 to 5 calls/month depending on plan
Free trial 7-day Pro trial + free no-registration audit 7-day trial on every plan

Engine coverage: where RankScale leads

RankScale tracks 17+ AI engines: ChatGPT, Perplexity, Claude, Gemini, AI Overviews, AI Mode, DeepSeek, Mistral, Grok, Copilot, and several API variants (P Sonar, P Sonar-Pro, P Sonar-R-Pro, GPT-5, Gemini 3.0F, Gemini 3.0P, Mistral Large). All engines are available on all plans.

Wellows tracks 5 engines max: ChatGPT, AI Overviews, Gemini, Perplexity, AI Mode. The Lite plan ($37) only covers ChatGPT. AI Overviews is added at Essential ($97) — teams targeting Google’s answer layer often pair the upgrade with a separate playbook to optimize content for AI Overviews. Full coverage starts at Starter ($297).

If your brand needs visibility tracking in Claude, DeepSeek, Grok, or Copilot, RankScale is the only option of the two. An honest win for RankScale.

The credit-cost catch on RankScale's engine flexibility

Engine coverage on RankScale comes with a cost asymmetry that’s easy to miss. Most GUI engines — ChatGPT, Gemini, Perplexity, AI Mode, Grok GUI, Copilot GUI — cost about 0.25 credits per query. AI Overviews and DeepSeek cost 1.0 credit each. Claude costs 2.0 — an 8× difference from ChatGPT. A user on Essentials (120 credits) could run roughly 480 ChatGPT queries before exhausting their allocation, or roughly 60 Claude queries. To track Claude or DeepSeek meaningfully, plan to upgrade to Pro or above.

The reverse question — which engines actually move the needle for your buyers — depends on your industry. For most B2B brands, ChatGPT + AI Overviews + Perplexity + Gemini covers the majority of relevant AI traffic. For brands targeting developer audiences, Claude visibility starts to matter, and Wellows doesn’t cover it.

Pricing comparison

The two platforms price on different units, which makes raw dollar comparison misleading. Here’s what each plan actually buys you.

RankScale plans

Plan Price Credits / mo AI responses (up to) Brand dashboards Page audits Credit rollover
Essentials $20/mo 120 ~480 (ChatGPT-equivalent) 2 10 None
Pro $99/mo 1,200 up to 4,800 25 50 Up to 2×
Growth $385/mo 5,500 up to 22,000 50 200 Up to 3×
Enterprise $780/mo 12,000 up to 48,000 100 200 Up to 3×

Notable: Looker Studio integration starts at Pro. REST API and white-labeled dashboards start at Growth. Yearly billing saves 15%. Pricing verified against RankScale’s published rates as of April 2026; check the current pricing page for any updates.


Wellows plans

Plan Price Engines Prompts Tracked Content Generation Responses Analyzed Strategic Calls
Lite $37/domain/mo ChatGPT only 40 2/mo 1,200 1/mo
Essential $97/domain/mo ChatGPT + AI Overviews 100 5/mo 6,000 2/mo
Starter $297/domain/mo All 5 engines 400 15/mo 60,000 3/mo
Pro $497/domain/mo All 5 engines 1,000 70/mo 150,000 5/mo

Every Wellows plan includes: Content Optimization (BETA), unlimited Outreach (Implicit) Opportunities, unlimited Explicit (Content) Opportunities, Brand Sentiment Analysis, All-time History, Daily Monitoring, GSC Integration.

A few honest observations on pricing
  • Entry price: RankScale Essentials at $20/month is meaningfully cheaper than Wellows Lite at $37/domain/month. If you’re testing the category or running a side project, RankScale wins on entry cost.
  • Per-domain math: Wellows charges per domain. An agency tracking 10 client domains on Wellows Lite pays $370/month. The same agency on RankScale Growth ($385/month) gets 5,500 credits and 50 brand dashboard slots — though credits cap how many prompts × engines × runs are actually tracked across those dashboards, and credit cost varies by engine. Whether RankScale is cheaper at scale depends on monitoring volume and which engines you prioritize.
  • API and white-label: RankScale ships REST API access and white-labeled dashboards on Growth and Enterprise. Wellows doesn’t currently advertise a public REST API or white-label option. For agencies that need to embed AI visibility data into their own reporting layer, RankScale has the edge.
  • What's bundled: Wellows includes Content Optimization, Content Generation, Outreach Opportunities, and Strategic Monthly Calls (1 to 5 depending on plan) in every tier. RankScale’s plans are monitoring + analytics; recommendations are Scout-style summaries rather than the build-the-page, run-the-outreach workflow Wellows packages.

The pricing decision usually maps to how much of the work the tool is doing for you. If you have a team that can act on raw monitoring data, RankScale’s price-per-credit model gets you more raw data per dollar. If you want the tool to tell you what page to fix and what to write next, Wellows bundles the workflow at a higher per-dollar cost.

Where each platform genuinely wins

Honest pros and cons. The same feature can be a strength or a weakness depending on what you’re trying to do — so I’ve grouped the calls by the job each platform is best suited for.

RankScale wins when your job is analytics depth

If your team’s bottleneck is getting clear data out of the AI search layer — not knowing what to do with it — RankScale is the tighter fit.

The 17+ engine coverage, configurable monitoring cadence (down to hourly), and clean export paths (REST API, Looker Studio, raw CSV) are built for the analytics use case. Page Audit V2’s 94+ deterministic checkpoints make audits repeatable and easy to defend in a client deck. At $20/month entry, the cost of testing the platform is low.


Where RankScale leads

  • 17+ AI engines available on every plan, including Claude, DeepSeek, Grok, and Copilot
  • Cheapest entry tier in the category at $20/month
  • Hourly monitoring frequency for time-sensitive tracking
  • Rule-based, deterministic page audits with 94+ checkpoints and 8-type page classification
  • REST API and white-labeled dashboards on Growth and Enterprise plans
  • Looker Studio integration and CSV/Sheets export for custom reporting
  • Credit rollover (up to 3×) gives flexibility for uneven monitoring needs on higher tiers
  • Enterprise customer base reportedly includes Bosch, UBS, REWE, Dentsu, and WPP Media
  • Prompt Decoding methodology — independently validated in OpenAI/Harvard NBER 34255
  • Subjectivity Filter flags vague marketing language (“world-class,” “cutting-edge”)


What to keep in mind

  • Page Audit needs a URL — you decide which page to optimize, the tool doesn’t
  • No site-wide cannibalization check before recommending edits
  • No native content generation or outreach workflow
  • Credit cost varies 8× across engines (Claude is 8× more expensive than ChatGPT) — multi-engine planning gets complex
  • No credit rollover on the Essentials plan
  • No native GSC integration (Looker Studio is the export path)
  • Recommendations layer is summary-style — execution still sits with your team


Wellows wins when your job is execution

If your team’s bottleneck is turning AI visibility data into shipped work — new pages, optimized pages, outreach campaigns — Wellows packages the workflow more tightly.

The Overview dashboard pairs every visibility metric with an action. The Outreach module turns implicit citation gaps into a queue of contactable URLs. Content Optimization and Content Generation are bundled. Strategic Monthly Calls are included on every plan. The operating model: an AI Visibility Platform that takes you from “we should rank for this prompt” to “the page is updated and we’re chasing the citation.”


Where Wellows leads

  • Explicit and Implicit citations tracked as first-class metrics on every plan
  • Outreach module surfaces implicit citation gaps with verified contact emails and pre-written outreach templates
  • Native GSC Integration on every plan
  • Industry’s first cannibalization-aware Content Optimization (launched April 24, 2026)
  • Bundled workflow: Content Optimization + Content Generation + Outreach Opportunities + Performance History on every plan
  • Daily monitoring with predictable per-domain pricing — no credit math
  • Strategic Monthly Calls included (1–5 depending on plan)
  • Per-country competitor management with up to 10 tracked competitors
  • Original research backing the methodology — 485K+ citations analyzed across 38K+ domains


What to keep in mind

  • Only 5 AI engines tracked — no Claude, DeepSeek, Grok, or Copilot today
  • Lite plan only covers ChatGPT; full engine coverage starts at Starter ($297/mo)
  • Per-domain pricing can add up for agencies tracking many small clients
  • No public REST API or white-labeled dashboards advertised
  • Monitoring is daily — no hourly cadence option
  • Content Optimization is currently flagged BETA on the pricing page
  • Newer category entrant than RankScale, with a younger user base


How to choose: four questions

If you’re between these two tools, four questions usually decide it.

1. How many AI engines do you actually need to track?

If you need Claude, DeepSeek, Grok, or Copilot, the answer is RankScale today. Wellows doesn’t cover them. If you’re focused on ChatGPT + AI Overviews + Perplexity + Gemini, any of these tools works. Worth budgeting for: Claude on RankScale costs 8× the credits of ChatGPT per query.

2. Is your bottleneck reporting visibility, or acting on it?

If your primary job is to report visibility trends to clients or executives — and you need Looker Studio, REST API, white-labeled dashboards, and hourly cadence — RankScale’s analytics layer is the stronger toolkit. If your primary job is to publish new pages, fix existing ones, and run citation outreach, Wellows packages that workflow more tightly with Outreach Opportunities, Content Generation, and bundled Strategic Calls.

3. Do you need implicit citation tracking and outreach?

RankScale tracks citations as domain and URL frequency across topics. Wellows splits citations into Explicit and Implicit as first-class metrics and routes implicit citations into an outreach workflow with verified emails. If “which third-party pages cite competitors but not me, and who do I email to fix that” is a core job, Wellows is the tighter fit. If you mostly need to know who wins citation share by domain, RankScale’s analysis covers it.

4. How is your work paid for?

If you bill by retainer and need to show monitoring depth + comprehensive reporting, RankScale’s credit-based model lets you scale tracking up and down per client. If you bill by project (a page audit, a new content piece, an outreach campaign) and need the platform to support the production work, Wellows’s per-domain bundle is closer to how you sell.

Where I land

Both platforms are real and useful for different jobs.

RankScale is a sharp, analytics-first tool with broad engine coverage, deep prompt research (Prompt Decoding), three-cut citation analysis, configurable dashboards, and a flexible credit model. The right pick if your team is strong on execution and you need the data layer to be deep.

Wellows is a workflow-first AI Visibility Platform with a narrower engine focus and a per-domain bundle — built around the Explicit/Implicit citation split, an outreach workflow with verified contacts, native GSC integration, and bundled Content Generation and Optimization. The right pick if your bottleneck is what to do next.

The two platforms ask different default questions. RankScale asks “which engines cite which domains for which prompts, and how is that trending?” Wellows asks “which prompts should we win, which pages and contacts get us there, and what’s the next action?” Neither question is wrong — they produce different workflows.


One way to read this comparison: RankScale tells you where you stand. Wellows tells you what to do about it. Most teams need both jobs done. The right question is which one is your current bottleneck — and which platform’s design is closer to how your team actually works.

Ready to see how Wellows pairs every visibility metric with an action?

The fastest way to test the workflow is to run it on your own domain. Wellows gives you 7 days of full access to the Overview dashboard, Tracked Queries, Outreach Opportunities, Content Optimization, Content Generation, and Performance History — no charges during the trial.


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Frequently asked questions



They overlap in category — both are AI visibility platforms — but they’re built around different jobs. RankScale optimizes for analytics depth and engine breadth. Wellows optimizes for an end-to-end workflow that includes Outreach Opportunities, Content Optimization, and Content Generation. They compete for the same budget line but solve different bottlenecks.


Wellows currently covers ChatGPT, AI Overviews, Gemini, Perplexity, and AI Mode — five engines. RankScale covers 17+, including Claude, DeepSeek, Grok, and Copilot. For brands whose buyers use the engines Wellows covers, the difference may not matter operationally. For brands tracking developer audiences (where Claude shows up) or markets where DeepSeek and Mistral have penetration, RankScale’s coverage is the clearer fit today.


RankScale tracks citations as brand share across mentions, unique URLs, and unique domains, with category breakdowns over time. Wellows splits citations into Explicit Citations (direct link or brand name in the answer) and Implicit Citations (pages that cite your competitors or topics where your brand could have been included). Both are tracked as first-class metrics on every plan, and Implicit citations feed directly into the Outreach module with verified contact emails.


RankScale uses a credit-based model — unlimited search terms, execution gated by credit consumption, configurable scheduling from hourly to monthly, and per-engine cost variation (Claude is 8× ChatGPT). Wellows uses fixed per-plan allocations — 40 to 1,000 prompts depending on tier, daily monitoring on every engine your plan covers, no credit math. RankScale gives you flexibility; Wellows gives you predictability.


RankScale’s Page Audit and most competing tools take a URL as input and produce a brief for that page. Wellows reverses the flow: you pick the prompts you want to be cited for, and Wellows scans your full domain, scores every relevant page by intent and depth, and picks the single best candidate. You never have to guess which page to optimize, and the system avoids recommending edits to a page that’s already losing to a stronger one you own.


Before recommending any update, Wellows scans your entire domain for pages already covering the prompt’s topic. When multiple candidates exist, a relevance and intent scoring layer picks the single strongest page to optimize — so you never publish or update a second page competing with one you already have. If no suitable page exists, Wellows routes the opportunity to Content Generation as a new-page requirement. Wellows describes this as the industry’s first cannibalization-aware decision engine.


At entry, RankScale is cheaper — $20/month for Essentials vs $37/domain for Wellows Lite. At scale, the math depends on how many domains you track, how much monitoring volume you need, and which engines you prioritize. RankScale’s credit-based pricing means heavier monitoring (more engines × more prompts × more runs) consumes more credits, and credit cost varies up to 8× across engines. Wellows’s per-domain pricing means more domains adds linear cost regardless of monitoring volume. Calculate against your actual workload.


Wellows has native GSC integration on every plan and uses it as part of prompt selection. RankScale does not advertise native GSC integration; data exports to Google Looker Studio, CSV, or Google Sheets for custom integration instead.


Both serve agencies. RankScale’s Growth plan ($385/mo) includes white-labeled dashboards, REST API access, agency-only Slack channel, lifetime affiliate commissions, and Partner Agency Directory entry — a strong agency-services kit. Wellows is structured around per-domain client work with bundled Strategic Monthly Calls, Content Generation, and Outreach Opportunities — closer to a managed-service operating model. Pick by how you bill and what your service deliverable is.


Yes, and some teams do. The most common pairing: RankScale for broad monitoring across many engines and reporting to clients via Looker Studio, plus Wellows for the Content Optimization, Content Generation, and Outreach workflow on the engines that matter most to the buyer. It’s not the cheapest setup, but it pairs the strengths of each.