8 min readRank trackingGuidesTools
SERP Features Tracking: Snippets, AI Overviews and More
How SERP features tracking works and which rank trackers record featured snippets, AI Overviews, local packs and People Also Ask, priced as of November 2026.
How answer engines decide who gets cited — and what to do about it.
Working notes on measuring and improving AI visibility. Definitions with the arithmetic attached, failure modes we hit in our own audits, and no throat-clearing. Our own product flags that as an issue, so we do not get to do it here.
- 8 min readToolsRank trackingComparison
Bing Rank Tracker: 6 Tools That Track Bing (2026)
Which rank trackers track Bing as of November 2026: SE Ranking, Nightwatch, AWR, SerpRobot, Whitespark and Bing Webmaster Tools, with prices and limits.
- 8 min readAEOAgenciesGuides
How to Offer AEO Services at Your Agency: A Practical Guide
How an SEO agency can add AEO services: what to include, how to scope and price a retainer, what to report, what not to promise, and which tools the work needs.
- 7 min readToolsComparisonAgencies
8 Best SE Ranking Alternatives in 2026, Priced and Compared
SE Ranking alternatives compared as of November 2026: Semrush, Ahrefs, Wincher, Nightwatch, Keyword.com, AWR, Mangools and Moz, with prices and what each suits.
- 6 min readFundamentalsToolsGuides
Mobile Rank Tracking: How to Track Mobile vs Desktop
Mobile rank tracking explained: why mobile and desktop positions differ, how to check both for free in Search Console, which trackers support it, and the cost.
- 8 min readToolsComparisonBudget
Enterprise Rank Tracking Software: 9 Tools and Real Prices
Enterprise rank tracking software compared as of November 2026: published prices, keyword limits, SSO, API and data access for 9 tools, and what to ask vendors.
- 6 min readToolsBudgetAgencies
Nightwatch Pricing (November 2026): Plans and Limits
Nightwatch pricing as of November 2026: Starter, Professional, Agency and Enterprise in euros, keyword, website and AI prompt limits, trial and billing terms.
- 6 min readToolsBudgetAgencies
Wincher Pricing (November 2026): Plans, Limits, Refunds
Wincher pricing as of November 2026: Basic $49, Standard $89 and Professional $319, what each includes, keyword limits, local credits, trial and refund terms.
- 7 min readAEOAgenciesBudget
Are AEO Services Worth It? What You Get and What to Pay
Are AEO services worth the cost? What agencies deliver, what they publish on price, what Google says about AEO hacks, and how to judge a quote against doing it.
- 7 min readAEOAgenciesFundamentals
What Is an AEO Agency? What It Does and When to Hire One
What an AEO agency is, what it actually delivers, how that differs from an SEO agency, when hiring one makes sense, and when your current team can do the work.
- 7 min readFundamentalsToolsGuides
Accurate Rank Tracking: Why Tools and Google Disagree
How accurate is rank tracking? Why trackers, Search Console and your own search show different positions, how to test accuracy, and which settings to compare.
- 7 min readToolsGuidesAgencies
Competitor Rank Tracking: How to Track Rivals' Keywords
How to track competitor rankings as of November 2026: choose real search rivals, set up keywords, compare competitor limits across 8 tools and read the changes.
- 7 min readAgenciesGuidesFundamentals
Rank Tracking Report Template for Client SEO Reporting
A rank tracking report template to copy from this page: what to include, the tables to use, sample commentary, and how to report keyword rankings to clients.
- 8 min readAgenciesToolsGuides
Agency Rank Tracking: Setup, Costs and Tools for Clients
Agency rank tracking as of November 2026: how to set it up per client, what it costs per client on 8 tools, which include white-label reports, seats and API.
- 7 min readBudgetToolsAgencies
How Much Does Rank Tracking Cost? Prices by Volume (2026)
How much rank tracking costs as of November 2026: prices per 1,000 keywords across 12 trackers, what daily, weekly, device and location settings do to the bill.
- 7 min readToolsBudgetFundamentals
Free Rank Tracking Tools: 6 Options and Their Real Limits
Free rank tracking tools compared as of November 2026: Search Console, Semrush Free, SEO PowerSuite, Ahrefs Free and one-off checkers, plus which free trials are worth using.
- 7 min readAgenciesToolsBudget
SE Ranking Pricing (October 2026): Core, Growth, Add-ons
SE Ranking pricing as of October 2026: Core vs Growth limits, the annual discount, Agency Pack, AI Search and API add-ons, extra keywords, trial and refunds.
- 8 min readAEOToolsComparison
7 Best Ahrefs Brand Radar Alternatives in 2026
Ahrefs Brand Radar alternatives compared as of October 2026: Semrush, SE Ranking, Peec, Otterly, Scrunch, AthenaHQ and Profound, by method, engines and price.
- 8 min readAEOGuides
ChatGPT SEO: How to Get Your Brand Into ChatGPT Answers
ChatGPT SEO explained: how ChatGPT search finds pages, which OpenAI crawlers to allow or block, what to change on your pages, and how to measure visibility.
- 8 min readAEOGoogleGuides
How to Rank in AI Overviews: What Google Says (2026)
How to get pages into Google AI Overviews and AI Mode: the eligibility rules, the Search Console control, what Google says to ignore, and how to measure it.
- 7 min readAEOToolsBudget
Peec AI Pricing (October 2026): Plans, Models, Agencies
Peec AI pricing as of October 2026: Starter, Pro, Advanced and Enterprise, what extra models cost, how AI answers are counted, and Peec's agency plans.
- 7 min readAEOToolsBudget
Profound Pricing (October 2026): Trial, Enterprise, Agency
Profound pricing as of October 2026: what the free trial includes, what Enterprise adds, agency workspace costs, and published-price alternatives to compare.
- 8 min readAEOToolsComparison
Semrush AI Visibility Toolkit: Price, Limits, Alternatives
Semrush's AI Visibility Toolkit as of October 2026: what $99 per domain buys, how it differs from SEO + AI Search plans, its limits, and 7 alternatives priced.
- 8 min readAEOFundamentals
AEO vs SEO vs GEO: What Actually Differs in 2026
AEO vs SEO vs GEO explained: what changes (what you measure, which engines and crawlers, mentions vs citations), what stays the same, and what Google says.
- 9 min readAEOAgenciesGuides
How to Choose an AEO Agency: 12 Questions to Ask
How to choose an AEO agency: 12 questions about prompts, engines, sampling, reporting and fixes, the red flags Google warns about, and how to compare quotes.
- 8 min readAgenciesToolsComparison
Semrush vs Ahrefs in 2026: Pricing, AI, Agencies
Semrush vs Ahrefs compared on October 2026 pricing: plans, users, rank tracking frequency, AI visibility, client reports, API access and trials, for agencies.
- 8 min readAgenciesToolsLocal SEO
7 Best Local Falcon Alternatives in 2026
Local Falcon alternatives compared as of October 2026: Whitespark, BrightLocal, Local Dominator, Local Viking, Semrush, Synup and Wincher, priced per grid scan.
- 8 min readAgenciesToolsLocal SEO
7 Best BrightLocal Alternatives in 2026
BrightLocal alternatives compared as of October 2026: Whitespark, Local Falcon, Semrush Local, Moz Local, Synup, SE Ranking and Local Dominator, with prices.
- 8 min readAgenciesToolsComparison
Best Rank Tracking APIs in 2026: 8 Options Priced
Rank tracking APIs compared as of October 2026: raw SERP APIs (DataForSEO, SerpApi) versus tracker APIs, with what 1,000 daily keywords costs on each.
- 8 min readAgenciesToolsComparison
8 Best White-Label Rank Trackers for Agencies in 2026
White-label rank trackers compared as of October 2026: what each brands (reports, domain, client app), the plan it starts on, and its daily keyword allowance.
- 8 min readAgenciesToolsOperations
SEO Onboarding Checklist for New Clients, Plus 6 Tools
An SEO onboarding checklist for new clients, plus 6 tools compared as of November 2026: Leadsie, Content Snare, Dubsado, HoneyBook, Jotform and Typeform.
- 8 min readAgenciesToolsOperations
6 Best SEO Proposal Software Tools in 2026
SEO proposal software compared as of October 2026: PandaDoc, Proposify, Qwilr, Better Proposals, Bonsai and AgencyAnalytics, with e-sign, payments and prices.
- 8 min readAgenciesToolsOperations
SEO Project Management Software: 7 Tools Compared (2026)
SEO project management software compared as of November 2026: ClickUp, Asana, monday.com, Teamwork.com, Trello, Notion and Basecamp, with client access costs.
- 8 min readAI searchTools
10 Best AI Mode Tracking Tools in 2026
Google AI Mode tracking tools compared as of October 2026: Search Console, Semrush, SE Ranking, Ahrefs, AccuLLM, Nightwatch, Keyword.com, AWR and more, priced.
- 8 min readToolsComparison
7 Best Mangools Alternatives and Competitors in 2026
The best Mangools alternatives and competitors as of November 2026: SE Ranking, Serpstat, Wincher, Keyword.com, Ubersuggest, Keywords Everywhere and Majestic.
- 8 min readToolsLinks
Best Backlink Checker 2026: 8 Tools, Indexes and Prices
The best backlink checkers of 2026 compared as of November: Ahrefs, Semrush, Majestic, SE Ranking, Serpstat, SEO SpyGlass, Mangools and Search Console, priced.
- 8 min readToolsContent
7 Best Content Brief Tools in 2026
Content brief tools compared as of October 2026: Frase, Keyword Insights, Thruuu, Zenbrief, Semrush Content Toolkit, SEO.ai and WriterZen, with brief costs.
- 9 min readToolsContent
Keyword Clustering Tools: 8 Compared, Free and Paid (2026)
Keyword clustering tools compared as of November 2026: Keyword Insights, KeyClusters, Thruuu, Serpstat, SE Ranking, Semrush, Ahrefs and Surfer, with free picks.
- 9 min readAgenciesTools
8 Best Keyword Research Tools for Agencies in 2026
Keyword research tools for agencies compared as of October 2026: Semrush, Ahrefs, SE Ranking, Serpstat, Mangools, Keywords Everywhere, AnswerThePublic, Google.
- 8 min readToolsTechnical
12 Best SEO Chrome Extensions in 2026
The best SEO Chrome extensions as of October 2026: SEOquake, Ahrefs, MozBar, Detailed, Keywords Everywhere, Redirect Path and more, with what each costs.
- 7 min readToolsTechnicalContent
7 Best Internal Linking Tools in 2026
Internal linking tools compared as of October 2026: Link Whisper, InLinks, LinkStorm, Yoast, Rank Math, Surfer and a crawler, with platforms and prices.
- 8 min readToolsTechnicalComparison
7 Best Screaming Frog Alternatives in 2026
Screaming Frog alternatives compared as of October 2026: Sitebulb, Netpeak Spider, WebSite Auditor, JetOctopus, Lumar, Oncrawl and suite crawlers, with prices.
- 10 min readAgenciesToolsLocal SEO
Best Local Rank Trackers 2026: ZIP Code and Geo-Grid
Local rank trackers compared as of November 2026: ZIP code and multi-location tracking, geo-grid map trackers, Wincher's local tracker and prices per scan.
- 8 min readAgenciesToolsComparison
7 Best AccuRanker Alternatives in 2026
AccuRanker alternatives compared as of October 2026: SE Ranking, Wincher, Nightwatch, Keyword.com, AWR, ProRankTracker and Semrush, priced for 2,000 keywords.
- 10 min readAgenciesToolsComparison
Best Rank Tracking Software 2026: Daily, Hourly, Enterprise
Rank tracking software compared on daily tracking cost for 1,000 keywords, hourly and on-demand refreshes, and enterprise limits. Prices checked October 2026.
- 8 min readToolsComparison
7 Best Ubersuggest Alternatives in 2026
Ubersuggest alternatives compared as of October 2026: Mangools, Serpstat, SE Ranking, Ahrefs Starter, Keywords Everywhere and free Semrush and Google tools.
- 8 min readToolsComparison
6 Best SpyFu Alternatives and Competitors in 2026
The best SpyFu alternatives and similar tools as of November 2026: Semrush, Ahrefs, SE Ranking, Ubersuggest, Keywords Everywhere and Google Keyword Planner.
- 8 min readAgenciesTools
SEO Competitor Analysis and Tracking: 7 Best Tools (2026)
SEO competitor analysis and tracking tools compared as of November 2026, by job: keyword gaps, backlink gaps, traffic, rank tracking and AI answers, priced.
- 8 min readToolsComparison
6 Best Serpstat Alternatives in 2026
Serpstat alternatives compared as of October 2026: SE Ranking, Ahrefs, Semrush, Mangools, Ubersuggest and SEO PowerSuite, by limits, rank tracking and price.
- 8 min readAgenciesToolsComparison
6 Best Ahrefs Alternatives in 2026
Ahrefs alternatives compared as of October 2026: Semrush, SE Ranking, Majestic, Serpstat, SEO PowerSuite and Search Console, by link data, trials and price.
- 9 min readAgenciesToolsComparison
7 Best Semrush Alternatives in 2026
Semrush alternatives compared as of October 2026: SE Ranking, Ahrefs, Serpstat, SEO PowerSuite, Ubersuggest, Keywords Everywhere and Google's free tools.
- 7 min readContentToolsAEO
7 Best Surfer SEO Alternatives in 2026
Surfer SEO alternatives compared as of October 2026: Clearscope, Frase, NeuronWriter, Semrush, Scalenut and MarketMuse, by price and AI search tracking.
- 7 min readAEOTechnicalTools
Schema Markup Generators: 9 Best Free and Paid (2026)
Schema markup generators compared: free JSON-LD generators, automated WordPress plugins, enterprise platforms, the free validators, and what schema does for AI.
- 7 min readAEOTechnicalTools
7 Best llms.txt Generators in 2026
llms.txt generators compared as of October 2026: Yoast, Rank Math, AIOSEO, GitBook, Mintlify, Firecrawl and writing it by hand, and which are free.
- 8 min readAEOToolsBudget
AI Visibility Tool Pricing 2026: Monthly Cost Per Prompt
AI visibility tool pricing as of October 2026: monthly and annual prices, cost per prompt, tools under $50, credit-based plans and enterprise options compared.
- 8 min readSEOAEOToolsAutomation
Best AI SEO Agents in 2026: Who Publishes, Who Asks
AI SEO agents compared as of October 2026: OTTO, Writesonic, Conductor, Siteimprove, AirOps, Relixir, seoClarity and more, by what they do without asking.
- 8 min readSEOToolsAutomation
Best SEO Automation Tools in 2026: What Each Changes
SEO automation tools compared as of October 2026 by what they automate and who approves it: Alli AI, OTTO, Ahrefs Patches, Screaming Frog, Zapier and more.
- 7 min readAgenciesToolsTechnical
8 Best SEO Audit Tools for Agencies in 2026
SEO audit tools for agencies compared as of October 2026: crawl limits, white-label PDF audits, embeddable lead forms, scheduling and price per audit.
- 7 min readAgenciesToolsComparison
Semrush vs SE Ranking in 2026: Pricing, AI, Agencies
Semrush vs SE Ranking compared as of October 2026: plan prices, projects, keywords, seats, AI prompt tracking, white-label, API access and trials.
- 9 min readAgenciesTools
Best SEO Tools for Agencies 2026: Suites, Crawlers, Reports
The best SEO tools for agencies as of October 2026, by job: suites, crawlers, client reporting, local and AI-answer tracking, with seat and per-client costs.
- 8 min readAgenciesReportingLocal SEO
7 Best Local SEO Reporting Tools in 2026
Local SEO reporting tools compared as of October 2026: BrightLocal, Local Falcon, Whitespark, Semrush Local, Moz Local, AgencyAnalytics and Google's free data.
- 8 min readAgenciesReportingTools
Best White-Label SEO Reporting Tools in 2026
White-label SEO reporting tools compared as of October 2026 by what is actually branded: logo, custom domain, sender email, client portal and PDF.
- 10 min readAgenciesReportingTools
7 Best AgencyAnalytics Alternatives in 2026
AgencyAnalytics alternatives compared as of October 2026: DashThis, Swydo, Reporting Ninja, Databox, Data Studio, SE Ranking and Semrush, priced at 15 clients.
- 7 min readAEOToolsMeasurement
9 Best Free AI Visibility Checkers in 2026
Free AI visibility checkers compared as of October 2026: Semrush, Ahrefs, SE Ranking, HubSpot, Otterly, Search Console and Bing, with what each score hides.
- 8 min readAEOToolsMeasurement
11 Best AI Rank Trackers for LLM Visibility in 2026
AI rank trackers compared as of October 2026: which assistants each tracks, prompt limits, refresh frequency and entry price, from Keyword.com to Profound.
- 9 min readAEOToolsAI Overviews
8 Best AI Overview Trackers in 2026
AI Overview trackers compared as of October 2026: Search Console's free report, Semrush, SE Ranking, Ahrefs, AWR, AccuRanker, Keyword.com and AgencyAnalytics.
- 5 min readAEOProgrammeMeasurement
A Change-Control Process for an AI Visibility Prompt Set
Every change to a prompt set breaks a trend line. A request form, six change types, and the bridge period that keeps two versions of the set comparable.
- 5 min readAEOProgrammeOperations
Who Owns What in an AI Search Programme
An AI search programme touches content, engineering, analytics and reporting. A RACI for its ten recurring jobs, and the two that fall between roles.
- 5 min readAEOProgrammeMeasurement
How to Keep a Platform Change Log for AI Search
Model and product changes move AI visibility numbers without anyone touching your site. The sources to watch, the log fields and how to annotate a series.
- 5 min readAEOProgrammeMeasurement
A Monthly Operating Checklist for AI Visibility Tracking
The monthly pass that keeps AI visibility numbers trustworthy: data-quality checks first, exports second, numbers last. Twelve ordered checks, a log template.
- 6 min readAEOProgrammeRollout
A First-Month Plan for an AI Search Programme
Four weeks in order: sources and reachability, the instrument, two baseline windows, then a first report and one experiment. What each week ships and skips.
- 6 min readAEOReferenceContent maintenance
A Correction Tracker for Wrong AI Answers About Your Brand
When an assistant gets your pricing, features or category wrong: log the claim, trace the source, fix what you control, re-test. Tracker fields and four routes.
- 6 min readAEOMeasurementReference
A Normal-Variation Worksheet for AI Visibility Rates
Before calling a move in AI visibility real, know how much the rate moves when nothing changed. A worksheet to compute it from your runs, with an example.
- 5 min readAEOMeasurementReference
A Prompt-to-Page Map for AI Search Measurement
For each tracked prompt, name the page meant to answer it, then compare with what assistants cite. Five states, a mapping sheet and the work each points to.
- 5 min readAEOMeasurementReference
A Cited-Source Taxonomy for AI Answers
Sort every URL an assistant cites into one of nine types, with written rules for the ambiguous ones, and see which sources the answers in your category lean on.
- 5 min readAEOMeasurementReference
An Assistant Surface Register for AI Visibility Sampling
'We checked ChatGPT' can mean an app, an API, a plan tier, search on or off. The register that records exactly what you sampled, so two periods stay comparable.
- 5 min readAEOReportingEvidence
A Capture Standard for AI Answer Screenshots
A cropped screenshot of an AI answer proves little. The fields to capture, a file-naming rule, and the context a screenshot needs before it goes in a report.
- 6 min readAEOReportingClaims
Before You Claim an AI Assistant Recommends You
'Recommended by ChatGPT' is an advertising claim about a system that answers differently each time. The evidence it needs, and wording that survives a check.
- 5 min readAEOReportingMeasurement
How to Chart AI Visibility Without Overstating It
A single trend line hides the run count, the spread and the model change. Seven chart rules, a spec to copy, and a before-and-after of the same data.
- 5 min readAEOReportingMeasurement
A Methodology Note Template for AI Visibility Reports
Every AI visibility number needs a methods note: prompts, assistants, runs, dates, exclusions and sources. A template to paste under each report, by field.
- 6 min readAEOReportingSearch Console
How to Report Google and Bing AI Data Beside Prompt Sampling
Google now counts AI Overview and AI Mode impressions; Bing counts Copilot citations. What each report measures, and a layout that never adds them together.
- 5 min readAEOMeasurement
When to Stop an AEO Experiment
AEO experiments rarely produce a clean result, so they run indefinitely. Four stopping rules to set in advance, including one that admits nothing was learned.
- 5 min readAEOProgramme
How to Hand Over an AEO Programme
AEO programmes depend on context that lives in one person's head. The nine artefacts a successor needs, and the one whose absence makes the history worthless.
- 5 min readAEOProgrammeReporting
A Quarterly AEO Review Agenda
Most AEO reviews present activity and call it progress. Six agenda items, in an order that makes an honest review possible and a flattering one hard.
- 6 min readAEOProgramme
An AEO Programme Budget You Can Defend
AEO spend is easy to justify with a scary framing and hard to justify with evidence. What to fund, what to defer, and the number nobody can give you.
- 6 min readAEOMeasurementCompetitive
How to Audit What an Assistant Says About Your Competitors
Your position in AI answers depends on what assistants say about everyone, not just you. The sampling protocol, findings worth acting on, and one that is not.
- 5 min readAEOContent structure
Alternatives Page Structure: Not a List of Worse Products
Most alternatives pages rank every alternative below the publisher. Sorting by exit reason instead, and why the page works better when some entries win.
- 5 min readAEOContent maintenance
A Competitor Claim Verification Log
Every factual claim about a competitor has a shelf life. The log that records what you checked and when, and the stale claim that gets quoted back at you.
- 6 min readAEOContent structure
How to Write a Comparison Page That Names Its Own Anti-Fit
A comparison page that never loses reads as marketing, not confidence. The anti-fit section: what it is, where it goes, and why it is the part that gets quoted.
- 6 min readAEOContent structureAudit
An LLM Readability Audit for an Existing Page
Nine checks to run against a page you already published, ordered by how cheap the fix is. Most pages fail the same three.
- 5 min readAEOContent maintenance
How to Date and Version a Page for Answer Engines
A page with no visible date is a page whose facts have no expiry. Where the date belongs, what a real update means, and the practice that makes dates worthless.
- 5 min readAEOContent structure
A Comparison Table That Survives Extraction
Tables are the most extractable thing on a page and the easiest to build wrong. Column rules, the merged-cell trap, and the footnote that vanishes.
- 5 min readAEOContent structure
How to Write a Claim an Assistant Can Quote
Vague sentences are not cited and overclaims get you quoted being wrong. The four properties of a quotable claim, and the hedging that removes all of them.
- 6 min readAEOContent structure
An Answer-First Page Structure for AI Search
Answer-first writing is an editorial habit, not an engine requirement. A structure that makes answers easy to find and quote, and what Google says you can skip.
- 6 min readAEOSEOMeasurement
Why Search Impressions Do Not Predict AI Search Citations
Ranking well and being cited by an AI assistant come from different mechanisms. Where impressions and citations correlate, where they diverge, what to measure.
- 5 min readSEOSearch ConsoleIndexing
A New-Page Indexing Cohort Tracker
Tracking whether new pages get indexed one URL at a time tells you nothing. Grouping them into cohorts by publish week shows which batches stalled and why.
- 6 min readSEOSearch ConsolePrioritisation
How to Prioritise High-Impression, Low-Click Pages
The obvious opportunity list is mostly a trap. How to separate pages with a fixable presentation problem from pages ranking for queries they should not.
- 6 min readSEOSearch ConsoleMeasurement
Search Console Baseline by Host When App Subdomains Exist
A domain property mixes your marketing site with preview, staging and app subdomains. How to build a baseline that measures the site you are working on.
- 6 min readSEOSearch ConsoleMeasurement
Joining Search Console Queries to the Pages That Answer Them
Search Console's query and page reports do not join the way people assume. What the page-filtered query list actually means, and the three joins that are safe.
- 5 min readAEOMeasurementBuyer evaluation
Confidence Checklist Before Reporting an AI Visibility Lift
Seven questions to answer before telling anyone visibility improved, and the two that most reported lifts cannot survive.
- 5 min readAEOMeasurement
A Repeated-Sampling Protocol for AI Visibility Experiments
How often to check a prompt, on what schedule, and how to record runs so two periods compare. The protocol, and the mid-experiment change that invalidates it.
- 5 min readAEOMeasurement
How to Separate an AI Model Change from a Site Improvement
Visibility moved: was it your content or their model? The control-group method, why you compare the size of changes, not their direction, and its assumptions.
- 6 min readAEOMeasurement
Why the Same AI Search Prompt Can Give Different Citations
Ask an assistant the same question twice and the sources can differ. The five causes, how to tell them apart, and what it means for reporting visibility.
- 6 min readAEOBuyer evaluationGovernance
Questions to Ask About Approval Controls in SEO Automation
Eleven questions about approval, scope and reversal to ask any tool that edits your site, why each matters, and the answers that should rule a tool out.
- 6 min readAEOBuyer evaluation
How to Run a Fair Two-Week Evaluation of an AEO Platform
Most AEO trials measure the vendor's demo, not your market. The fixed-input protocol, what to record daily, and the trap of judging a stochastic system once.
- 5 min readAEOBuyer evaluation
AI Visibility Tracker or SEO Agent? A Buyer Decision Tree
Two product categories, one budget line, and a choice that hinges on where your work stalls. Four questions that sort it, and the case where both are wrong.
- 8 min readAEOToolsMeasurement
AI Brand Monitoring: Best Tools for AI Search in 2026
AI brand monitoring tools compared: which track brand mentions in ChatGPT, AI Overviews and other assistants, what features to compare, and affordable options.
- 6 min readAEOTools
5 Best Otterly Alternatives in 2026 (By What You Outgrew)
Peec, Profound, Scrunch, a manual baseline and Fenn as Otterly alternatives, matched to what teams outgrow: prompt volume, reporting depth, or knowing vs doing.
- 5 min readAEOAgenciesWorkflow
An SEO Agent Onboarding Checklist for a New Client Domain
Before any autonomous SEO tooling touches a client's site: the access, baseline, boundary and rollback checklist — with the missing-baseline failure.
- 5 min readAEOAgenciesMeasurement
How to Report Shipped Work Separately from Ranking Outcomes
The two-ledger reporting posture that survives bad quarters: a work ledger you control, an outcomes ledger you observe, and dates as the only bridge.
- 5 min readAEOAgenciesMeasurement
A Weekly AI Visibility Report Template for Agency Clients
The one-page weekly report that makes AI visibility legible to clients: five sections, named fields, a filled example, and the screenshot-theater failure.
- 6 min readAEOAgenciesWorkflow
An Agency Workflow for Approving Client SEO Changes
Three clients, three risk tolerances, one agency making changes. The approval workflow that ties each change to its client, and the batch-approval failure.
- 11 min readAEOToolsAgencies
SEO Reporting Tools for Agencies: 8 Compared for 2026
SEO reporting tools for agencies compared on October 2026 prices: cost at 10 and 25 clients, white-label, scheduling, GA4 and GSC, and AI-answer tracking.
- 5 min readAEOContentMeasurement
A GSC Content-Gap Brief for AI Search (Working Template)
Search Console already lists the buyer questions you half-answer. The five-column brief that turns impressions without clicks into AEO content work.
- 5 min readAEOContent
Refresh or New Page? The AEO Decision Guide
When a buyer question is half-answered by an existing page, updating usually beats publishing. The decision table, URL-equity math and the cannibalization trap.
- 6 min readAEOFundamentalsTools
Best GEO Tools in 2026: Generative Engine Optimization
GEO, AEO, LLM SEO — same discipline, three names. The tools that actually do the work in 2026, sorted by the four jobs, with the free baseline included.
- 6 min readAEOTools
5 Best Peec Alternatives in 2026 (Honest Comparison)
Profound, Otterly, Scrunch, manual tracking and Fenn as Peec alternatives: who needs more than Peec, who needs less, and who needs a different kind of tool.
- 6 min readAEOTools
5 Best Profound Alternatives in 2026 (By Why You're Looking)
Peec, Otterly, Scrunch, manual tracking and Fenn as Profound alternatives, sorted by why teams switch: price, complexity, or wanting action over analytics.
- 5 min readAEOTechnical
A robots.txt Review Checklist for Search and Answer Engines
A robots.txt review checklist for search and answer engine crawlers: agent inventory, path audit, the noindex trap, and a worked review of one file.
- 5 min readAEOTechnical
Why Publishing llms.txt Does Not Prove AI Visibility
llms.txt is a reasonable courtesy file and a poor success metric. What it does, what no file can do, and a checklist for what people think it measures.
- 6 min readAEOTechnical
How to Verify an AI Search Crawler Can Retrieve Your Pages
How to verify AI search crawlers can retrieve your pages: user-agent fetches, CDN and WAF interference, JS-rendering gaps, and a worked check on one URL.
- 6 min readAEOTools
Best AEO Tools in 2026: The Honest Stack
AEO needs four tool jobs: visibility measurement, technical readiness, content operations and evidence logging. The tools for each job, free options included.
- 7 min readAEOTools
6 Best AI Visibility Tools in 2026 (Honest Comparison)
Peec, Profound, Otterly, Scrunch, manual tracking and Fenn compared: what each measures for AI search visibility, pricing shapes, and how to evaluate them.
- 5 min readAEOApproval & rollback
An Audit Trail Template for Autonomous SEO Work
When automation touches your site, you must say what changed, who approved it and what happened next. An audit trail template, a filled row, the git-only trap.
- 5 min readAEOApproval & rollback
Which SEO Changes Should Always Require Human Review
A tiering of SEO changes by blast radius and reversibility: what to automate with sampling, what needs per-change review, what needs a named human owner.
- 5 min readAEOApproval & rollback
A Rollback Plan for Automated Metadata Changes
'We can revert' is not a rollback plan. What a tested rollback for metadata changes includes: state capture, the revert path, and cache and recrawl effects.
- 6 min readAEOApproval & rollback
How to Review an SEO Agent Pull Request Before Merging
SEO agent PRs need a different review from human PRs: pattern-level reading, sampled verification and semantic checks CI can't do. The method, worked through.
- 5 min readAEOApproval & rollback
An Approval Checklist for AI-Generated SEO Changes
The checklist a human runs before an AI-proposed SEO change ships: scope, diff, blast radius and rollback, worked through on a title-and-canonical example.
- 5 min readAEOMeasurement
An Answer-Engine Citation Evidence Log Template
A claim that an engine cited you should survive an audit. The evidence log template, its fields and storage rules, a filled row and the paraphrase failure.
- 5 min readAEOMeasurement
Calculating AI Share of Voice with a Declared Denominator
Share of voice means little without a declared denominator: prompts × engines × runs, stated with the number. The formula, a worked example, the inflation trap.
- 6 min readAEOMeasurement
A Buyer-Intent Prompt Set for Measuring AI Search Visibility
How to build the fixed prompt set AI-visibility measurement depends on: intent mix, inclusion rules, versioning, and the brand-leakage failure.
- 5 min readAEOMeasurement
Distinguishing Brand Mentions from Cited URLs in AI Answers
Mentions and citations are different events with different causes and value. How to log them separately, with a filled example and the conflation failure.
- 6 min readAEOMeasurement
An AI Visibility Baseline Worksheet for a New SaaS Website
A worksheet for measuring where a new SaaS site stands in AI answers before you change anything: a fixed prompt set, two sampling windows, declared fields.
- 6 min readMetricsMeasurement
The four metrics of AI visibility, defined precisely
Visibility Score, Share of Voice, Average Position and Sentiment: what each one measures, how we compute it, and the failure mode of reading it alone.
- 7 min readAEOFundamentals
What is Answer Engine Optimization (AEO)?
AEO is the practice of getting your brand cited inside AI-generated answers. Here is what it measures, how it differs from SEO, and what actually moves it.
Or just measure your own domain.
Every plan tracks your prompts across all five engines, with the MCP server enabled so you can ask about it from Claude or ChatGPT. See what each plan includes.