13 min read
Agentic Commerce: A Guide for Ecommerce Brands
Two agent checkout standards are live and both keep you as the merchant of record. Learn how agents buy, how they choose products and what to fix first.
Guides
The complete answerto one question.
Guides that answer one ecommerce or B2B search question in full: SEO, AI Visibility, Google Ads and ChatGPT Ads, plus what we measured before we recommend.
- Pieces
- 60
- Topics
- 6
- Last updated
- 21 Oct 2026
Latest
3 pieces
What changed most recently, newest first.
12 min read
Ecommerce Keyword Research: How to Map Terms to Pages
Ecommerce keyword research maps search terms to store pages. Learn how to assign each term to a page, use the search results to choose the page type, and decide which filters deserve their own page.
13 min read
Ecommerce Schema Markup for Online Stores
The schema types an online store needs, what Google requires for product snippets and merchant listings, and which rich results it no longer shows.
Search is not one place anymore.
B2B/SaaS
18 pieces
14 min read
B2B Landing Page: A Qualified Pipeline Guide
Build a B2B landing page around one offer, the proof that offer needs, and form fields that change what happens next. Learn how to judge tests by sales acceptance and pipeline value.
11 min read
SaaS SEO strategy: name the conversion first
Across 86 SaaS clients from Q1 2022 to Q3 2025, First Page Sage measured organic trial-to-paid rates of 18.2 percent without a card and 48.8 percent with one.
11 min read
What is an ideal customer profile? How to build yours
An ideal customer profile is usually described as a filter you derive from your best existing customers. Lenny Rachitsky's interviews with twenty-five named founders and operators describe something else: a hypothesis you find by selling, and most got the first version wrong.
11 min read
What is a B2B marketing strategy? What it must exclude
A strategy is a decision about what you will not do. The published guidance names no order, no budget and no exclusion. What is left is a list of activities and no way to choose. Forrester goes furthest, naming channels only to reject them as strategies.
10 min read
What are SaaS metrics? Definitions and how they connect
Published sets of SaaS metrics run from five entries to twenty-two. The widest opens by printing the metrics side by side and leaves the arithmetic between them to later sections. Several of them contain each other, and one name carries two quantities that produce two verdicts on the same quarter.
11 min read
SaaS landing page examples: benchmarks galleries omit
Search this term and you get galleries holding more than ten thousand example pages. Across the eight readable ones, no conversion rate appears beside a screenshot. Unbounce's 41,000-page benchmark puts SaaS at a 3.8 percent median, well under the 6.6 percent it reports across all industries.
12 min read
What is product-led growth? The arithmetic that decides if it fits
Product-led growth means the product does the selling. The model gets explained everywhere and priced nowhere. A salesperson carries a published quota, and dividing it by your price gives you the number of customers one rep would have to close.
12 min read
What is account-based marketing? How to tell if it fits
Account-based marketing means treating a named list of companies as the market. The usual advice explains how to run it far more than whether it fits you. This one gives you a fit test built from published numbers, and the arithmetic to run it on your own accounts.
11 min read
B2B Content Marketing: How Long Before It Works
B2B content marketing needs a budget, a review date and a measure of progress. Build the budget from the people and production required, then evaluate discovery and purchase activity on separate timelines.
12 min read
What is lead nurturing? Trigger rules and delays
No published definition of lead nurturing prints a cadence number, and only Oracle says what the timing keys on. The vocabulary that decides what you build sits in the platform documentation: what enrols someone, what delays them, and what happens when they convert mid sequence.
13 min read
B2B Demand Generation: Build and Measure the Programme
B2B demand generation creates awareness and interest before a buyer enters the pipeline. Allow for long research cycles, reach everyone in the buying group and agree which team owns the MQL target.
10 min read
What is a SaaS marketing funnel? Why models end differently
Search saas marketing funnel and half the results describe the road to a purchase while the other half describe what happens after signup. Both call it the SaaS funnel. Here is where each one ends, why the disagreement exists, and which endpoint to pick.
12 min read
What is lead scoring? How to derive points from close rates
A lead score can be derived from what closed, or assigned by judgement. One of those is arithmetic and the other is a guess, and they look identical on the page. Here is each method, and the detail about retroactive rescoring almost nobody mentions.
11 min read
What is a B2B marketing funnel? Three published stage counts compared
Published models give four stages, three or six. Google suggests a question asking for five. Here is what the count changes, what it does not, and where the handoff sits.
12 min read
B2B lead generation: price per lead and why reports disagree
Four published reports price a B2B lead. They name four different scopes, publish four different statistics, and not one of them says how many campaigns it looked at. Here is how to read them, and how to build a number of your own.
11 min read
B2B Buyer Journey: Track Jobs Across a Nonlinear Path
Gartner says buying teams work on tasks without a consistent order. Record an event for each buying job and use a separate field for account ownership.
10 min read
What is sales and marketing alignment? What the evidence supports
The benefit figures quoted for alignment lose a step of attribution at every hop, and the anchor study behind them is from 2010. The part you can write down and check is smaller, and more useful.
10 min read
SaaS content marketing: what it has to beat
SaaS content marketing has to beat the next best use of the same budget. Your price changes how much traffic each article must produce, so work out that threshold before you fund the plan.
SEO
13 pieces
Being findable in the search results people still click.
12 min read
Ecommerce Keyword Research: How to Map Terms to Pages
Ecommerce keyword research maps search terms to store pages. Learn how to assign each term to a page, use the search results to choose the page type, and decide which filters deserve their own page.
13 min read
Ecommerce Schema Markup for Online Stores
The schema types an online store needs, what Google requires for product snippets and merchant listings, and which rich results it no longer shows.
13 min read
Ecommerce Site Structure for Categories and Filters
Choose how many levels your category tree needs and how many links belong at each level. Decide which URL each page uses and which filters need their own pages.
16 min read
Internal Linking: A Practical Guide
Build an internal linking map for a large site: choose source pages, targets and anchor text, then check after publishing that each link works and fits its context.
17 min read
What is hreflang? How to implement and troubleshoot it
Choose one hreflang method and prove every localized URL is indexable. Diagnose return tag, canonical, redirect, noindex and code failures.
15 min read
Link building guide: how to earn links that matter
Learn how to judge backlinks and earn them through product assets or data. Learn how relationships can put you in touch with editors and how AI citations differ from backlinks.
15 min read
Site Migration SEO: A Start-to-Finish Guide
Map your redirects before launch. Then compare search and revenue data to distinguish normal post-migration volatility from a persistent SEO problem.
11 min read
What AI agents for SEO automate and what stays unmeasured
AI SEO agents carry out a sequence of SEO tasks without needing a new prompt for each step. Compare the agent's output with a person's results on the same tasks.
10 min read
B2B SEO strategy: plan for small terms and long timelines
There is no B2B ranking algorithm. What changes is the size of the terms, the number of people deciding, and how long a page takes to pay back. Each of those can be put into numbers.
10 min read
B2B keyword research: what to use instead of volume
Search volume is the wrong way to pick B2B terms, and the published guidance says so without putting a number in its place. Choosing between two keywords stays a matter of taste. Here is the arithmetic that settles it.
12 min read
Shopify SEO: which technical decisions the platform already made
Shopify decides much of your technical SEO by default and documents the two problems it creates. Plus eleven public robots.txt files read on one day, serving two different Shopify defaults.
13 min read
Ecommerce SEO: What to Fix and in What Order
Every ecommerce SEO guide is the same four headings. Across three major storefront platforms the audit category named SEO scores 92 to 100 and separates nobody. Here is where the work that is left sits.
12 min read
How to run an ecommerce SEO audit
Most audit checklists mix one thing Google publishes a threshold for with fifty things it does not. Here is the difference, and the ecommerce-only section that generic audits leave out entirely.
AEO / AI Search
17 pieces
Being cited by the assistants that answer instead of linking.
13 min read
Agentic Commerce: A Guide for Ecommerce Brands
Two agent checkout standards are live and both keep you as the merchant of record. Learn how agents buy, how they choose products and what to fix first.
14 min read
AI Visibility for SaaS Source Map
See which sources shape software recommendations in ChatGPT, Gemini and AI Overviews. Find the pages, profiles and listings your team can update.
17 min read
ChatGPT Shopping: A Guide for Ecommerce Brands
How ChatGPT picks products, what merchants control and how to measure shopping visibility and revenue.
10 min read
What is LLM SEO? The three crawlers that decide retrieval
OpenAI, Anthropic and Perplexity each publish the crawler that decides whether your pages can appear in their search answers, and each rule is set in robots.txt. Here are the three rules, what they control, and where their published evidence stops.
11 min read
What is AI SEO? The two jobs the term covers
AI SEO means either using AI to do your SEO work, or getting your pages named inside AI answers. Those are different purchases with different mechanisms. Here is how to tell which one you have, what each costs, and what the platforms publish about the second.
11 min read
How to get a Google knowledge panel
You cannot apply for a Google knowledge panel. Even the firms that sell the service say so on their own pages. What you can do is make your brand legible enough that Google builds one.
10 min read
What is digital PR? What it buys and what it costs
Digital PR earns coverage on other people’s sites. Earned media is also where AI answers get most of what they quote: 84 percent of the links they cite come from it, and 0.3 percent from paid.
9 min read
Google Alerts for brand mentions: setup and limits
Google Alerts reports what shows up in Google Search. That is a real boundary, and it decides which of the three places your brand gets mentioned you will ever hear about.
10 min read
What are brand mentions? How to count and use them
Google says an unlinked mention passes no signal to its link graph. A published visibility score counts it as its unit. The same publisher argued both sides five years apart, and both times it was right.
10 min read
AI visibility audit: what it includes and when to buy one
The word means something different everywhere you look. One audit is entirely measurement, another is mostly diagnosis, and none says how many prompts it ran.
10 min read
What is AI share of voice? How to read the number
A percentage needs something to divide by. In AI share of voice that is the total mentions across a set of prompts somebody picked and usually will not show you. Some tools call that set your whole category, a number nobody can count.
9 min read
How to measure AI visibility: manual method and pitfalls
Five published procedures, and they disagree about how many times to ask. The disagreement resolves once you notice they are measuring two different things: one prompt, or a portfolio.
11 min read
What is AI visibility? What a score really tells you
Visibility scores are rates computed over a prompt set somebody chose, with a formula the vendor picked, not a standard. The formula, the engines and the prompts are each set per tool, and each one changes what is being counted. Here is what an AI visibility score can and cannot support.
12 min read
What is generative engine optimization? What testing supports
GEO comes from a 2024 paper with a measured claim. A benchmark tested those methods across six domains and found three of fifty-four combinations significantly positive. This is what the evidence supports, what it does not, and what it costs to measure.
11 min read
What is llms.txt? What seven measurements say about it
Adoption estimates for llms.txt run from 951 domains to 28 percent. The measurements are not in conflict: each counts a different universe. What almost nobody puts next to them is the traffic number.
11 min read
How Google AI Overviews work
Four questions come up most often, and three are answered word for word in Google’s own documentation, including whether you can turn them off. There is no overview-only switch.
13 min read
What is AI search engine optimization? What the evidence supports
Google says no special optimization is needed to appear in AI Overviews. The published studies measured what drives citation, and they disagree. Here is why, and what to do about it.
Google Ads
7 pieces
What the auction rewards, and what it ignores.
16 min read
Google Ads Conversion Tracking: A Store Setup Guide
Choose a purchase tracking method, decide which orders to count, and compare daily Google Ads conversion counts with completed store orders for one week.
14 min read
Google Shopping Feed Optimization: A Field Guide
Trace each Google Shopping feed field from Merchant Center status to matching, clicks, and a controlled product-level test.
15 min read
Google Ads Remarketing: An Ecommerce Guide
Learn how Google Ads remarketing uses first-party data and how each campaign type uses audience segments. Set up audiences and exclusions for an ecommerce store. Then set budgets and measure results.
12 min read
What is Performance Max? The controls you still have
Performance Max buys all of Google inventory in one campaign. Google publishes both sides of the trade: the controls you keep, and the rule that decides whether your own Search campaign outranks it.
12 min read
How Google Shopping ads work: product data drives matching
Google states that Shopping ads run on your product data, not on keywords. That is why keyword work does so little here. This is what decides whether your products show, and what a small budget can and cannot reach.
9 min read
Demand Gen campaigns vs Performance Max: how to choose
Demand Gen is a Google Ads campaign type on YouTube, Discover, Gmail, Maps and the Display Network. You control the creative, the audience and the placements, and Google Ads Help recommends a daily budget of at least ten times your target CPA.
11 min read
How Google Ads works: the six auction inputs
Google publishes six inputs to Ad Rank. Bid, quality and competition cover only half the list. The other three are what explain why a perfectly good ad never shows, and why raising your bid does not always fix it.
ChatGPT Ads
2 pieces
A channel with a published mechanism and no published returns.
13 min read
How to Run Ads on ChatGPT Step by Step
OpenAI lists 52 countries where Ads Manager is self-serve. This is the build order, the three settings you cannot undo, the country by country budget floor, and what refuses your ad before a shopper ever sees it.
11 min read
How do ChatGPT ads work and what do they cost?
OpenAI documents the auction and the opening bid. Nobody publishes the return. An arXiv audit by Lurie and colleagues of 3,602 ad-bearing conversations shows the channel matches conversations, not shopping queries.
CRO
3 pieces
Turning the traffic you already have into revenue, and knowing when a result is real.
13 min read
What is A/B testing? How to run a test
The definition is easy and the execution is where tests die. What to split on, how to tell the split worked, and the two checks that come before you read a result.
12 min read
Checkout optimization: measure and fix the right steps first
Baymard’s 70 percent abandonment figure is an average of 50 studies across 19 years. Here is what it can and cannot tell you, and which checkout numbers you can count yourself.
14 min read
Conversion Rate Optimization: What Does the Evidence Show?
The most-shared A/B test result in ecommerce was examined in a KDD paper and did not survive. Here is what it got wrong, what the published success rates are, and how to run a program that compounds.
Ecommerce/DTC
19 pieces
The pieces written with a store in front of them.
13 min read
Agentic Commerce: A Guide for Ecommerce Brands
Two agent checkout standards are live and both keep you as the merchant of record. Learn how agents buy, how they choose products and what to fix first.
12 min read
Ecommerce Keyword Research: How to Map Terms to Pages
Ecommerce keyword research maps search terms to store pages. Learn how to assign each term to a page, use the search results to choose the page type, and decide which filters deserve their own page.
13 min read
Ecommerce Schema Markup for Online Stores
The schema types an online store needs, what Google requires for product snippets and merchant listings, and which rich results it no longer shows.
13 min read
Ecommerce Site Structure for Categories and Filters
Choose how many levels your category tree needs and how many links belong at each level. Decide which URL each page uses and which filters need their own pages.
16 min read
Google Ads Conversion Tracking: A Store Setup Guide
Choose a purchase tracking method, decide which orders to count, and compare daily Google Ads conversion counts with completed store orders for one week.
17 min read
ChatGPT Shopping: A Guide for Ecommerce Brands
How ChatGPT picks products, what merchants control and how to measure shopping visibility and revenue.
16 min read
Internal Linking: A Practical Guide
Build an internal linking map for a large site: choose source pages, targets and anchor text, then check after publishing that each link works and fits its context.
14 min read
Google Shopping Feed Optimization: A Field Guide
Trace each Google Shopping feed field from Merchant Center status to matching, clicks, and a controlled product-level test.
17 min read
What is hreflang? How to implement and troubleshoot it
Choose one hreflang method and prove every localized URL is indexable. Diagnose return tag, canonical, redirect, noindex and code failures.
15 min read
Site Migration SEO: A Start-to-Finish Guide
Map your redirects before launch. Then compare search and revenue data to distinguish normal post-migration volatility from a persistent SEO problem.
15 min read
Google Ads Remarketing: An Ecommerce Guide
Learn how Google Ads remarketing uses first-party data and how each campaign type uses audience segments. Set up audiences and exclusions for an ecommerce store. Then set budgets and measure results.
12 min read
Checkout optimization: measure and fix the right steps first
Baymard’s 70 percent abandonment figure is an average of 50 studies across 19 years. Here is what it can and cannot tell you, and which checkout numbers you can count yourself.
12 min read
What is Performance Max? The controls you still have
Performance Max buys all of Google inventory in one campaign. Google publishes both sides of the trade: the controls you keep, and the rule that decides whether your own Search campaign outranks it.
12 min read
How Google Shopping ads work: product data drives matching
Google states that Shopping ads run on your product data, not on keywords. That is why keyword work does so little here. This is what decides whether your products show, and what a small budget can and cannot reach.
12 min read
Shopify SEO: which technical decisions the platform already made
Shopify decides much of your technical SEO by default and documents the two problems it creates. Plus eleven public robots.txt files read on one day, serving two different Shopify defaults.
13 min read
Ecommerce SEO: What to Fix and in What Order
Every ecommerce SEO guide is the same four headings. Across three major storefront platforms the audit category named SEO scores 92 to 100 and separates nobody. Here is where the work that is left sits.
12 min read
How to run an ecommerce SEO audit
Most audit checklists mix one thing Google publishes a threshold for with fifty things it does not. Here is the difference, and the ecommerce-only section that generic audits leave out entirely.
11 min read
How do ChatGPT ads work and what do they cost?
OpenAI documents the auction and the opening bid. Nobody publishes the return. An arXiv audit by Lurie and colleagues of 3,602 ad-bearing conversations shows the channel matches conversations, not shopping queries.
14 min read
Conversion Rate Optimization: What Does the Evidence Show?
The most-shared A/B test result in ecommerce was examined in a KDD paper and did not survive. Here is what it got wrong, what the published success rates are, and how to run a program that compounds.
B2B/SaaS
25 pieces
The pieces written for a purchase several people sign off.
14 min read
AI Visibility for SaaS Source Map
See which sources shape software recommendations in ChatGPT, Gemini and AI Overviews. Find the pages, profiles and listings your team can update.
16 min read
Google Ads Conversion Tracking: A Store Setup Guide
Choose a purchase tracking method, decide which orders to count, and compare daily Google Ads conversion counts with completed store orders for one week.
16 min read
Internal Linking: A Practical Guide
Build an internal linking map for a large site: choose source pages, targets and anchor text, then check after publishing that each link works and fits its context.
14 min read
B2B Landing Page: A Qualified Pipeline Guide
Build a B2B landing page around one offer, the proof that offer needs, and form fields that change what happens next. Learn how to judge tests by sales acceptance and pipeline value.
17 min read
What is hreflang? How to implement and troubleshoot it
Choose one hreflang method and prove every localized URL is indexable. Diagnose return tag, canonical, redirect, noindex and code failures.
15 min read
Site Migration SEO: A Start-to-Finish Guide
Map your redirects before launch. Then compare search and revenue data to distinguish normal post-migration volatility from a persistent SEO problem.
11 min read
SaaS SEO strategy: name the conversion first
Across 86 SaaS clients from Q1 2022 to Q3 2025, First Page Sage measured organic trial-to-paid rates of 18.2 percent without a card and 48.8 percent with one.
11 min read
What is an ideal customer profile? How to build yours
An ideal customer profile is usually described as a filter you derive from your best existing customers. Lenny Rachitsky's interviews with twenty-five named founders and operators describe something else: a hypothesis you find by selling, and most got the first version wrong.
11 min read
What is a B2B marketing strategy? What it must exclude
A strategy is a decision about what you will not do. The published guidance names no order, no budget and no exclusion. What is left is a list of activities and no way to choose. Forrester goes furthest, naming channels only to reject them as strategies.
10 min read
What are SaaS metrics? Definitions and how they connect
Published sets of SaaS metrics run from five entries to twenty-two. The widest opens by printing the metrics side by side and leaves the arithmetic between them to later sections. Several of them contain each other, and one name carries two quantities that produce two verdicts on the same quarter.
11 min read
SaaS landing page examples: benchmarks galleries omit
Search this term and you get galleries holding more than ten thousand example pages. Across the eight readable ones, no conversion rate appears beside a screenshot. Unbounce's 41,000-page benchmark puts SaaS at a 3.8 percent median, well under the 6.6 percent it reports across all industries.
12 min read
What is product-led growth? The arithmetic that decides if it fits
Product-led growth means the product does the selling. The model gets explained everywhere and priced nowhere. A salesperson carries a published quota, and dividing it by your price gives you the number of customers one rep would have to close.
12 min read
What is account-based marketing? How to tell if it fits
Account-based marketing means treating a named list of companies as the market. The usual advice explains how to run it far more than whether it fits you. This one gives you a fit test built from published numbers, and the arithmetic to run it on your own accounts.
11 min read
B2B Content Marketing: How Long Before It Works
B2B content marketing needs a budget, a review date and a measure of progress. Build the budget from the people and production required, then evaluate discovery and purchase activity on separate timelines.
12 min read
What is lead nurturing? Trigger rules and delays
No published definition of lead nurturing prints a cadence number, and only Oracle says what the timing keys on. The vocabulary that decides what you build sits in the platform documentation: what enrols someone, what delays them, and what happens when they convert mid sequence.
13 min read
B2B Demand Generation: Build and Measure the Programme
B2B demand generation creates awareness and interest before a buyer enters the pipeline. Allow for long research cycles, reach everyone in the buying group and agree which team owns the MQL target.
10 min read
What is a SaaS marketing funnel? Why models end differently
Search saas marketing funnel and half the results describe the road to a purchase while the other half describe what happens after signup. Both call it the SaaS funnel. Here is where each one ends, why the disagreement exists, and which endpoint to pick.
12 min read
What is lead scoring? How to derive points from close rates
A lead score can be derived from what closed, or assigned by judgement. One of those is arithmetic and the other is a guess, and they look identical on the page. Here is each method, and the detail about retroactive rescoring almost nobody mentions.
11 min read
What is a B2B marketing funnel? Three published stage counts compared
Published models give four stages, three or six. Google suggests a question asking for five. Here is what the count changes, what it does not, and where the handoff sits.
12 min read
B2B lead generation: price per lead and why reports disagree
Four published reports price a B2B lead. They name four different scopes, publish four different statistics, and not one of them says how many campaigns it looked at. Here is how to read them, and how to build a number of your own.
11 min read
B2B Buyer Journey: Track Jobs Across a Nonlinear Path
Gartner says buying teams work on tasks without a consistent order. Record an event for each buying job and use a separate field for account ownership.
10 min read
B2B SEO strategy: plan for small terms and long timelines
There is no B2B ranking algorithm. What changes is the size of the terms, the number of people deciding, and how long a page takes to pay back. Each of those can be put into numbers.
10 min read
B2B keyword research: what to use instead of volume
Search volume is the wrong way to pick B2B terms, and the published guidance says so without putting a number in its place. Choosing between two keywords stays a matter of taste. Here is the arithmetic that settles it.
10 min read
What is sales and marketing alignment? What the evidence supports
The benefit figures quoted for alignment lose a step of attribution at every hop, and the anchor study behind them is from 2010. The part you can write down and check is smaller, and more useful.
10 min read
SaaS content marketing: what it has to beat
SaaS content marketing has to beat the next best use of the same budget. Your price changes how much traffic each article must produce, so work out that threshold before you fund the plan.
Elsewhere in the library
31 pieces
The rest of what we have published, across the other formats.
12 min read
Performance Max vs Standard Shopping: A Control Guide
Compare Performance Max and Standard Shopping by inventory, targeting, bidding, data, and reporting. See when each should control a product and how overlap works.
9 min read
B2B SEO tools: in-house and agency products compared
The phrase covers two products with two different buyers: software for a company running its own search work, and agency software with white-label reports and client seats. Here is the job each tool is sold for, what each one publishes, and the unit they leave to you.
7 min read
What is pipeline velocity? The formula and where it misleads
Pipeline velocity compresses four separate numbers into one, and two of them can move in opposite directions and cancel. A quarter where deals doubled in size and halved in win rate reports the same figure as the quarter before it.
7 min read
What Cost Per Lead Means
Most definitions of cost per lead describe a number you calculate. One of the results describes something else entirely: a pricing model you are billed on, where a contract defines what counts as a lead. The two share a name and almost nothing else.
7 min read
What is LTV to CAC ratio? Origin of the 3:1 target
Look this term up and the same 3:1 target comes back page after page, and the two opened here name no origin for it. The origin exists, calls it a guideline, and its author later published a correction saying he should have told readers when the ratio is worth calculating at all.
7 min read
What is SaaS churn rate? Why published averages disagree
Published SaaS churn averages run from 3.22 percent to 14 percent a year, and the reason is not the maths. Enterprise software loses under 10 percent of customers a year and freemium products lose over 50, so the spread inside the category is wider than the spread between the people reporting it.
10 min read
Demand Generation vs Lead Generation: How to Split the Work
Demand generation builds awareness and interest. Lead generation captures contact details from people already showing intent. Set the boundary before you split budgets and targets.
6 min read
What is a sales qualified lead? Definition and how reps decide
A sales qualified lead is one a rep has looked at and kept. Two steps can sit here where teams describe one. Here is the acceptance step, what reps check before they keep a lead, and how the definition changes the rate you can report.
9 min read
SaaS SEO tools compared by job
Every tool sold as a SaaS SEO tool is a general SEO tool. What changes for a SaaS company is the unit: your conversion is a trial or a demo, and no SEO suite counts those. Here is which tool does which job, what each publishes, and what you still have to build yourself.
6 min read
What is a product qualified lead? Definition and triggers
A product qualified lead is somebody who has already got value out of your product. This page covers the named triggers real companies use, why the stage is missing from HubSpot’s defaults, and when a PQL replaces a lead score instead of sitting beside it.
8 min read
MQL vs SQL: the difference and where to draw the line
Marketing decides an MQL and sales decides an SQL, and no published standard sets either bar. Here is what each term means in practice, why the conversion rates you can look up disagree by a factor of two, and how to set your own threshold.
6 min read
What is a marketing qualified lead (MQL)?
A marketing qualified lead is one your marketing team judges ready for sales. No outside body sets that bar. Here is what usually goes into the score, what the platforms leave to you, and how to write your own definition in one sentence.
10 min read
Conversion rate optimization tools: four classes and who each fits
A CRO tool can be a testing platform, a session recorder, a survey tool or an analytics product. The two largest testing platforms publish no price and one recorder is free forever. Here is which class you need, what each publishes, and the traffic arithmetic to do before you buy.
8 min read
AEO tools compared: six products and three labels
Six products are sold as answer engine optimization tools, as generative engine optimization tools, and as AI visibility trackers. Same products, three category names. Here is what they do, what they cost, and how to avoid buying two of them.
8 min read
AEO vs GEO: the difference and the evidence behind each
GEO is the name of a method from a 2024 academic paper with a published benchmark. AEO is an industry coinage, named by Google only in a list of things you do not need to do. The work sold under both names is the same work, so buy on evidence and not on the label a vendor prefers.
9 min read
Generative engine optimization tools: what each one buys
Most GEO tools tell you where your brand stands in AI answers, and one of them watches what AI agents do on your site instead. What you pay for is asking again, on a schedule, across more engines. The untested half is the advice that comes with it, and here is how to tell the two apart before you buy.
10 min read
Which AI SEO tool does which job
AI SEO tools score drafts, plan sites, generate content or track AI answers. Compare Surfer, Clearscope, MarketMuse, Semrush and other tools by the job you need done.
10 min read
AI visibility tools: the three worth checking
Profound, Peec AI and Semrush differ in engine coverage, prompt limits and refresh frequency. Compare their published terms, best-fit buyers and current limits.
6 min read
What is a Google knowledge panel? Your options
A box Google generates about an entity it already recognises. You cannot create one, you can sometimes claim one, and Google states that not all of them are claimable.
6 min read
What is AI search optimization? Two jobs under one term
The phrase names two different jobs: preparing your pages for AI search engines, and using AI tools to do SEO work. Most people mean the first. Vendors often mean the second.
6 min read
What is AI visibility? Definition and what gets counted
AI visibility is whether an answer engine names your brand. Google attaches a privacy question to the same phrase in its own results, and inside the marketing sense the term still covers three different events.
9 min read
CRO vs more traffic: which to fund first
Both raise revenue through the same multiplication. How much traffic you already have decides whether you can prove a conversion gain, and that threshold is arithmetic, not opinion.
5 min read
What is average order value? Definition and how to read it
AOV is revenue divided by orders. That is an arithmetic mean, and a mean can sit far from the order a store takes most often.
9 min read
ChatGPT shopping vs Google Shopping: which to build first
Google publishes how its shopping ads work, down to the auction. OpenAI publishes almost nothing about how products get picked in ChatGPT. That gap is the most useful thing to know before you budget for either.
5 min read
What is answer engine optimization? Definition and what platforms say
AEO is the industry name for being cited in AI-generated answers. Three of the companies that build those answers publish access instructions, not optimization advice, and none of the three uses the term.
9 min read
Google Ads vs Meta Ads: which to choose for your product
Before the channels differ, the counting does. Google Ads counts conversions over 30 days by default and Meta counts a click for at most 7. A head to head return comparison starts from two different rules.
6 min read
What is ROAS
Return on ad spend in plain language: the formula, why two tools report different numbers for the same spend, and the arithmetic that tells you what a good ROAS is for your store.
9 min read
SEO vs PPC: which one to fund first
The usual answer is that SEO is free and slow, PPC is fast and paid. In three of four ecommerce categories measured, the paid share of clicks roughly doubled in twelve months. Here is what that changes.
6 min read
What are Core Web Vitals? Thresholds and counting rules
The three metrics, the three published thresholds, and the three counting rules that decide whether a store passes. Plus what the numbers look like by ecommerce platform.
4 min read
What is conversion rate optimization? Definition and calculation
Conversion rate optimization in plain language: the definition, the formula, and the one way the number reliably misleads store owners.
8 min read
AEO vs SEO: Which One Does Your Store Need First?
Answer engine optimization and SEO are measured differently and fail differently. Here is the split, with the number that shows why ranking first is not the same as being cited.
Read what you like.
Then ask us the harder version.
These pages answer the questions that have published answers. The ones that do not are the reason we look at your store directly.