Almost everything in a competitor report
was estimated, not measured.

Nobody outside the vendors can say precisely, which is itself the answer. Google states that no third party has access to its ranking systems, so every competitor traffic figure is modeled from sampled behavior rather than measured. Treat them as directional — useful for spotting a large gap or a sudden change, not for a number you would put in a plan. The only measured traffic in the exercise is your own, defined per Google's conversion documentation. See CRO.

It is a metric invented by a tool vendor, computed differently by each one, and no search engine assigns it. Google's guidance on evaluating third-party SEO advice is worth reading on exactly this point. Tracking your own score over time to see directional movement is reasonable. Comparing yours against a competitor's and calling the difference a competitive gap is comparing two models, and it is the single most common way a competitor report creates a target that means nothing. Related: technical SEO.

More than most reports contain. Which pages they have published and when. Every objective claim on their site, checkable against a licensing body, a registry, or their own other pages. Whether they cite sources and whether those sources say what they claim. Whether their business profile carries the details Google documents. Whether their listings agree with each other. What their live ads promise. What recurring themes appear in their reviews. All public, all re-checkable, and all slower to gather than a dashboard export. See directory optimization.

Usually not, and this is where most competitive budget is wasted. You can see the tactic; you cannot see the offer economics, the cost base or the buyer research behind it. A competitor advertising a service at a price you cannot match may be running it as a loss leader, or may simply be wrong. Our default routing for a finding like that is ignore, with the reason stated. The findings worth acting on are the ones that hold regardless of what they are doing — an unanswered question, an incomplete profile against Google's documented profile requirements. Related: market research.

Competitor analysis studies supply, market research studies demand. This page is about who else is answering the demand and how well — their pages, claims, citations, listings and ads. Market research is about the buyers themselves: who wants this, how many, and in what words they describe it. They inform each other and they are not substitutes, and a competitor teardown cannot tell you whether a market exists — only who is already in it. Google's people-first standard is a reminder that the buyer, not the rival, is the subject.

Comparative advertising is permitted, and the constraint is substantiation. The FTC's advertising guidance holds that objective claims must be truthful and supported by evidence — which applies to what you say about a competitor as much as to what you say about yourself. In practice, the stronger play is rarely to attack them: it is to make a specific claim you can document, in the place where their claim is thin. That is general information, not legal advice; a lawyer should review comparative copy before it runs. Related: reputation management.

When there is a decision waiting on it, and otherwise not on a schedule. A recurring monthly report with no question attached goes unread because nothing in it changes and nothing requires a response. The events that genuinely warrant a look are specific: a new entrant, a competitor's rebrand or site rebuild, your own launch into a new service or area, or an unexplained drop in your traffic — for which Google publishes a structured debugging sequence that should be worked before blaming a rival. See website maintenance.

Two different sets, and conflating them produces confused findings. Business competitors are the firms your buyers actually consider alongside you. Search competitors are whoever occupies the results for the questions your buyers ask — often national publishers, directories and manufacturers rather than local firms. The second set matters because you are competing for the answer, not only for the customer, and its members frequently offer nothing you sell. Local proximity and prominence factors are documented in Google's local ranking guidance. Related: local SEO.

It will summarize what a competitor's site says, quickly and usefully. What it will not do is check whether any of it is true — the certification against the issuing body, the years-in-business claim against the registration record, the service-area claim against their own page. That verification step is the entire value, and it is manual. There is also a volume trap: generating a page per competitor finding approaches what Google's spam policies describe as scaled content abuse. Sourcing discipline is covered under content writing.

A findings document where every item carries a URL, a date and what was found, so you can repeat any check without us. Estimates are present and labeled as estimates. Findings route to act, monitor or ignore with the reason stated, and the ignore column is usually the longest. The output that most often changes something is the list of questions buyers ask that nobody in the market answers properly, because that becomes pages rather than a spreadsheet — handled under content strategy, on a site that meets the technical baseline.