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KeywordsBeginnerChecked against Google docs · Oct 2026

Keyword research in 2026: sources, metrics and a step-by-step method

Keyword research turns what you offer into a ranked list of the queries worth your effort. The numbers are estimates, so the method matters more than any single tool.

Author: Eugene Serbin, Head of SEO at Semalt Updated: 30 October 2026 Reading time: 19 min Visuals: 4

In short

Keyword research is finding the words real people use for the problems your site can solve, and deciding which of them deserve your effort first. Good research combines your own Search Console data, Google Keyword Planner, Google Trends, the search results themselves and the language of your customers, because every single source has blind spots. Treat every number as an estimate for comparison, then rank keywords by business value, demand and feasibility, not by volume alone.

What keyword research is (and is not)

Keyword research is demand discovery. You start from what you sell or explain, find out how people actually phrase their needs in search, and end with a prioritised list that tells you which pages to create, which to improve and which queries to leave alone.

It is not a list of phrases to repeat in headings. Google's helpful content guidance describes the goal plainly: “People-first content means content that's created primarily for people, and not to manipulate search engine rankings.” Keywords tell you what people need and what words they use. The page still has to answer that need better than the alternatives.

This lesson covers the research itself: sources, metrics and the method. Two steps that come right after it have their own lessons. Search intent and SERP analysis explains how to read what kind of result each query expects. Clustering and the content map explains how to group keywords into topics and assign each group to one URL. Here you will tag intent and topic roughly, so the list is ready for those steps.

Diagram · The keyword research workflow
Keyword research workflow from seed topics to a prioritised list Five stages: seed topics from business goals, collecting ideas from Search Console, Keyword Planner, Trends, the search results, customers and competitors, adding metrics, cleaning and tagging, and prioritising by value, demand and feasibility before mapping to URLs. A loop returns from the last stage to collection for regular reviews. 1 · Seed topics2 · Collect ideas 3 · Add metrics4 · Clean and tag 5 · Prioritise Business goalsProducts, servicesAudience problemsExisting pages Search ConsoleKeyword PlannerTrends, SERP, AICustomers, rivals Volume (estimate)SeasonalityCPC, difficultyYour position Merge variantsDrop off-topicTag topicTag rough intent Value × demand× feasibilityMap to URLsPlan the work Review regularly: new Search Console queries, and seasonal terms before the season From what you offer to a ranked list of keywords and target URLs
Research is a loop, not a one-off task: the list is refreshed as new queries and seasons appear.

What Google officially says

Google does not publish a keyword research guide for SEO, but its help pages for Keyword Planner, Google Trends and Search Console explain exactly what each tool's numbers mean. These are the sentences worth remembering.

“You can use the Google Keyword Planner tool to discover new keywords related to your business and view estimates of the searches they receive and the cost to target them.”

Google Ads Help — Use Keyword Planner

“Your search volume statistics are rounded.”

Google Ads Help — About Keyword Planner forecasts. The same page adds: “Web traffic is influenced by seasonality, current events, and a number of other factors.”

“Google Trends data should always be considered as one data point among others before drawing conclusions.”

Google Trends Help — FAQ about Google Trends data

“SEO can be a helpful activity when it is applied to people-first content, rather than search engine-first content.”

Google Search Central — Creating helpful, reliable, people-first content

The helpful content page also lists warning signs that apply directly to how you choose keywords. Two of them:

In other words: a keyword with demand is only an opportunity if it fits your audience and you can genuinely help with it.

Where keyword ideas come from

No tool sees all searches. Combine several sources, and know what each one is good and bad at.

Search Console queries

Start with your own data. The Performance report lets you, in Google's words, “Learn which queries are bringing traffic to your site, and use this to improve your SEO efforts.” These are real queries for which Google already shows your pages, with clicks, impressions and average position. Useful filters: queries with many impressions and few clicks, queries where your average position is roughly 8–20, and question queries found with a regex such as ^(how|what|why|can|does|is) .

Two limits. “The table can display a maximum of 1,000 rows, so some rare or long-tail rows might be omitted from the table, but included in the chart total.” And “To protect user privacy, the Performance report does not show all data. For example, it omits some queries that are searched a very small number of times.” Export through the API or filter by page to see more rows; the lesson Performance report: filters, regex, comparisons covers this in detail.

Google Keyword Planner

Keyword Planner is built for advertisers, but it is Google's own free source of search volume estimates. You can start from words or from a page: “Start with a website: Enter any website and Google will look for keywords related to the content on that site.” Combining both usually works best, and Google's best-practice advice is to “Describe how your customers think of your product or service category.” Start with hiking boots, not best hiking boots for wide feet; the Planner will suggest the longer variants itself.

Practical limits: “You must complete your account setup by entering your billing information to access basic features like "Get ideas for new keywords".” You do not have to run ads, but you do need a complete account. And “Keywords with very low search volumes, or keywords that are considered sensitive aren't discoverable or forecastable.” Health and finance topics are often affected: “Google’s personalized advertising and data privacy policies often prevent results for keywords in sensitive categories like health or finance.”

Google Trends

Trends shows relative interest over time and by region, not search volume. “Google Trends normalizes search data to make comparisons between terms easier.” Use it to see seasonality, to check whether a topic is growing or fading, and to compare wording (for example trainers vs sneakers) or regions. Compare terms in the same request, because each chart is scaled on its own.

Autocomplete

Type a seed into Google and note the predictions, then add letters or question words (trail shoes a…, how trail shoes…). Google explains that “The predictions come from real searches that happen on Google and show common and trending ones relevant to the characters that are entered and also related to your location and previous searches.” It also warns: “Autocomplete should not be taken as always reflecting the most popular search terms related to a topic.” Use it for wording and ideas, not for ranking keywords by size. A private browser window reduces the effect of your own history.

People also ask and related searches

The question boxes and the related searches on the results page show what else people look for around your seed. They are a good source of sub-questions for a page and of neighbouring topics. They also show you how Google interprets the query, which is the starting point of the Search intent and SERP analysis lesson.

Competitor pages

Look at the pages that rank for your seeds. Note the topics, questions and product types they cover that you do not. Keyword Planner can do part of this: enter a competitor's page as the website. Third-party SEO tools can list the keywords a domain ranks for, but those lists are modelled estimates, so treat them as an idea source, not as facts about the competitor's traffic.

Customers: support, sales, reviews, site search

The most valuable phrases are often the ones no tool shows. Support tickets, live chat logs, sales call notes, product reviews and your on-site search log contain the exact words customers use, including problems and objections that never appear in a keyword tool. Ask the support and sales teams for their ten most common questions; this alone often produces several page ideas.

Forums and communities

Reddit, Quora, niche forums and video comments show how people describe problems in their own words, and which questions get asked again and again. Many of these queries show little or no volume in tools, but the repetition is evidence of real demand.

AI assistants as idea generators

ChatGPT, Claude, Gemini and similar assistants are useful for brainstorming: seed terms, synonyms, questions, sub-topics, regional vocabulary and angles you had not thought of. Their numbers are not data. If an assistant gives you a search volume, a difficulty score or a trend, it is a guess or a recollection, not a measurement. Take the ideas, then check every metric in Keyword Planner, Trends or Search Console.

Table · Keyword sources compared
SourceWhat it gives youNumbersMain limits
Search ConsoleReal queries that already show your site, with clicks, impressions, positionMeasured for your siteOnly queries you already appear for; rare queries omitted; 1,000-row table
Keyword PlannerNew ideas from words or a URL; average monthly searches; bid rangesGoogle estimates, rounded, often shown as rangesBuilt for ads; close variants grouped; low-volume and sensitive terms missing
Google TrendsSeasonality, rising topics, regional comparisonRelative 0–100 index, not volumeLow-volume terms show 0; sampled data
AutocompleteReal wording and long-tail variantsNonePersonalised; filtered; not ranked by popularity
People also ask, related searchesSub-questions, neighbouring topics, how Google reads the queryNoneChanges by location and over time
Competitor pagesTopics and page types you are missingThird-party estimates onlyYou see what they rank for, not what converts
Customers, support, salesExact customer language, problems, objectionsFrequency in your own recordsNeeds manual collection
Forums, communitiesUnfiltered questions and pain pointsNoneNoisy; needs judgement
Third-party SEO toolsLarge keyword databases, difficulty scores, competitor keywordsModelled estimatesTools disagree; each uses its own model
AI assistantsBrainstorming seeds, synonyms, questions, anglesNot dataAny metric must be verified elsewhere
Use measured data (your Search Console) first, Google estimates second and everything else as idea sources.

Keyword metrics and how to read them

Search volume

In Keyword Planner, average monthly searches means “The average number of times people have searched for a keyword and its close variants based on the month range as well as the location and Search Network settings you selected.” Three details follow from that definition:

Accounts with little or no ad spend usually see ranges such as 1K–10K instead of a single figure. Ranges are less precise, but they are enough for what volume is really for: comparing keywords and sorting them into demand bands. Third-party tools show exact-looking numbers, but they are modelled estimates and different tools often disagree. Keep one source per column and note which source you used.

Volume is also less reliable for small areas: “You can expect results to be less accurate if you're targeting a small geographic location, simply because there is less data on which to base predictions.”

Seasonality and trends

Many keywords are seasonal: gifts, travel, tax, sports, heating. Keyword Planner shows monthly figures, and “The date range feature lets you adjust the date range in order to view search volume trends over specific time periods, and get suggestions for keywords that are more relevant during certain times of the year.” Google Trends adds the longer view: whether interest is growing year on year or slowly fading. Record the peak months in your spreadsheet and publish or update seasonal pages before the peak, not during it.

CPC and competition

Keyword Planner's bid columns show what advertisers have paid: the low range is “an approximation of the 20th percentile” and the high range “an approximation of the 80th percentile”. For SEO this is a signal of commercial value. Advertisers pay more for queries that lead to sales or leads, so a high top-of-page bid usually means a valuable query.

The Competition column is often misread. It is “The number of advertisers that showed on each keyword relative to all keywords across Google.” It says nothing about how hard it is to rank organically.

Keyword difficulty

Keyword difficulty (KD) scores come from third-party SEO tools, not from Google. Each tool calculates its score differently, usually from the links and authority of the pages currently ranking. Treat KD as a rough estimate: compare scores only within one tool, and confirm by looking at the actual results page. Who ranks there (big brands, forums, small sites like yours) and how well they answer the query tell you more than any score.

Your own position and impressions

For queries you already appear for, Search Console is ground truth. Impressions show real demand for your site in that market; average position shows how far you are from page one. A query with many impressions at position 12 is usually easier to win than a new query where you do not appear at all. Remember that “Search results are specific to the time, place, device, and recent history of the person searching”, so do not judge rankings from a single search on your own computer.

Long tail and zero-volume keywords

Long-tail keywords are longer, more specific queries: trail running shoes for flat feet rather than running shoes. Each one is searched rarely, but together they make up a large share of all searches. They usually have a clearer intent, they are easier to rank for, and the people searching them are often closer to a decision.

Many real queries show 0 or no data in tools. Keyword Planner does not show very low-volume terms, Google Trends shows them as “0”, and Search Console omits the rarest queries for privacy. Zero volume therefore means too small to report, not nobody searches this.

When is a zero-volume term worth covering? When there is other evidence: customers ask it in support or sales, it appears in autocomplete or People also ask, or it is a precise variant of a topic you already serve. Most of these terms belong as a section or FAQ on a broader page, not as a page of their own. Sum long-tail terms by topic when you judge demand: ten queries of “no data” on the same subject can add up to a worthwhile page.

Language and location

Search behaviour changes by country, language and device, so research each market separately:

The technical side of multi-language sites is covered in the hreflang lesson. Keyword research decides what each language version should be about.

Step-by-step method

  1. Define goals and seed topics. List what the business sells or explains, who it serves and what counts as a conversion. Turn this into 10–30 short seed terms in customer language, such as trail running shoes or shoe repair.
  2. Harvest Search Console. Export queries for the last 12 months (or the longest period available), with clicks, impressions, position and page.
  3. Expand with Keyword Planner. Enter seeds and your own pages, set the right location and language, and export the ideas with monthly searches and bid ranges.
  4. Add SERP and suggestion data. Autocomplete, People also ask and related searches for your main seeds. Use an AI assistant to brainstorm missing synonyms and questions.
  5. Add customer language. Support tickets, sales notes, reviews, site search, forums.
  6. Check competitors. List topics and page types they have that you do not.
  7. Put everything in one sheet and add metrics: volume (with source), seasonality from Trends or Planner, CPC, difficulty (with tool name), your current position and URL.
  8. Clean the list. Remove duplicates and off-topic terms, merge close variants, drop keywords for products you do not offer.
  9. Tag topic and rough intent. Is the searcher learning, comparing, buying or looking for a specific site? Check intent properly later in the SERP, as explained in Search intent and SERP analysis, and group keywords with Clustering and the content map.
  10. Score and prioritise with value × demand × feasibility (below).
  11. Map to URLs. For each topic, choose an existing page to improve or a new page to create. One topic, one main URL; two pages for the same keyword compete with each other, as the Keyword cannibalisation lesson explains.
  12. Review regularly. Add new Search Console queries, re-check seasonal terms before each season and update scores as rankings change.

The research spreadsheet

A spreadsheet is enough for most sites. One row per keyword, one column per fact, and a note of where each number came from. Recommended columns:

Keyword

The query as people type it, lowercase.

Source

Where you found it: GSC, Planner, PAA, support, forum, AI brainstorm.

Topic

The group it belongs to; becomes the cluster later.

Intent

Rough tag now, confirmed after the SERP check.

Volume

Number or range, with source and location in the header.

Peak months

From Planner monthly data or Trends.

CPC

Top-of-page bid range: a commercial signal.

Difficulty

Score plus the tool name; compare within one tool only.

Position / URL

Current average position and ranking page from Search Console.

Target URL

Existing page to improve, or the planned new URL.

V / D / F

Value, demand and feasibility scores, 1–3 each.

Priority

V × D × F; sort by this column.

Status, notes

Idea, planned, in progress, published; anything worth remembering.

Example · Research sheet for a running shop (illustrative data)
KeywordSourceTopicIntentVolume (Planner, UK)PeakCPCKD (tool A)GSC pos.Target URLVDFPriority
trail running shoes for flat feetGSCTrail shoesCommercial100–1KMar–May£0.40–1.10189/trail-running-shoes/32318
wide toe box trail shoesSupportTrail shoesCommercialno data––8–/trail-running-shoes/3139
trail running shoesPlannerTrail shoesCommercial10K–100KMar–May£0.50–1.406218/trail-running-shoes/3319
how to clean running shoesPAAShoe careInformational1K–10Kflat£0.05–0.2025–new: /guides/clean-running-shoes/1236
waterproof trail shoesPlannerTrail shoesCommercial1K–10KOct–Jan£0.40–1.203514/trail-running-shoes/waterproof/32212
rest day after half marathonForumTrainingInformationalno data––––section in /guides/half-marathon-recovery/1122
All numbers are illustrative. Note that the long-tail row from Search Console outranks the big head term once value and feasibility are scored.

How to prioritise: value × demand × feasibility

Volume alone is a poor way to choose keywords. A big term you cannot rank for, or one that never leads to a sale, is worth less than a smaller term that converts and is within reach. Score each keyword, or better each topic, from 1 to 3 on three factors:

Priority = V × D × F, from 1 to 27. Multiplying, rather than adding, means a score of 1 on any factor pulls the keyword down hard. In the example sheet, trail running shoes for flat feet scores 3 × 2 × 3 = 18 and comes first: it sells, it has demand, and the page already ranks 9th. The head term trail running shoes scores 3 × 3 × 1 = 9 because ranking for it is a long project.

Matrix · Business value vs feasibility, bubble size = demand
Prioritisation matrix A two-by-two matrix with feasibility on the horizontal axis and business value on the vertical axis. High value and high feasibility are quick wins; high value and low feasibility are strategic bets; low value and high feasibility are fill-ins; low value and low feasibility are skipped for now. Example keywords are placed as bubbles sized by demand. Strategic bets Quick wins: do first Skip for now Fill-ins trail running shoes trail shoes for flat feet waterproof trail shoes wide toe box how to clean running shoes rest day after half marathon Feasibility: low → high Business value: low → high
Illustrative placement of the example keywords: start top right, plan the top left as longer projects, and leave the bottom left alone.

Two practical rules. First, score topics after clustering when you can, because one page will target the whole group. Second, revisit feasibility as you grow: today's strategic bet becomes a quick win once you rank on page two for it.

Check the pages your keywords will land on

Before you target a keyword, make sure its page can rank. OurSEO Tools runs a 69-point checklist, including on-page, content and internal linking, and crawls up to 1,000 pages with status code, canonical, indexability and load time per URL.

69-point checklistTechnical crawlContent analysis

Common mistakes

FAQ

Is keyword research still needed with AI Overviews and AI assistants?

Yes. People still type and speak queries, and the wording still tells you what they need. Research tells you which problems to solve and in what words; that applies whether the answer is shown as a classic result or cited in an AI answer.

Why does Keyword Planner show a range like 1K–10K instead of a number?

Accounts with little or no ad spend usually see ranges. Even exact figures are rounded averages, so ranges are fine for sorting keywords into demand bands. If you need finer detail, compare with your own Search Console impressions.

Do I need a paid SEO tool?

Not to start. Search Console, Keyword Planner, Trends and the results page cover most needs for a small or medium site. Paid tools add bigger keyword databases, difficulty scores and competitor keyword lists, all as estimates.

Why are Search Console numbers different from Keyword Planner?

They measure different things. Search Console counts impressions of your site for queries you appear for. Keyword Planner estimates all searches for a keyword and its close variants. A page at position 30 gets few impressions even for a large query.

Should I create a page for every keyword?

No. Group close variants and related questions into one page per topic. Create a separate page only when the intent is different, which is what the clustering lesson helps you decide.

How often should I redo keyword research?

The full process when you plan a new site, section or market. Lighter reviews regularly: add new Search Console queries, re-check seasonal terms before each season and re-score topics as your rankings change.

Sources

Quotes checked against the official pages on 30 October 2026.