AI and the future of search

AI in SEO: where it saves time and where judgement still matters

Publishing plenty and want the visits to match? How AI in SEO reshapes strategy, and which parts of yours to update first so your content earns.

Written by Mike Bastin27 November 2024Updated 26 September 2026

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What AI in SEO changed in 2026

You are publishing as much as ever, and the aim now is getting the visits to match. Google now writes its own answer above many results, and AI lets every competitor publish at volume. Update the playbook and your content budget goes to pages that earn.

Below: what AI changed on both sides of search, and which parts of your strategy to change first.

The shift started with a clean-up. Google's March 2024 core update and new spam policies went after low-quality, unoriginal content produced at scale, whether written by people, machines or both.

Google expected the update, combined with earlier efforts, to reduce low-quality, unoriginal content in search results by 40%. Its scaled content abuse policy covers content produced at scale to boost rankings, "whether automation, humans or a combination are involved".

Source: Google, New ways we're tackling spammy, low-quality content on Search, March 2024

Then came generative results. Search Generative Experience (SGE) became AI Overviews, which launched in the US in May 2024 and a year later reached most of the world, changing how people interact with results.

AI Overviews are now available in more than 200 countries and territories and in more than 40 languages.

Source: Google, AI Overviews expansion update, 20 May 2025

Map whole topic clusters with AI keyword research

Covering the whole topic now wins over chasing single high-volume terms. AI tools for keyword research in each language map entire topic clusters, find content gaps and flag emerging demand early.

Semrush, Ahrefs and newer entrants like Surfer and Clearscope analyse thousands of ranking pages to find the subtopics and depth of coverage a query expects.

A site that covers a subject thoroughly tends to outrank one optimizing single pages for single terms.

Whole topic one cluster Subtopics Content gaps Long-tail terms
AI keyword tools map the whole topic at once: the subtopics a query expects, the gaps in your coverage and the long-tail terms buyers type close to a decision.

AI tools also help surface long-tail keywords that signal purchase intent. These lower-volume queries are more specific, so the visitors they bring are usually further along in their decision.

A hand arranging navy paper grapes into one cluster, one grape red

Draft with AI, publish with expert review

Reviewed, expert-led content is where your budget earns rankings. Content quality decides ranking success more than ever, which is why multilingual content is written for each market. Google's helpful content system, folded into its core ranking systems in March 2024, rewards people-first content and targets pages created primarily for search engines.

AI writing tools like Claude, ChatGPT and Jasper help with drafts, and AI output ranks best once an expert has shaped it. The Search Quality Rater Guidelines emphasise E-E-A-T: experience, expertise, authoritativeness and trustworthiness.

Use AI for research, outlining and first drafts; human expertise adds the insight and judgement that only people bring.

Tools like Surfer, MarketMuse and Frase analyse top-ranking content to identify required topics, typical length and semantic coverage. They provide data-driven briefs, and the content strategy and the unique angle remain human decisions.

The scaled content abuse policy targets unreviewed content published in bulk: the clearest argument for keeping an expert in the loop.

Spot a competitor's move the week it happens

Near real-time monitoring shows a competitor's move the week it happens, well ahead of a monthly report. Competitor intelligence has moved there, and the fundamentals still matter. Our competitor analysis checklist walks through the manual audit that AI now accelerates.

AI tools track ranking changes, new content, backlink acquisition and technical updates across whole competitor sets at once. SpyFu, Moz and Similarweb offer AI-assisted competitive analysis that identifies:

  • Keywords your competitors rank for, ready for you to target
  • Content gaps in your topical coverage
  • Backlink sources worth pursuing
  • Technical advantages competitors exploit

Automated alerts flag opportunities within hours.

Competitor makes a move Monthly report once a month AI alert within hours
Near real-time monitoring flags a competitor's move within hours, well ahead of the monthly report.

Google's AI systems in 2026

Google's own answers now take a share of the clicks on informational pages, and knowing which systems write them tells you which pages to protect. Google runs several AI systems at once to interpret queries and evaluate content. RankBrain helps interpret query intent for ambiguous searches, and BERT understands natural language context and word relationships.

MUM (Multitask Unified Model) processes information across languages and formats, including text, images and video. AI Overviews and AI Mode, powered by Gemini, synthesise information from several sources into answers shown above, or in place of, the traditional list of links.

Those answers take clicks away from informational queries. Pew Research tracked the browsing of 900 US adults and found the gap is large.

Users who encountered an AI summary clicked on a traditional search result link in 8% of visits; those who did not see one clicked a result in 15% of visits. Browsing data from March 2025, 900 US adults, 68,879 Google searches.

Source: Pew Research, Google users are less likely to click on links when an AI summary appears in the results, 22 July 2025

No AI summary 15% AI summary 8% Share of visits with a click on a classic result
A traditional result drew a click in 15% of visits to a plain results page and in 8% when an AI summary sat above it. Pew Research, browsing by 900 US adults in March 2025.

Commercial queries are less exposed, which makes bottom-of-funnel content more valuable. Conversational, question-based searches, typed or spoken to an assistant, matter more as people get used to asking full questions.

Multilingual SEO benefits from MUM's cross-language understanding, and localized content still outperforms translated material.

Generative engine optimization: what earns a place in AI answers

If an AI answer names three suppliers in your category, those three get the buyer's attention, so the aim is to be one of them. GEO has emerged as a discipline alongside traditional SEO. Appearing in AI-generated answers from Google AI Overviews and AI Mode, Perplexity, Claude and ChatGPT requires different signals than ranking in traditional results.

AI systems favour content that:

  • Provides direct, factual answers to specific questions
  • Cites credible sources and data
  • Demonstrates clear authorship and expertise
  • Uses structured data and schema markup consistently

Researchers at Princeton University and IIT Delhi, who coined the term, tested methods such as adding citations, quotations and statistics to source content.

GEO can boost visibility by up to 40% in generative engine responses.

Source: Aggarwal et al., GEO: Generative Engine Optimization, KDD 2024

Brand mentions across the web influence AI citation. Digital PR, expert commentary and industry participation build the authority signals AI systems reference.

Direct answers Credible sources Clear authorship Structured data Cited in AI answers
AI systems quote the pages that answer directly, cite their sources, show who wrote them and mark up their facts.
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Five shifts to make in 2026

Most of the change comes down to what you publish and what you measure. Teams that adapt, in technical SEO as much as in content, make five shifts:

Area From To
Content mix Informational traffic alone Commercial pages, where clicks remain strong
Coverage Isolated keywords Thorough coverage of each topic
Production Publishing AI drafts unreviewed AI for pace, experts for the angle
Monitoring Rankings alone AI answer appearances beside rankings, in Google Search Console and third-party tools
Markup Unmarked pages schema.org structured data, so AI systems cite you correctly

SEO strategy in 2026 balances visibility in traditional search, AI-generated answers and direct brand discovery. Traffic from search is fragmenting, so measuring success means tracking brand awareness, AI citations and conversion rates alongside organic sessions.

Treat AI as a tool and as an audience

AI has moved SEO from keyword matching to intent, and tools like Semrush, Ahrefs, Surfer and MarketMuse make research faster.

Google's RankBrain, BERT, MUM and AI Overviews reward thorough, expert content over keyword-stuffed pages. Generative engine optimization adds a new channel that rewards structured data, citations and demonstrated expertise.

Success in 2026 means treating AI as both a tool that speeds your team up and an audience your pages have to convince.

Where this leads

See what generative engine optimization looks like on your site

We start with a thirty minute call on your markets, what already ranks and what has already been tried. Questions come before recommendations, and what comes back afterwards is a written scope naming real pages and deliverables.