Jason Burns / jasonburns.co.uk
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Updated What changed on

Fact-checked Every model, plan, price, context window and crawler name re-checked on Anthropic's and OpenAI's own pages on 14 October 2026, with prices and context limits confirmed a second way. The StatCounter wording and Claude's web search provider were re-checked against the 14 October 2026 source checks.

  • Updated the current models to Claude Opus 5.5, Sonnet 5.5 and Haiku 5.5 (plus Fable 5.1) and GPT-6, which started rolling out as the ChatGPT chat model on 7 October 2026.
  • Removed ChatGPT Atlas, which OpenAI retired with a stop date of 9 August 2026, and added that custom GPTs retire on 11 December 2026.
  • Replaced the OSWorld head-to-head: OpenAI lists GPT-5.5 at 78.7%, not 75%, and the two vendors now test on different OSWorld versions.
  • ChatGPT now has more than 1.2 billion weekly users by OpenAI's own count, up from the 900 million quoted before.
  • Fixed the StatCounter link, which had started showing browser data, and updated ChatGPT's UK chatbot share to about 80% for September 2026.
  • Added deep research access, context window sizes, US plan prices and Anthropic's three crawler names.
  • StatCounter's UK figures now say chatbot referrals, not use. It measures referral traffic, not users.
  • Removed the claim that Claude favours verifiable primary sources, which no primary source supports. Anthropic lists Brave Search as Claude's web search provider.
Claude vs ChatGPT For research workflows

Claude vs ChatGPT for research: which one to default to.

The 30-second verdict

For research where accuracy and source credibility matter more than coverage, Claude. For breadth, speed and general use, ChatGPT. When I wrote this in May 2026, Claude hedged more when sources were weak and ChatGPT answered confidently more often; that is my judgement, not a measured result. Most research professionals use both - Claude for the long-document and verifiable-claim work, ChatGPT for everything else. For SEO/GEO citation work, ChatGPT has bigger reach (about 80% of UK AI chatbot referrals in September 2026, per StatCounter). Anthropic lists Brave Search as Claude's web search provider, so Brave coverage and Claude-SearchBot access both matter.

High coverage / breadth Narrow / specific task High accuracy Speed / volume Claude wins here Long RFP analysis Regulatory summary Code review (large) Verifiable-claim research ChatGPT often wins Broad research Drafting + brainstorming Image / video generation Web-native agentic work Claude (Artifacts) UI prototyping Single-doc rewrite Focused code task ChatGPT (speed) Quick lookups Voice mode Short first drafts
Two-by-two positioning. Most researchers run both - this just helps decide which to default to per task.

What is measured about how these assistants choose sources

12%

of links cited by ChatGPT, Gemini and Copilot appear in Google's top 10 for the same prompt. Perplexity is the outlier at closer to one in three.

Only 12% of AI Cited URLs Rank in Google's Top 10 for the Same Prompt, Ahrefs. Published 11 August 2025. Checked 19 August 2026.

How it was measured: 15,000 prompts. This is 2025 data and has not been re-run, so treat it as directional rather than current.

25.7%

fresher is the content AI assistants cite, compared with the content ranking in organic results.

New Study: AI Assistants Prefer to Cite "Fresher" Content, Ahrefs. Published 28 July 2025, revised 27 April 2026. Checked 19 August 2026.

How it was measured: 16.975 million cited URLs across ChatGPT, Perplexity, Gemini, Copilot, AI Overviews and organic Google. Average age of AI-cited pages was 1,064 days against 1,432 days for organic results. Published July 2025 and last revised April 2026, so it predates the 2026 shift Ahrefs measured in its own citation study.

1,432 days

is the average age of Google's top three AI Overview citations, which is the same as its organic results. The preference for fresh content does not hold for AI Overviews.

New Study: AI Assistants Prefer to Cite "Fresher" Content, Ahrefs. Published 28 July 2025, revised 27 April 2026. Checked 19 August 2026.

How it was measured: Same 17 million citation dataset. This is the counterweight to the headline freshness figure and is usually left out when that figure is quoted.

Side-by-side comparison

Claude logoClaude
ChatGPT logoChatGPT
Made byAnthropicOpenAI
Current models (October 2026)Claude Opus 5.5, Sonnet 5.5 and Haiku 5.5, plus Fable 5.1, which is not on the free planGPT-6 in chat from 7 October 2026 (Free and Go from 8 October): Sol on paid plans, Luna on Free and Go, Astra for Pro reasoning
Design philosophyConstitutional AI - conservative, source-cautiousHelpful by default, broader coverage
Hedging on weak sources (my view, May 2026)Frequent - refuses or qualifiesLess frequent - more confident answers
Standout product featureArtifacts - side-panel for code, docs, UIDeep research on every plan, and plugins, which replace custom GPTs when they retire on 11 December 2026
Agentic product (non-coding)Claude Cowork - merging into the main Claude app from 16 September 2026; runs on desktop, web and mobileThe ChatGPT Atlas browser was retired, with a stop date of 9 August 2026
Agentic codingClaude Code - enterprise defaultOpenAI Codex - mid-task steering, reusable routines
Deep research modeResearch on Pro, Max, Team and Enterprise only, with web search on. Runs on Opus 5.5, falling back to Opus 4.8. Reports carry citationsDeep research on every plan: limited on Free and Go, expanded on Plus, maximum on Pro. No fixed task counts published. Reports carry citations
OSWorld benchmark (real-world computer use, vendor figures)Opus 5.5 - 81.8% partial, on OSWorld 2.1GPT-6 Astra - 72.6% partial, on an OSWorld 2.0 offline set. Different test versions, so do not compare the two
Users (autumn 2026)About 1.5% of UK AI chatbot referrals in September 2026 (StatCounter), swinging between 1% and 8.5% over the past yearMore than 1.2 billion a week worldwide (OpenAI's own figure, 7 October 2026); about 80% of UK AI chatbot referrals (StatCounter, September 2026)
Long-document handlingLarger context - 1M tokens in paid chat on the current models, maintains coherenceSmaller - 54K Instant and 256K Reasoning on Plus; 128K and 400K on Pro
Citation transparencyShows sources for live web searchShows sources for ChatGPT Search, less consistent elsewhere
Coding tasksStrong, increasingly the default for code refactor / reviewStrong, especially with Codex (canvas was removed from current models on 28 May 2026)
Paid plans (US prices, October 2026)Pro $20 a month ($17 a month billed annually); Max $100 or $200Go $8 (may include ads); Plus $20; Pro $100, $200 or $500
Web crawlerClaudeBot + Claude-User + Claude-SearchBotOAI-SearchBot + GPTBot + ChatGPT-User + OAI-AdsBot
Best research useLong reports, RFP analysis, verifiable-claim research, code reviewQuick lookups, broad research, content drafting

When to default to Claude

Research where accuracy beats coverage. Analysing a 100-page RFP, summarising a regulatory filing, reviewing a long codebase, drafting policy or legal-adjacent content, anything where a hallucinated fact would cost you. Claude's refusal-when-unsure is a feature.

When to default to ChatGPT

Speed and breadth. Quick lookups, broad surveys of a topic, drafting first versions of marketing content, brainstorming, anything where you will verify the output anyway. ChatGPT's larger user base also means it tends to have more polished surrounding tooling (voice mode and deep research on every plan, plus plugins, which are replacing custom GPTs).

For SEO and GEO work

ChatGPT has the bigger UK reach (about 80% of UK AI chatbot referrals in September 2026 per StatCounter, against about 1.5% for Claude) so it is the higher-priority engine to be cited by. Anthropic lists Brave Search as Claude's web search provider, so Brave coverage and Claude-SearchBot access both matter. Most brands get there by treating Claude as priority 4 behind ChatGPT, AI Overviews and Perplexity.

Where they are now effectively identical

Reasoning, general knowledge, instruction-following at typical prompt lengths - the headline differences narrowed sharply through 2025. Zapier's comparison, which now lists Opus 5.5 and GPT-6, still calls the flagships "essentially at parity" with a few exceptions. On computer use, Anthropic and OpenAI now publish OSWorld scores on different versions of the test, so their numbers cannot be put side by side. So most "which is better?" framings now over-state the gap. The real question is which workflow fits your work, not which model is "smarter".

The most pragmatic answer: use both

The people doing serious AI work do not pick one. Claude for long-document analysis, code, anything where accuracy beats coverage. ChatGPT for speed, image generation, voice mode and limited deep research even on the free plan. If you rely on custom GPTs, plan the move to plugins before they retire on 11 December 2026. Both have a free plan and a $20 a month paid plan: Claude Pro and ChatGPT Plus (US prices). ChatGPT's own Pro plan starts at $100. Subscribing to both pays for itself within a week if AI is in your daily workflow - if it is not, default to ChatGPT for breadth.

// questions I get

More on Claude vs ChatGPT.

Which is more accurate, Claude or ChatGPT?

This is my view from when I wrote this page in May 2026, not a measured result. Claude is more conservative with claims it cannot back up and hedges more often. ChatGPT answers confidently more often. Anthropic trains Claude with a published constitution, but I have not found a study that measures the difference. For research where accuracy matters more than coverage, Claude's caution is a feature not a bug.

Which has a bigger user base?

ChatGPT by a wide margin. On 7 October 2026 OpenAI said more than 1.2 billion people use ChatGPT each week. That is OpenAI's own figure. In the UK, StatCounter put ChatGPT at about 80% of AI chatbot referrals in September 2026 and Claude at about 1.5%. It measures referral traffic, not users. Claude's user count is lower but skews toward technical, research-heavy and developer audiences. For consultancy/B2B research workflows the user is often the same person using both.

Which is better for SEO/GEO citation work?

ChatGPT for reach. For Claude, Anthropic lists Brave Search as its web search provider, so Brave coverage and Claude-SearchBot access both matter.

Does Claude cite its sources?

When it searches the web, yes. Every web search answer includes citations, and Claude's Research mode returns reports with easy-to-check citations. Research is on paid plans only and needs web search turned on. For training-data answers it does not always cite.

Which is better at long documents?

Claude. Paid Claude plans give a 1M-token context window in chat on the current models. ChatGPT's reasoning model gets 256K on Plus and 400K on Pro. Claude is also better at maintaining coherence across very long documents. For research tasks that involve reading whole reports, RFPs or large code repositories, Claude is generally the better tool.

Jason Burns, independent UK SEO, GEO and AI consultant
Written by

Jason Burns

Independent UK SEO, GEO and AI consultant. In search since 2007. Portfolio includes 3M, BlackRock, Unilever and E.ON. Owner of SEO Moves Ltd since 2014.

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