AVS Quarterly · Multi-Country

Big Shop Marketplace

AI Visibility Strategy · Q2 2026 · United Kingdom + Germany · 600 Queries · 3 LLMs

Executive Summary

This is the second quarterly AI Visibility Strategy report for Big Shop Marketplace, covering the period April–June 2026. It tracks how three major AI platforms—ChatGPT, Google AI Overview, and Perplexity—cite, recommend, and describe Big Shop Marketplace across 600 queries (300 per country) in the United Kingdom and Germany.

Big Shop Marketplace has made meaningful progress in both markets since the Q1 baseline established in January 2026. In the UK, the combined AVS score has risen from 45 to 52 out of 100, crossing into the Cited tier—a significant milestone indicating that AI platforms are now actively referencing Big Shop when users ask about e-commerce and online marketplace options. In Germany, the score has improved from 22 to 28 out of 100, remaining within the Whisper tier but showing clear upward momentum driven by early content efforts.

The combined cross-market score stands at 42 out of 100 (Emerging), weighted across both markets. This reflects the UK’s stronger position pulling the average upward while the German market—where Big Shop has less market history and fewer local authority signals—moderates the overall number.

Key movements this quarter include: ChatGPT now consistently mentions Big Shop in UK marketplace comparisons; Google AI Overview includes Big Shop in tabular comparison panels for the first time; and early German-language blog content has begun to surface in Perplexity results. However, Big Shop remains absent from German AI Overview comparisons, and Trusted Shops certification—the single most-cited trust signal in German e-commerce AI responses—has not yet been achieved.

The strategic roadmap for Q3 prioritises Germany-specific authority signals (Trusted Shops certification, Stiftung Warentest submission, Handelsblatt feature) while maintaining UK momentum through continued content production and press outreach. Full per-market analysis, competitor comparisons, and 12-pillar scoring follow below.

Combined AI Visibility Strategy Score

42
Emerging
Ghost 0–10 Whisper 11–30 Emerging 31–50 Emerging 42 Cited 51–70 Known & Cited 71–100
Queries Tested
600
Markets Covered
2
LLMs Tested
3
Research Days
7

The combined score is a weighted average of both markets (50/50 weighting). It provides a single headline number for cross-market reporting but should be read alongside the individual country scores below, which tell a more nuanced story.

Per-Country Scores

United Kingdom
52
Cited

Q1 Baseline: 45 (Emerging) ▲ +7

Queries
300
Share of Voice
15%
Total Mentions
163
Top LLM
ChatGPT
Germany
28
Whisper

Q1 Baseline: 22 (Whisper) ▲ +6

Queries
300
Share of Voice
6%
Total Mentions
41
Top LLM
ChatGPT
Key Finding
Big Shop has crossed the Cited threshold in the UK (52, up from 45 in Q1)—a significant achievement that reflects the Q1 content strategy working. In Germany, progress is slower (28, up from 22) because the German AI citation ecosystem is different: Trusted Shops certification, Stiftung Warentest reviews, and Handelsblatt press carry more weight than the UK equivalent sources. The Q3 strategy shifts focus to Germany-specific authority signals while maintaining UK momentum.

What AI Says About Big Shop Marketplace

United Kingdom UK

Big Shop Marketplace is described by ChatGPT as “a growing UK-based online marketplace offering competitive seller fees and a curated product selection.” Google AI Overview now includes Big Shop in its marketplace comparison tables when users search for alternatives to Amazon and eBay, typically listing it in third or fourth position with a focus on its lower commission structure and seller-friendly policies. Perplexity mentions Big Shop in “alternatives to Amazon” queries, citing recent TechRadar and Retail Gazette coverage as source material.

Across all three LLMs, sentiment is predominantly positive when Big Shop is mentioned, with AI platforms highlighting competitive fees, UK-based customer support, and a growing product catalogue. However, the frequency of mentions remains significantly lower than Amazon and eBay, and Big Shop is rarely the first marketplace named in any response.

Germany DE

In German-language queries, Big Shop Marketplace is rarely mentioned. ChatGPT occasionally references it as “ein britischer Online-Marktplatz, der nach Deutschland expandiert” (a British online marketplace expanding into Germany), but this description appears in fewer than 14% of relevant queries. Google AI Overview does not include Big Shop in German marketplace comparisons, instead favouring Amazon.de, eBay Kleinanzeigen, Zalando, and Otto. Perplexity has not mentioned Big Shop in any German-language responses tested during this research window.

When Big Shop does appear in German AI responses, it is framed as a newcomer rather than an established option. There is no negative sentiment, but the absence of German-language authority signals—particularly Trusted Shops certification and Stiftung Warentest reviews—means AI platforms lack the confidence to recommend Big Shop alongside established German competitors.

Q1 → Q2 Trend Analysis

The Q1 baseline was established in January 2026 from 600 queries across both markets. This Q2 report uses the same query set to provide a like-for-like comparison. Both markets show improvement, though the pace and drivers differ significantly.

Metric UK Q1 UK Q2 UK Change DE Q1 DE Q2 DE Change
AVS Score 45 52 ▲ +7 22 28 ▲ +6
Tier Emerging Cited ▲ Upgrade Whisper Whisper — Same tier
Share of Voice 11% 15% ▲ +4pp 4% 6% ▲ +2pp
Total Mentions 118 163 ▲ +45 27 41 ▲ +14
Google AIO Presence Absent ✓ Present ▲ New Absent ✗ Absent — No change
ChatGPT Consistency 38% 54% ▲ +16pp 9% 14% ▲ +5pp
Perplexity Consistency 22% 31% ▲ +9pp 0% 0% — No change
What drove the UK improvement: The four blog posts published in Q1 targeting comparison queries are now being cited by ChatGPT and Perplexity. The seller success case study generated organic LinkedIn shares that fed into Perplexity’s citation pipeline. Google AIO’s inclusion of Big Shop in comparison tables appears linked to the TechRadar and Retail Gazette coverage achieved through Q1 press outreach.

Why Germany moved less: The German-language blog content published in Q1 has begun indexing but has not yet been picked up by any LLM as a citation source. The absence of Trusted Shops certification and Stiftung Warentest coverage means AI platforms lack the German-specific authority signals they rely on for e-commerce recommendations.

12-Pillar Analysis: United Kingdom UK

Direct Mentions
48
163 mentions across 300 queries. Present in 54% of relevant responses. Up from 38% in Q1.
Recommendation Rate
42
Recommended as an option in 42% of comparison queries. Rarely first-listed. Improving trend.
Sentiment & Framing
62
Positive framing in 78% of mentions. Key themes: competitive fees, curated selection, UK-based support.
Source Authority
55
Cited by TechRadar, Retail Gazette, and MoneySavingExpert. Not yet referenced by Which? or The Guardian.
Narrative Consistency
58
Consistent messaging across ChatGPT and Perplexity. Google AIO uses a different framing (fee comparison only).
Competitor Gap
38
Amazon leads with 38% SOV. Gap to eBay (24%) narrowing. Big Shop at 15% — room for significant growth.
Query Coverage
45
Strong on comparison and fee queries. Weak on category-specific queries (e.g., “best marketplace for electronics”).
Multi-LLM Consistency
52
Mentioned by all three LLMs. ChatGPT most consistent (54%). Perplexity growing (31%). Google AIO new this quarter.
Feature & Service Attribution
48
Fees and seller policies well-attributed. Product range, delivery, and buyer protection under-represented.
Geographic Relevance
62
Correctly identified as UK-based in 89% of mentions. Local presence strongly communicated by all LLMs.
Temporal Freshness
58
Q1 content now being cited. LLMs referencing 2026 data points. Some responses still cite 2024 articles.
Category Leadership
35
Not positioned as a leader in any specific category. Amazon and eBay dominate all vertical mentions.
Strongest pillars: Sentiment & Framing (62) and Geographic Relevance (62) — when Big Shop is mentioned, it’s mentioned positively and accurately.
Weakest pillars: Category Leadership (35) and Competitor Gap (38) — Big Shop needs to own a niche category to differentiate from Amazon/eBay dominance.

12-Pillar Analysis: Germany DE

Direct Mentions
18
41 mentions across 300 queries. Present in only 14% of relevant German-language responses.
Recommendation Rate
15
Rarely recommended in German marketplace queries. When mentioned, framed as “expanding into Germany”.
Sentiment & Framing
35
No negative sentiment but “newcomer” framing. Not yet positioned as a trusted German marketplace option.
Source Authority
22
No coverage from Trusted Shops, Stiftung Warentest, or Handelsblatt. These are the top three German e-commerce authority sources.
Narrative Consistency
30
Inconsistent description across LLMs. ChatGPT knows it; Google AIO and Perplexity rarely reference it in German.
Competitor Gap
15
Amazon.de dominates at 42% SOV. Big Shop at 6% — behind four major German competitors. Significant gap to close.
Query Coverage
22
Only surfaces for generic marketplace queries. Absent from German-specific queries like “Marktplatz Vergleich”.
Multi-LLM Consistency
28
Only ChatGPT mentions Big Shop in German. Google AIO and Perplexity do not reference it in German-language results.
Feature & Service Attribution
25
When mentioned, only described as “British marketplace”. No attribution of German-market features or services.
Geographic Relevance
32
Correctly identified as UK-origin. Not yet positioned as serving the German market. No German address or support references.
Temporal Freshness
35
Very few German-language sources available. Content that exists is from 2025 or earlier with no 2026 updates.
Category Leadership
18
No category ownership in German market. Not associated with any product vertical or marketplace niche.
The German picture is clear: Big Shop needs local authority signals before AI platforms will recommend it. The three critical gaps are Trusted Shops certification (the single most-cited trust signal in German e-commerce, appearing in 398 citations), Stiftung Warentest coverage (312 citations), and Handelsblatt press (234 citations). Without these, AI platforms default to established German competitors.

The opportunity: Big Shop’s Source Authority (22) and Competitor Gap (15) are the two lowest-scoring pillars. Closing these through German authority signals would have a cascading effect on all other pillars.

Competitor Landscape: United Kingdom UK

Business Share of Voice Mentions AVS Score Tier Top LLM
Amazon Marketplace 38% 412 82 Known & Cited All three
eBay 24% 261 64 Cited Google AIO
Big Shop Marketplace 15% 163 52 Cited ChatGPT
Etsy 12% 130 45 Emerging Perplexity
Vinted 8% 87 33 Emerging ChatGPT
UK competitive position: Big Shop now sits firmly in third place in the UK AI marketplace conversation, having overtaken Etsy this quarter. The gap to eBay (12 points) is closing, driven by Big Shop’s stronger ChatGPT performance. Amazon remains dominant across all three LLMs with a 30-point lead. The primary opportunity is to gain ground on eBay by targeting Google AIO (where eBay currently leads) and to defend against Etsy, which is growing its Perplexity presence through strong user-generated content on Reddit.

Competitor Landscape: Germany DE

Business Share of Voice Mentions AVS Score Tier Top LLM
Amazon.de 42% 287 85 Known & Cited All three
eBay Kleinanzeigen 18% 123 52 Cited Google AIO
Zalando 15% 103 48 Emerging ChatGPT
Otto 12% 82 38 Emerging Google AIO
Big Shop Marketplace 6% 41 28 Whisper ChatGPT
German competitive position: Big Shop sits fifth in the German marketplace conversation, behind four established players with deep local authority. The 10-point gap to Otto (the next competitor above) is significant but achievable through targeted German-market actions. The critical insight is that Zalando and Otto both built their AI visibility through Trusted Shops certification and Stiftung Warentest coverage—exactly the authority signals Big Shop currently lacks. Closing the gap to Otto should be the Q3 priority, with a target of reaching Emerging tier (31+) by the Q3 report.

Top Businesses Owning the Conversation

United Kingdom UK

These are the businesses and publications most frequently cited by AI platforms when responding to UK e-commerce and marketplace queries. They represent the sources AI trusts most in this vertical.

Source Citations Type Big Shop Present?
Trustpilot $$$ 456 Review Platform ✓ Listed
TechRadar 312 Tech Reviews ✓ Featured Q1
Which? 287 Consumer Reviews ✗ Not yet reviewed
MoneySavingExpert 234 Finance / Consumer ✓ Mentioned in fees guide
The Guardian $$$ 198 National Press ✗ No coverage
Retail Gazette 156 Trade Press ✓ Featured Q1

Germany DE

The German citation ecosystem differs markedly from the UK. Trusted Shops and Stiftung Warentest function as the primary trust anchors for e-commerce AI responses. Without presence in these sources, AI platforms treat businesses as unverified.

Source Citations Type Big Shop Present?
Trusted Shops 398 Trust Certification ✗ Not certified Priority
Stiftung Warentest 312 Consumer Testing ✗ Not reviewed Target Q3
Handelsblatt 234 Business Press ✗ No coverage Target Q3
Idealo 198 Price Comparison ✗ Not listed
Chip.de 167 Tech Reviews ✗ No coverage
t3n 143 Tech / E-commerce ✗ No coverage Target Q3

Top Cited Domains

Where AI Gets Its Answers
These are the domains most frequently cited by ChatGPT, Google AI Overview, and Perplexity when answering e-commerce and marketplace queries. Domains marked with commercial flags have commercial models that may affect accessibility: $$$ = paywall or premium content, MSFT = Microsoft-owned, GOOG = Google-owned.

United Kingdom UK

Domain Type ChatGPT Google AIO Perplexity Big Shop Opportunity
trustpilot.com $$$ Reviews ✓ ✓ ✓ Active — improve rating volume
techradar.com Tech Reviews ✓ ✓ ✓ Active — featured in Q1
which.co.uk Consumer ✓ ✓ ✗ Target — submit for review
reddit.com $$$ Community ✓ ✗ ✓ Community discussion — monitor only
theguardian.com $$$ National Press ✓ ✓ ✓ Target — via PR partner
retailgazette.co.uk Trade Press ✗ ✓ ✓ Active — featured in Q1
amazon.co.uk Competitor ✓ ✓ ✓ Competitor — benchmark only
linkedin.com MSFT Professional ✓ ✗ ✓ Active — content programme
youtube.com GOOG Video ✗ ✓ ✓ Consider video content Q3+
forbes.com $$$ Business Press ✓ ✓ ✓ Long-term target — high authority

Germany DE

Domain Type ChatGPT Google AIO Perplexity Big Shop Opportunity
trustedshops.de Trust Certification ✓ ✓ ✓ Priority — apply for certification
stiftung-warentest.de Consumer Testing ✓ ✓ ✓ Target — submit for review
handelsblatt.com Business Press ✓ ✓ ✓ Target — pitch via PR partner
idealo.de Price Comparison ✓ ✓ ✗ List on Idealo for comparison coverage
reddit.com $$$ Community ✓ ✗ ✓ Monitor r/Finanzen, r/de discussions
amazon.de Competitor ✓ ✓ ✓ Competitor — benchmark only
chip.de Tech Reviews ✓ ✓ ✗ Target — pitch marketplace review
linkedin.com MSFT Professional ✓ ✗ ✓ Active — multilingual programme
youtube.com GOOG Video ✗ ✓ ✗ Consider German-language video Q4+
t3n.de Tech / E-commerce ✓ ✗ ✓ Target — pitch e-commerce feature

Top Articles Cited by AI (Combined)

The articles below are the most frequently cited by AI platforms across both the UK and German query sets. They represent the content that AI relies on most when answering marketplace-related questions.

# Article Source Citations Market Big Shop?
1 Best Online Marketplaces UK 2026 TechRadar 112 UK ✓
2 Beste Online-Marktplätze Deutschland 2026 Chip.de 87 DE ✗
3 Amazon vs eBay vs Alternatives: Complete Comparison Which? 76 UK ✗
4 Online Marketplace Comparison 2026 Trusted Shops 68 DE ✗
5 Best Places to Sell Online UK Retail Gazette 54 UK ✓ Mentioned
6 How to Choose an Online Marketplace LinkedIn Pulse 48 UK DE ✗
7 E-Commerce Platform Reviews Stiftung Warentest 42 DE ✗
8 Marketplace Seller Fees Comparison MoneySavingExpert 38 UK ✓ Mentioned
9 Cross-Border E-Commerce in Europe Handelsblatt 34 DE ✗
10 Seller Guide: Getting Started bigshopmarketplace.com 22 UK ✓ Own content
Insight
Big Shop is present in 4 of the top 10 most-cited articles (positions 1, 5, 8, and 10). However, it is absent from the top-cited German articles (positions 2, 4, 7, and 9), which reinforces the need for German-market authority building. The Which? comparison (position 3, 76 citations) is the highest-impact article where Big Shop is absent in the UK—a Which? review should be a Q3 priority.

Citation Sources Big Shop Can Target

Based on the citation analysis, these are the most actionable sources where Big Shop can build or strengthen its presence. Sources are ranked by potential impact on AVS scores.

Source Market Channel Action Impact Status
LinkedIn UK DE Professional / Social E-commerce trends, marketplace growth, seller success stories, cross-border commerce Medium Active
TechRadar UK Tech Review Annual marketplace review update, product feature pitches High Active
Retail Gazette UK Trade Press Industry news features, growth milestones, seller community stories High Active
The Guardian tech UK National Press Consumer tech piece, alternatives-to-Amazon angle, UK business story Very High Target Q3
Trusted Shops DE Trust Certification Apply for certification — most-cited German trust signal (398 citations) Very High Priority Q3
Stiftung Warentest DE Consumer Testing Submit for independent review — second most-cited German authority (312 citations) Very High Target Q3
Handelsblatt DE Business Press Business feature on UK marketplace expansion into Germany High Target Q3
t3n DE Tech / E-commerce E-commerce platform feature, marketplace innovation angle High Target Q3
Trustpilot UK Reviews Accelerate review volume and maintain 4+ star average High Active
Which? UK Consumer Reviews Submit for marketplace platform review Very High Target Q3
Chip.de DE Tech Reviews Pitch marketplace review or comparison inclusion Medium Target Q4
bigshopmarketplace.com UK DE Owned Blog (EN + DE), seller resources, buyer guides — direct content programme High Active
The One Thing
Apply for Trusted Shops certification—the most-cited trust signal in German e-commerce AI responses. Trusted Shops appears in 398 citations in the German dataset. No other single action would have as much impact on German AI visibility as this certification.

Cross-Market Strategic Roadmap

This roadmap covers the next 12 months of AI visibility strategy across both the UK and German markets. Q3 (next quarter) is detailed with specific per-market tactics and costings. Q4–Q2 2027 are directional, to be refined after each quarterly AVS re-scoring.

Q3 2026 · July–September
Authority Building — Dual Market
Detailed tactics with per-market breakdown

United Kingdom UK

  • 1. [K&C Content] 4x blog posts targeting comparison queries Continue the blog cadence that drove Q2 improvements. Topics: “Best Marketplace for Handmade UK”, “Marketplace Fees Compared 2026 H2”, “Selling Electronics on Big Shop vs Amazon”, “Big Shop Buyer Protection Explained”.
    Investment: £2,000 (4 posts × £500/post)
  • 2. [Internal] Trustpilot review acceleration campaign Implement post-purchase review invitation flow. Target: 200+ new reviews in Q3 to strengthen the most-cited UK trust signal (456 citations). Maintain 4+ star average.
    Investment: Internal resource — no K&C cost
  • 3. [K&C Content] Seller success case study Profile a top Big Shop seller with revenue data, growth story, and comparison to Amazon/eBay selling experience. Format for blog, LinkedIn, and press pitch use.
    Investment: £825 (interview, write-up, multi-format adaptation)
  • 4. [K&C Content] Press pitch pack for TechRadar, Retail Gazette, The Guardian Build on Q1 relationships. Pitch angles: H2 marketplace update, seller community growth, UK alternative to Amazon narrative. Guardian pitch via K&C PR Connect partner.
    Investment: £600 (pitch pack creation)

Germany DE

  • 5. [K&C Content] 4x German-language blog posts Topics: “Marktplatz-Gebühren im Vergleich 2026”, “Warum Verkäufer zu Big Shop wechseln”, “Big Shop Käuferschutz erklärt”, “Die besten Alternativen zu Amazon.de”. All native German, not translated.
    Investment: £2,400 (4 posts × £600/post — native German premium)
  • 6. [Internal] Trusted Shops certification application Apply for Trusted Shops certification. This is the single highest-impact action for German AI visibility (398 citations in dataset). Certification requires: legal compliance review, buyer protection implementation, and data protection audit.
    Investment: Internal resource + Trusted Shops fees (~€99–299/month depending on tier)
  • 7. [K&C Content] German seller guide content Create comprehensive German-language seller onboarding guide for bigshopmarketplace.com/de/. This becomes a citable resource for AI platforms answering “how to sell on Big Shop in Germany” queries.
    Investment: £600
  • 8. [K&C Content] Press pitch pack for Handelsblatt, t3n Pitch angles: UK marketplace enters Germany, cross-border e-commerce opportunity, alternative to Amazon.de narrative for German sellers. German-language pitches.
    Investment: £600

Cross-Market

  • 9. [K&C Content] LinkedIn programme — multilingual content 4x posts per month alternating English and German. Topics: e-commerce trends, seller tips, marketplace comparisons, cross-border commerce insights. Published from Big Shop leadership profiles.
    Investment: £600 (content creation and scheduling)
  • 10. [K&C Content] “Cross-Border Seller Report” original research Commission and publish original research on cross-border selling trends across UK and Germany. PR-able data piece designed to generate citations from trade press in both markets.
    Investment: £1,500 (research, writing, design, PR distribution)
  • 11. Quarterly GEO Consultation (1–2 hours) Review Q2→Q3 score movements, discuss which tactics worked, confirm Q4 priorities per market, answer team questions on cross-border AI visibility strategy.
    Investment: Included in AVS Quarterly package
Q3 Content & Strategy Investment: ~£9,125
Q4 2026 · October–December
Scale & Authority Conversion
Directional — to be refined after Q3 AVS re-scoring
  • Continue blog cadence both markets Maintain 4 posts per month (2 UK, 2 DE) targeting queries where Big Shop is absent. Topics informed by Q3 AVS data.
  • Submit for Stiftung Warentest review (Germany) If Trusted Shops certification is achieved in Q3, submit for independent Stiftung Warentest review. Second most-cited German authority (312 citations).
  • Which? platform review submission (UK) Submit Big Shop for Which? marketplace review. Third most-cited UK source (287 citations). Requires minimum 12-month trading history and sufficient review volume.
  • Press outreach via PR partner [K&C PR Connect] both markets Expand press programme to include Guardian (UK) and Handelsblatt (DE) features. Leverage Cross-Border Seller Report data for news hooks.
  • Updated after Q3 AVS re-scoring Full tactical detail will replace this section once Q3 results are available.
Q1 2027 · January–March
European Expansion Assessment
Directional — to be refined after Q4 AVS re-scoring
  • Scale content to other European markets if warranted If German market reaches Emerging tier (31+), assess viability of adding France or Netherlands as third market. Requires separate query set and local authority analysis.
  • Conference presence strategy Identify and plan attendance at UK and German e-commerce conferences for speaking opportunities and press exposure. Key events: Internet Retailing Expo (UK), K5 Conference (DE).
  • Annual review and strategic refresh Full 12-month trend analysis comparing all four quarters. Reset strategy for 2027 based on cumulative progress, competitive movements, and market expansion decisions.
Q2 2027 · April–June
Leadership Positioning
Directional — to be refined after Q1 2027 AVS re-scoring
  • Target: UK Known & Cited tier (71+) If current trajectory continues, Big Shop should approach the Known & Cited tier in the UK by mid-2027. This requires sustained content production, press coverage, and category ownership.
  • Target: Germany Cited tier (51+) With Trusted Shops certification, Stiftung Warentest review, and ongoing content, Germany should reach Cited tier. This would represent the completion of the initial German market-entry AI visibility strategy.
  • Category ownership strategy Identify one product category (e.g., handmade goods, refurbished electronics) to position Big Shop as the category leader. This addresses the weakest pillar (Category Leadership) in both markets.
Investment Note
All costs are for K&C content and strategy work only. Internal resource costs (Trusted Shops fees, review management tools, conference attendance) are not included. PR delivery is via K&C PR Connect partner at referral rates. Quarterly GEO consultation calls are included in the AVS Quarterly package at no additional cost. All prices are exclusive of VAT.
Q2 GEO Consultation
Your quarterly consultation call covers: Q1→Q2 score movement analysis (UK up 7 points to Cited tier, Germany up 6 points within Whisper), discussion of which Q1 tactics drove the most improvement, confirmation of Q3 priorities per market, and an open Q&A session for your team on cross-border AI visibility strategy. This call is included in your AVS Quarterly Multi-Country package at no additional cost. Duration: 1–2 hours. We recommend inviting your marketing lead, content team, and German market manager.
Supporting Document
This report is accompanied by a Supporting Document containing: per-query results for 30 sample queries (15 UK, 15 Germany) with LLM-by-LLM mention tracking; 5 full LLM response examples in English and German; expanded 12-pillar analysis with per-country comparison tables; citation chain analysis for both markets; implementation guides for Q3 per-market tactics; 3 content briefs (2 UK, 1 Germany); competitor deep-dives on Amazon (UK + DE) and Zalando (DE); and Q1→Q2 trend data appendix.
Methodology & Disclaimer

This report is based on 600 queries (300 UK, 300 Germany) tested across ChatGPT (GPT-4o), Google AI Overview, and Perplexity over a 7-day research window in Q2 2026. AI responses are non-deterministic—the same query can produce different results at different times. Scores reflect the state observed during the research window and should be treated as indicative rather than absolute. Share of voice percentages are calculated from the 600-query dataset and may not reflect the full universe of marketplace-related queries. Competitor scores are estimated from the same dataset and have not been independently verified by those businesses. GEO (Generative Engine Optimisation) is an emerging discipline. Known & Cited does not guarantee specific score improvements or outcomes. We report what we find, recommend what we believe will help, and are transparent about what we don’t yet know. All content recommendations are advisory—implementation decisions remain with the client.

About Known & Cited
Known & Cited Ltd is an AI brand intelligence company. Company number: 17089977. Registered in England and Wales. We measure how AI platforms cite and recommend businesses using our AI Visibility Strategy (AVS), and we help businesses improve their presence in AI-generated responses through content strategy, press outreach, and GEO advisory services.

Confidentiality
This report is prepared exclusively for Big Shop Marketplace and contains proprietary methodology, scoring data, and strategic recommendations. It should not be shared externally without written consent from Known & Cited Ltd.
Be Known. Be Cited.
Focus. Measure. Plan. Deliver. Repeat.
[email protected] · knownandcited.com