Supporting Document

Pebble — AVS Bi-Annual

Detailed Data, Analysis & Implementation Guides • H1 2026

1. Per-Query Results Table

A representative sample of 30 queries from the full 300-prompt research set, showing which businesses were mentioned by each LLM. ✓ = mentioned, ✗ = not mentioned. Sorted by query volume relevance.

Query Category ChatGPT
Pebble
Google AIO
Pebble
Perplexity
Pebble
Top Businesses Mentioned
Best investment platform UK 2026 General Hargreaves Lansdown, Vanguard, AJ Bell, Nutmeg, Wealthify
Best stocks and shares ISA ISA Vanguard, AJ Bell, Hargreaves Lansdown, Nutmeg
Best ESG investment platform UK ESG Nutmeg, Wealthify, Pebble, Tickr
Ethical investment apps UK Ethical Wealthify, Pebble, Tickr, Moneybox
Cheapest investment platform UK Cost Vanguard, InvestEngine, Trading 212, AJ Bell
Sustainable investing for beginners Sustainable Nutmeg, Pebble, Wealthify
Nutmeg vs Wealthify comparison Comparison Nutmeg, Wealthify, Pebble (brief mention)
Best investment app for young people App-based Moneybox, Pebble, Trading 212, Freetrade
How to invest in ESG funds UK ESG Nutmeg, Pebble, Royal London, Vanguard ESG
Best robo-advisor UK Robo Nutmeg, Wealthify, Moneyfarm, Wealthsimple
Impact investing platforms UK Ethical Pebble, Tickr, Triodos, Abundance
Best Lifetime ISA providers ISA Nutmeg, AJ Bell, Moneybox, Hargreaves Lansdown
Green investment options UK 2026 Sustainable Triodos, Pebble, Abundance, Nutmeg
Best investment platform low fees Cost Vanguard, InvestEngine, Trading 212, Freetrade
ESG ISA UK ESG Pebble, Nutmeg, Wealthify
Is Pebble a good investment platform? Brand Pebble (primary), Nutmeg, Wealthify (comparison)
Best investment platform for ISA 2026 ISA Hargreaves Lansdown, Vanguard, AJ Bell, Nutmeg
Socially responsible investing UK Ethical Nutmeg, Pebble, Royal London, Triodos
Best returns on investment UK Returns Vanguard, Fundsmith, Scottish Mortgage, Hargreaves Lansdown
Pebble vs Nutmeg Comparison Pebble, Nutmeg (both detailed)
How to start investing UK General Vanguard, Hargreaves Lansdown, Nutmeg, Trading 212
Climate-friendly investments UK Sustainable Pebble, Triodos, Abundance, Tickr
Best managed funds UK Funds Fundsmith, Baillie Gifford, Vanguard LifeStrategy
Ethical pension options UK Pension PensionBee, Nutmeg, Aviva, Scottish Widows
Wealthify review 2026 Competitor Wealthify (primary), Nutmeg, Moneybox (comparison)
Best investment platform for small amounts App-based Moneybox, Pebble, Trading 212, Wealthify
UK fintech investment platforms General Nutmeg, Moneybox, Pebble, Freetrade, Wealthify
Best investment app no experience needed App-based Moneybox, Wealthify, Pebble, Nutmeg
Pebble investment review Brand Pebble (primary)
Net zero investment portfolio UK Sustainable Pebble, Triodos, Make My Money Matter
Query Coverage Summary
Pebble appears in 17 of 30 sampled queries (57%) but this overstates real coverage because the sample includes brand-specific queries ("Pebble review", "Pebble vs Nutmeg") that naturally return Pebble. Excluding brand queries, Pebble appears in 12 of 25 generic queries (48%). Critically, Pebble is absent from all General, ISA, Cost, Returns, Funds, and Pension categories — the highest-volume query types. Visibility is concentrated in ESG, Ethical, Sustainable, and App-based categories.

2. LLM Response Examples

Verbatim excerpts from AI responses showing exactly how each platform discusses Pebble and its competitors. These examples illustrate the framing, context, and positioning that AI applies.

Example 1: "Best ESG investment platform UK"

ChatGPT Response (excerpt)
"For ESG-focused investing in the UK, several platforms stand out. Nutmeg offers ESG portfolios across its Stocks and Shares ISA, Lifetime ISA, and pension products, making it one of the most comprehensive options. Wealthify has a dedicated ethical investing range backed by Aviva. Pebble is a newer entrant focused entirely on sustainable investing, with low minimum investments starting from £1 and portfolios screened against ESG criteria. For investors who want their entire portfolio aligned with sustainability goals, Pebble offers a pure-play option, though it has a shorter track record than Nutmeg or Wealthify."
Google AI Overview Response (excerpt)
"ESG investment platforms in the UK include Nutmeg, Wealthify, and Pebble. Nutmeg is one of the largest digital wealth managers offering ESG options. Wealthify provides ethical investment plans through its Aviva partnership. Pebble is an ethical investment platform. Sources: boringmoney.co.uk, goodwithmoney.co.uk, which.co.uk"
Perplexity Response (excerpt)
"The best ESG investment platforms in the UK for 2026 are Nutmeg and Wealthify, both offering managed portfolios with ESG screening. Nutmeg's Socially Responsible portfolios exclude companies involved in fossil fuels, tobacco, and weapons. Wealthify's ethical plans are managed by Aviva and have been available since 2018. Other options include Pebble and Tickr, which focus specifically on impact and sustainable investing."
Analysis: ChatGPT gives Pebble the most detailed treatment, mentioning specific features (low minimums, pure sustainability focus) but qualifies with "newer" and "shorter track record". Google AIO lists Pebble but provides no differentiation — it's just a name in a list. Perplexity treats Pebble as a secondary option after Nutmeg and Wealthify. The opportunity: provide AI with clearer, more specific differentiators that go beyond "ethical/sustainable".

Example 2: "Best investment platform UK 2026"

ChatGPT Response (excerpt)
"The best investment platforms in the UK for 2026 depend on your goals. For low-cost index investing, Vanguard remains the go-to. For a full-service platform with research tools, Hargreaves Lansdown is the market leader, though fees are higher. AJ Bell offers a good middle ground. For managed portfolios, Nutmeg and Wealthify are the leading robo-advisors. For active traders, Interactive Investor and Trading 212 are popular. Consider your investment style, fee tolerance, and whether you need guidance."
Analysis: Pebble is completely absent from the general "best platform" query — the highest-volume question in our research. This single query type accounts for 94 citations from Boring Money alone. The reason is clear: AI doesn't know Pebble as an "investment platform" — it knows Pebble as an "ethical/ESG platform". The fix is content that positions Pebble as a legitimate mainstream investment platform that happens to specialise in sustainability, rather than a niche ESG-only product.

Example 3: "Pebble vs Nutmeg"

ChatGPT Response (excerpt)
"Pebble and Nutmeg are both UK investment platforms offering managed portfolios, but they serve different priorities. Pebble is built entirely around sustainable and ethical investing. Every portfolio is ESG-screened, and the platform targets younger investors with minimums as low as £1. Nutmeg is a broader digital wealth manager offering standard, socially responsible, and thematic portfolios alongside pensions and junior ISAs. Nutmeg has a longer track record (founded 2011) and larger assets under management. If sustainability is your top priority, Pebble is the purer option. If you want a wider range of products and a more established track record, Nutmeg has the edge."
Analysis: When directly compared, ChatGPT gives Pebble a fair and positive treatment. The framing is balanced — Pebble wins on sustainability purity, Nutmeg wins on breadth and track record. This is the ideal scenario to influence: a dedicated "Pebble vs Nutmeg vs Wealthify" comparison page on pebble.co.uk would become the primary source for this query, allowing Pebble to control the narrative and highlight its strongest differentiators with its own data.

Example 4: "Is Pebble a good investment platform?"

Perplexity Response (excerpt)
"Pebble is a UK-based ethical investment platform that offers ESG-screened portfolios. It has received positive reviews from users on Trustpilot, with praise for its user-friendly app and transparent fee structure. The platform is FCA-regulated and offers Stocks and Shares ISAs, Lifetime ISAs, and General Investment Accounts. However, as a newer platform with a relatively short track record, some investors may prefer more established alternatives like Nutmeg or Wealthify. Overall, Pebble is a good option for investors who prioritise sustainability and want a simple, app-based experience."
Analysis: Even Perplexity, where Pebble is weakest (only 9 mentions), provides a balanced and largely positive response to brand-specific queries. The "newer" and "short track record" qualifiers are consistent across all LLMs — addressing this requires press coverage, case studies, and performance data that demonstrates longevity and reliability.

Example 5: "Cheapest investment platform UK"

Google AI Overview Response (excerpt)
"The cheapest investment platforms in the UK include Vanguard (0.15% platform fee), InvestEngine (0% for ETF portfolios), Trading 212 (commission-free), and Freetrade (free basic account). For managed portfolios, Wealthify (0.60%) and Nutmeg (0.75%) are among the lowest cost options. Fees vary by investment type and account size. Sources: moneysavingexpert.com, boringmoney.co.uk"
Analysis: Pebble is absent from cost-focused queries entirely. If Pebble's fees are competitive (which at 0.50–0.70% for managed ESG portfolios they are), this needs to be communicated clearly on the website and in comparison content. AI cannot recommend Pebble for value if it doesn't have fee data to draw from.

3. Expanded 12-Pillar Analysis

Each pillar includes the detailed finding and a specific improvement pathway.

Pillar 1 — Score: 28/100
Direct Mentions

Pebble received 79 mentions across 300 prompts. ChatGPT accounts for 61% of mentions (48), Google AIO for 28% (22), and Perplexity for 11% (9). The ChatGPT concentration is both a strength and a risk — it means Pebble's visibility is heavily dependent on a single platform.

Improvement pathway: To increase mentions across all platforms, Pebble needs to be present in the sources that each LLM draws from. Google AIO leans heavily on review sites (Boring Money, Which?) and structured content (FAQ pages with schema). Perplexity relies on recent, high-authority editorial content. Targeting these source types specifically will improve cross-platform mention counts.

Pillar 2 — Score: 22/100
Recommendation Rate

Pebble is recommended (not just mentioned) in 26% of ESG-specific queries — a strong conversion rate within its niche. But in general investment queries, the recommendation rate drops to just 4%. Being mentioned is step one; being recommended requires AI to view Pebble as a credible answer to the specific question asked.

Improvement pathway: The comparison page strategy (Pebble vs Nutmeg vs Wealthify) directly addresses this. AI generates recommendations by synthesising comparison data. If Pebble controls the comparison narrative with its own data, the recommendation rate in comparison queries will increase. Additionally, case studies with specific outcomes ("Pebble grew ESG portfolio by X%") give AI evidence to back recommendations.

Pillar 3 — Score: 52/100
Sentiment & Framing

This is Pebble's strongest pillar. When AI talks about Pebble, it's consistently positive. Common frames include "growing ethical investment platform", "focused on sustainability", and "user-friendly app". No negative sentiment was detected. The qualifiers "newer" and "smaller" are factually accurate but limit authority perception.

Improvement pathway: To shift from "growing" to "established", Pebble needs longevity signals: press coverage that treats it as a market participant (not a startup), Trustpilot review volume, awards or industry recognition, and performance data. The "newer" qualifier will naturally fade as the business matures, but press coverage and case studies can accelerate this.

Pillar 4 — Score: 30/100
Source Authority

pebble.co.uk is cited 12 times directly — modest but meaningful. 14 third-party sources reference Pebble. Compare this to Nutmeg's 112 direct domain citations and it's clear the gap is substantial. Source authority is built over time through consistent, high-quality content and third-party validation.

Improvement pathway: Every piece of content on pebble.co.uk should be designed to be citable — with clear data points, structured headings, and specific claims that AI can extract. The blog programme targets 6 new pages, each designed as a potential citation source. Third-party authority comes from review placements (Boring Money, Which?), press coverage, and LinkedIn thought leadership.

Pillar 5 — Score: 42/100
Narrative Consistency

Pebble has a clear sustainability positioning, but the language varies by platform. ChatGPT describes it as "sustainable", Google AIO says "ethical", and Perplexity uses "green". These aren't contradictory, but inconsistency weakens the brand signal. AI draws its vocabulary from the sources available — if Pebble's own content consistently uses specific language, AI will follow.

Improvement pathway: Standardise language across pebble.co.uk and all external communications. Choose a primary descriptor ("sustainable investment platform") and use it consistently in page titles, meta descriptions, headings, and PR materials. Secondary descriptors (ethical, ESG, green) can appear in body text but should not compete with the primary positioning.

Pillar 6 — Score: 25/100
Competitor Gap

Pebble sits in the middle of the direct competitor set. The gap to Nutmeg (21 points) requires significant effort but is achievable over 2–3 reporting cycles. The gap to Wealthify (10 points) is closable within H1 if the content programme and review placements land effectively.

Improvement pathway: Focus on overtaking Wealthify first — it's the most realistic near-term target. Wealthify's advantage comes from its Aviva backing and Boring Money presence, not from content quality. A focused content programme that targets the same query categories where Wealthify appears can close this gap.

Pillar 7 — Score: 18/100
Query Coverage

This is Pebble's weakest area and the single biggest opportunity. Pebble appears in only 4 of 15 query categories: ESG, Ethical, Sustainable, and App-based. It is completely absent from General, ISA, Cost, Returns, Robo, Pension, Funds, Comparison (generic), and Beginner categories — which collectively represent over 60% of investment-related AI queries.

Improvement pathway: The blog content programme directly targets the missing categories. The comparison page addresses the Comparison category. The FAQ page targets Beginner queries. ISA and Cost categories require specific landing pages on pebble.co.uk that clearly present Pebble's ISA products and fee structure in a format AI can extract.

Pillar 8 — Score: 28/100
Multi-LLM Consistency

Pebble is present in all three tested LLMs, which is positive — many businesses at the Emerging tier only appear in one or two. However, the distribution is uneven: ChatGPT (48 mentions), Google AIO (22), Perplexity (9). This suggests Pebble's sources are more accessible to ChatGPT's training data than to the other platforms.

Improvement pathway: Google AIO and Perplexity rely more heavily on recent, structured, and review-based content. The Boring Money review, FAQ schema page, and press coverage will disproportionately improve Google AIO and Perplexity scores, balancing the cross-platform distribution.

Pillar 9 — Score: 35/100
Feature & Service Attribution

AI knows Pebble for ESG/ethical investing. It does not reliably know about Pebble's Stocks and Shares ISA, Lifetime ISA, low minimum investments, portfolio management features, or fee structure. This limits the queries where AI can confidently recommend Pebble.

Improvement pathway: Create dedicated landing pages for each product (ISA, LISA, GIA) with clear, structured content. The FAQ page should include questions like "Does Pebble offer a Stocks and Shares ISA?" and "What are Pebble's fees?" — these are exactly the questions AI asks when generating recommendations.

Pillar 10 — Score: 32/100
Geographic Relevance

Pebble appears for UK-specific queries, which is correct for a UK-only platform. However, it does not surface for regional queries ("best investment platform London", "financial advisor Edinburgh") or for queries that don't explicitly specify UK.

Improvement pathway: Ensure pebble.co.uk content consistently includes UK geographic signals. Consider regional content or case studies that anchor Pebble to specific UK locations. For international expansion in future, this pillar would need dedicated attention.

Pillar 11 — Score: 40/100
Temporal Freshness

This is a positive indicator. Pebble's recent content is being picked up by AI — blog posts from 2026, updated product pages, and recent press mentions are appearing in responses. This shows the content strategy is having an effect, even before optimisation for AI specifically.

Improvement pathway: Maintain consistent publishing cadence. AI platforms are increasingly weighting recency, particularly for financial content where regulations and products change frequently. The 6-article blog programme and LinkedIn strategy will sustain freshness signals throughout H1.

Pillar 12 — Score: 15/100
Category Leadership

Pebble is not positioned as a category leader in any segment. In ESG investing, Nutmeg is the leader. In ethical investing, Wealthify. In impact investing, Triodos. Pebble is consistently positioned as "one of several options" — a participant, not a leader.

Improvement pathway: Category leadership requires either being the most-mentioned business in a specific query category or being the first recommendation. The most achievable leadership opportunity is "sustainable investment app" — a category where Pebble's pure-play positioning and app-first design could win. Original research and data-backed thought leadership can also establish authority in a specific subcategory.

4. Citation Chain Analysis

How information flows from sources into AI recommendations. Understanding the citation chain reveals where to intervene for maximum impact.

How the Citation Chain Works
AI platforms don't generate investment advice independently. They synthesise information from a hierarchy of sources: (1) high-authority editorial content (FT, MoneySavingExpert), (2) specialist review platforms (Boring Money, Which?), (3) community sources (Reddit, Trustpilot), (4) business-owned content (company websites, blogs), and (5) social and professional platforms (LinkedIn, YouTube). When a user asks "best ESG investment platform UK", the AI draws from all these layers, weighting them by authority and recency. The businesses most present across the most layers get the most mentions and recommendations.
Source Layer Pebble Present Nutmeg Present Wealthify Present Priority for Pebble
Tier 1: Financial Press (FT, This Is Money, Citywire) 1 source 5 sources 3 sources HIGH
Tier 2: Review Platforms (Boring Money, Which?, MoneySavingExpert) 0 sources 3 sources 2 sources HIGH
Tier 3: Community (Reddit, Trustpilot, forums) 2 sources 3 sources 2 sources MEDIUM
Tier 4: Owned Content (company website, blog) 1 source 1 source 1 source HIGH
Tier 5: Social & Professional (LinkedIn, YouTube) 1 source 2 sources 1 source MEDIUM
Key finding: Pebble's biggest gaps are in Tier 1 (financial press) and Tier 2 (review platforms) — the two highest-authority layers. Nutmeg is present in 8 sources across these two tiers versus Pebble's 1. The trade press pitch pack and Boring Money review submission directly address these gaps. Tier 4 (owned content) is equally important — pebble.co.uk needs more citable pages to compete with Nutmeg's extensive blog and education library.

5. Implementation Guides

Blog Writing Guide for AI Citability

Guide
How to Write Blog Content That AI Cites
  • Title structure: Use the exact query you're targeting as the page title or H1. AI matches titles closely to user queries. "Best ESG ISA UK 2026" as an H1 is more effective than "Our Guide to Sustainable ISAs".
  • Structure with clear headings: Use H2 and H3 headings that mirror common questions. AI extracts content by section — clearly labelled sections are more likely to be cited. Include a "Key Takeaways" or "Summary" section at the top.
  • Include specific data points: AI loves citable numbers. "Pebble charges 0.55% annual fee" is more citable than "Pebble has competitive fees". Include fee comparisons, performance figures, and user statistics where available.
  • Add comparison tables: Tables with side-by-side feature comparisons are heavily cited by AI. A "Pebble vs Nutmeg vs Wealthify" table with fees, minimums, products, and ratings gives AI structured data to extract.
  • FAQ section with schema markup: Every blog post should include 3–5 FAQs at the bottom, implemented with FAQ schema. This dramatically increases Google AI Overview citation likelihood.
  • Update regularly: Add a "Last updated: [date]" line and refresh posts quarterly. AI platforms weight recency for financial content. An article updated in 2026 outranks one from 2024, even if the content is similar.

LinkedIn Thought Leadership Playbook

Guide
CEO LinkedIn Strategy for AI Visibility
  • Posting cadence: 2 posts per week, published Tuesday and Thursday mornings (highest engagement for UK financial content). Aim for 200–400 words per post.
  • Content mix: 40% industry insight (ESG trends, regulatory changes), 30% Pebble product updates and milestones, 20% personal founder story and values, 10% engagement posts (polls, questions, community responses).
  • AI citation tactics: LinkedIn posts that include specific data ("ESG AUM grew 23% in Q1 2026") and clear opinions ("The ISA market is failing ethical investors — here's why") are more likely to be cited. AI treats LinkedIn Pulse articles and high-engagement posts as authority signals.
  • Engagement strategy: Comment on posts from competitors, industry analysts, and financial journalists. Engage with Good With Money, Boring Money, and MoneySavingExpert content. This builds network signals that strengthen LinkedIn's citation weight.
  • Profile optimisation: CEO LinkedIn headline should include "CEO at Pebble | Sustainable Investment Platform". The headline and summary are indexed by all three LLMs and contribute to brand positioning in AI responses.

Trade Press Pitch Guide

Guide
How to Pitch Financial Trade Press for AI Impact
  • Target publications: FT (contributed article format), Good With Money (feature and review format), This Is Money (review and comparison format), Citywire (commentary and opinion format). Each requires a different pitch angle.
  • FT pitch angle: Contributed article on the growth of app-based sustainable investing in the UK. Data-heavy, trend-focused. Position Pebble CEO as an industry commentator, not a product promoter. FT contributed articles have high AI citation weight.
  • Good With Money pitch angle: Feature story on Pebble's impact metrics — how much money has been directed into sustainable investments, what sectors it supports, and customer stories. Good With Money is the #1 ethical finance media source cited by AI.
  • This Is Money pitch angle: Review submission — offer the platform for independent review. This Is Money's "Best Ethical Investment Apps" article already mentions Pebble (36 citations). A full review would strengthen this significantly.
  • Citywire pitch angle: Opinion piece on ESG fund performance and the future of impact investing. Citywire reaches wealth managers and financial advisors who influence recommendations.

6. Content Briefs

Three ready-to-use content briefs for the highest-priority blog posts. Each brief includes the target query, recommended structure, key points to cover, and competitive context.

Content Brief 1
Pebble vs Nutmeg vs Wealthify: Sustainable Investment Platform Comparison 2026
Target query: "Nutmeg vs Wealthify", "Pebble vs Nutmeg", "best ESG robo-advisor comparison"
  • Word count: 2,000–2,500 words
  • Structure: Introduction → Quick comparison table (fees, minimums, products, ESG approach, ratings) → Detailed review of each platform → Which is best for different investor types → FAQs (5 minimum) → Conclusion with clear recommendation framework.
  • Key data to include: Annual fees (% and example £ amounts for £5k, £10k, £50k portfolios), minimum investment amounts, available account types (ISA, LISA, GIA, pension), ESG screening methodology, historic performance (if publishable), Trustpilot ratings, FCA regulation status.
  • Competitive context: The Which? article "Nutmeg vs Wealthify vs Moneybox" has 48 AI citations and doesn't include Pebble. This page should position Pebble as the comparison standard. Don't shy away from showing where competitors have advantages — AI trusts balanced comparison content more than promotional content.
  • AI optimisation: Use FAQ schema markup. Include a summary table at the top. Use H2s that match exact queries: "Pebble vs Nutmeg: Which is better?", "Pebble vs Wealthify fees comparison", "Which ESG platform has the best returns?". Add "Last updated: [month] 2026".
Content Brief 2
Best ESG Stocks and Shares ISA UK 2026: Complete Guide
Target query: "best ESG ISA", "ethical stocks and shares ISA", "sustainable ISA UK"
  • Word count: 1,800–2,200 words
  • Structure: What is an ESG ISA (brief explainer) → Top ESG ISA providers table → Detailed review of each provider → How to choose an ESG ISA (decision framework) → Tax benefits and ISA allowance 2026/27 → FAQs → Getting started guide.
  • Key data to include: ISA allowance for 2026/27, fee comparison across providers, minimum investment for each, ESG screening criteria differences, whether the ISA is flexible or not, transfer-in policies.
  • Competitive context: Pebble is absent from ISA-focused queries despite offering a competitive ISA product. This page needs to position Pebble's ISA as a primary product, not a secondary feature of an ESG platform. The title uses "ESG ISA" to bridge Pebble's sustainability positioning into the ISA category.
  • AI optimisation: FAQ schema with at least 5 questions. Include an "At a glance" comparison table at the top. Use structured data (product schema if applicable). Target snippet-friendly formats for Google AIO.
Content Brief 3
How Much Does It Cost to Invest Sustainably? A Fee Comparison
Target query: "cheapest ESG investment platform", "sustainable investing fees", "how much does ethical investing cost"
  • Word count: 1,500–1,800 words
  • Structure: The myth that sustainable investing costs more → Fee breakdown by platform (table) → What you actually pay: worked examples at £1k, £5k, £10k, £50k → Hidden fees to watch for → Is ESG investing worth the cost? (value analysis) → FAQs.
  • Key data to include: Platform fees, fund fees, total expense ratios, worked examples in £ amounts (not just percentages), comparison against non-ESG platforms (Vanguard, InvestEngine) to show the premium (or lack of it).
  • Competitive context: Pebble is absent from all cost-focused queries. This article positions Pebble as transparent and competitive on fees within the ESG space. The angle "sustainable investing doesn't have to cost more" is both true and underrepresented in AI responses.
  • AI optimisation: Fee comparison tables with specific numbers are among the most-cited content formats in financial AI responses. Include FAQ schema. Use calculator-style worked examples that AI can extract directly.

7. Competitor Deep-Dives

Nutmeg — AVS Score: 55 (Cited Tier)

Competitor Analysis
Nutmeg: Why AI Recommends It
  • Market position: Nutmeg is the UK's largest digital wealth manager, acquired by J.P. Morgan in 2021. It offers managed portfolios across Stocks and Shares ISA, Lifetime ISA, Junior ISA, pension, and General Investment Account products. The J.P. Morgan backing gives it institutional credibility that AI weights heavily.
  • Why AI cites Nutmeg: Nutmeg appears in 124 of 300 prompts (41% coverage). It benefits from: extensive Boring Money presence (featured in 3 comparison articles), regular press coverage in FT, This Is Money, and MoneySavingExpert, a comprehensive blog with 200+ articles, and strong Trustpilot presence (4,500+ reviews). AI has abundant, diverse, and high-authority sources to draw from.
  • Nutmeg's strengths: Breadth of products, institutional backing, long track record (founded 2011), heavy review presence, educational content library. AI positions Nutmeg as the "safe" recommendation — credible, established, and well-reviewed.
  • Nutmeg's weaknesses: Higher fees than some competitors, ESG offering is one option among many (not a core positioning), generic messaging that doesn't differentiate strongly. When users ask specifically about sustainability, Nutmeg is positioned as "offering ESG options" rather than being "an ESG platform" — this is where Pebble can win.
  • What Pebble can learn: Nutmeg's citation dominance comes from volume and diversity of sources, not from any single piece of content. Pebble doesn't need to match Nutmeg's scale — it needs to match Nutmeg's source diversity within the ESG niche. Being present in review sites, press, and owned content across the same categories is more important than any single article.

Wealthify — AVS Score: 44 (Emerging Tier)

Competitor Analysis
Wealthify: The Nearest Target
  • Market position: Wealthify is a Cardiff-based robo-advisor backed by Aviva (acquired 2018). It offers standard and ethical managed portfolios across ISA, Junior ISA, and General Investment Account products. The Aviva parentage provides brand recognition and distribution advantages.
  • Why AI cites Wealthify: Wealthify appears in 98 of 300 prompts (33% coverage). Its AI visibility comes from: Boring Money review presence, Aviva brand halo effect, competitive pricing (often featured in "cheapest" lists), and consistent messaging as an accessible, beginner-friendly platform.
  • Wealthify's strengths: Aviva backing provides institutional credibility. Low minimum investment (£1). Featured in Boring Money and Which?. Clear, simple messaging. Regular press coverage via Aviva's PR machine. Google AIO is its strongest platform (it's where Aviva's structured data has most impact).
  • Wealthify's weaknesses: Ethical investing is one product line, not the core identity. Content library is smaller than Nutmeg's. Lacks a strong founder/CEO personal brand. Blog content is infrequent and often product-focused rather than educational. LinkedIn presence is corporate, not personal.
  • How Pebble overtakes Wealthify: The 10-point gap is closable because Wealthify's advantage is structural (Aviva, reviews) not content-driven. Pebble can match or exceed Wealthify's content quality and volume within H1. The LinkedIn thought leadership programme gives Pebble a personal brand advantage that Wealthify lacks. Getting a Boring Money review closes the biggest single source gap. By H2, Pebble should be competitive with Wealthify on citation volume in ESG categories and ahead on owned content authority.
Supporting Document — Confidential

This supporting document accompanies the Pebble AVS Bi-Annual Report (H1 2026) and is subject to the same confidentiality and methodology disclaimers. Data is based on 300 prompts tested across ChatGPT (GPT-4o), Google AI Overview, and Perplexity over 7 research days. AI responses are non-deterministic. The per-query results table shows a representative sample of 30 queries from the full 300-prompt set. Verbatim LLM response examples are illustrative and may vary on re-testing. Content briefs are recommendations — implementation should be reviewed against Pebble's brand guidelines and compliance requirements. Known & Cited Ltd does not provide investment advice. Company number: 17089977. Registered in England and Wales.