AVS Bi-Annual Report — Pebble | Known & Cited

Executive Summary

This AI Visibility Strategy (AVS) report provides Pebble with a comprehensive assessment of how the business is represented, recommended, and cited across major AI platforms — ChatGPT, Google AI Overview, and Perplexity — based on 300 prompts tested across 7 research days during H1 2026.

Pebble scores 34 out of 100, placing it in the Emerging tier. This is a credible position for a 5-year-old platform competing in a market where well-funded incumbents like Nutmeg (55) and Wealthify (44) have had years of media coverage and brand-building. AI already knows Pebble exists. The question is how to move from known to recommended.

The core finding is one of breadth, not depth. Pebble performs well in ESG-specific and ethical investment queries — appearing in 26% of those conversations. But it is almost invisible in general investment queries such as "best investment platform UK", "cheapest stocks and shares ISA", or "best app for investing" — categories that generate the highest volume of AI responses. Expanding into these adjacent categories, without diluting the sustainability positioning, is the single biggest growth opportunity.

This report covers Pebble's score breakdown across our 12-pillar framework, a competitive landscape analysis against four direct competitors, a detailed citation source map showing which domains and articles AI is drawing from, and a prioritised strategy roadmap for H1 and H2 2026 with K&C pricing attached to each recommended action.

A separate Supporting Document accompanies this report, containing per-query result tables, verbatim LLM response examples, expanded pillar analysis, citation chain analysis, implementation guides, and content briefs ready for immediate use.

Your AI Visibility Strategy Score

34

Emerging

Total Mentions

79

Share of Voice

18%

Prompts Tested

300

Research Days

7

Invisible (0–10) Whisper (11–25) Emerging (26–45) Cited (46–65) Known (66–85) Authority (86–100)

What AI Currently Says About Pebble

ChatGPT (GPT-4o)

"Pebble is a UK-based ethical investment platform offering ESG-focused portfolios with low minimum investments. It is aimed at younger investors who want their money to have a positive environmental and social impact. Pebble offers a Stocks and Shares ISA, a General Investment Account, and a Lifetime ISA, all built around sustainability-screened funds."

Google AI Overview

"Pebble is included in lists of sustainable investment options in the UK. It offers portfolios aligned with ESG criteria. Google AI Overview does not explain what differentiates Pebble from competitors such as Nutmeg or Wealthify, and tends to default to longer-established platforms when recommending specific products."

Perplexity

"Perplexity mentions Pebble occasionally in ESG-specific contexts but defaults to Nutmeg and Wealthify as its primary recommendations for ethical investing. When asked about general investment platforms, Pebble rarely appears. Perplexity cites review sites like Boring Money and Which? heavily, neither of which currently features Pebble prominently."

Key Finding

Pebble has achieved Emerging tier visibility — a strong position for a 5-year-old platform in a market dominated by well-funded competitors. AI already knows Pebble exists and frames it positively. The gap is breadth: Pebble only appears in ESG-specific queries (4 of 15 categories). Expanding into “best investment platform”, “best ISA”, and “cheapest platform” queries would more than double visibility without compromising the sustainability positioning.

The One Thing

Publish a detailed “Pebble vs Nutmeg vs Wealthify” comparison on pebble.co.uk — the single most common query type where Pebble is mentioned but not winning. When AI generates comparison content, it draws from whoever has the clearest comparison page. Currently it’s citing Which? and Boring Money. Own the comparison yourself.

12-Pillar Breakdown

Each pillar is scored 0–100. The overall AVS is a weighted composite. Pillar colour reflects performance: green (≥60), orange (30–59), red (<30).

Direct Mentions

28

79 mentions across all responses. ChatGPT (48), Google AIO (22), Perplexity (9). Present but not dominant in any platform.

Recommendation Rate

22

Recommended in 26% of ESG-specific queries but only 4% of general investment queries. The gap between niche and mainstream is stark.

Sentiment & Framing

52

Consistently positive framing as "a growing ethical investment platform". Some "newer" and "smaller" qualifiers limit authority perception.

Source Authority

30

pebble.co.uk cited 12 times directly. 14 third-party sources reference Pebble. Limited compared to Nutmeg's 112 domain citations.

Narrative Consistency

42

Strong ESG positioning, but ChatGPT calls it "sustainable", Google AIO says "ethical", Perplexity says "green". Alignment needed across platforms.

Competitor Gap

25

Mid-pack: behind Nutmeg (55) and Wealthify (44) but ahead of Moneybox (31) and Tickr (19). The gap to Nutmeg is closable with sustained effort.

Query Coverage

18

Appears in only 4 of 15 query categories (ESG, ethical, sustainable, app-based). Missing from "best ISA", "cheapest", "highest returns", and more.

Multi-LLM Consistency

28

Present in all 3 LLMs but inconsistent. Strong in ChatGPT, moderate in Google AIO, weak in Perplexity. No platform dominance.

Feature & Service Attribution

35

Known for ESG/ethical investing. Not known for ISA wrapper, pension options, portfolio management, or low minimum investment features.

Geographic Relevance

32

Appears for UK-specific queries. Not surfacing for regional financial advisor queries or city-level investment recommendations.

Temporal Freshness

40

Recent blog content and press mentions being indexed. Active content strategy showing early results. Freshness score trending upward.

Category Leadership

15

Not positioned as a category leader in any segment. Nutmeg and Wealthify seen as the established players. Pebble is "one of several" options.

Competitive Landscape

Business	SOV	Mentions	AVS Score	Tier	Top LLM
Nutmeg	28%	124	55	Cited	ChatGPT
Wealthify	22%	98	44	Emerging	Google AIO
▶ Pebble	18%	79	34	Emerging	ChatGPT
Moneybox	16%	71	31	Emerging	Perplexity
Tickr	9%	40	19	Whisper	ChatGPT

Competitive insight: Pebble sits in the middle of the Emerging tier — behind the two leaders but with a realistic path to Cited status. Nutmeg's dominance comes from years of press coverage, Boring Money reviews, and a strong owned content library. Wealthify benefits from its Aviva parentage and broad product range. Pebble's differentiation — pure sustainability focus and low minimums — is known but not yet leveraged into broad query coverage. The gap to Wealthify (10 points) is closable within two reporting cycles with focused effort.

Businesses Owning the Conversation

These businesses dominate AI responses in the sustainable finance and general investment space. They are not direct competitors but control the narrative that AI draws from.

Business	Mentions	Why AI Cites Them
Hargreaves Lansdown	312	Dominant investment platform. Massive educational content library, trusted brand, broad product range. Sets the benchmark for AI recommendations.
Vanguard	287	Index fund pioneer. Extensive thought leadership on passive investing. AI treats Vanguard as the default for low-cost investing advice.
MoneySavingExpert	234	Consumer finance authority. AI cites MSE guides as primary source for "best" and "cheapest" investment queries. A key citation target for any platform.
Boring Money	178	Investment platform reviewer. Their comparison tables directly feed AI responses. Being featured or well-reviewed here has outsized impact.
AJ Bell	156	Major platform with strong press presence. Frequently appears in "best ISA" and "cheapest platform" queries alongside Hargreaves Lansdown.
Good With Money	98	Ethical finance journalism. The go-to source for AI when answering ESG and ethical investment queries. Critical citation target for Pebble.

Citation Sources

Where AI Gets Its Information

AI platforms don't generate investment advice from nothing. They draw from specific websites, articles, and data sources. Understanding which sources feed AI recommendations — and which ones Pebble is present in — reveals exactly where to focus effort. Domains marked with $$$ have known commercial relationships with AI platforms. Domains marked GOOG or MSFT are owned by AI platform parent companies.

Domain	Citations	Type	Pebble Present	Priority
moneysavingexpert.com	298	Consumer Finance	✗	HIGH
ft.com $$$	234	Financial Press	✗	MEDIUM
boringmoney.co.uk	198	Investment Reviews	✗	HIGH
reddit.com $$$	176	Community Forum	✓	MONITOR
goodwithmoney.co.uk	143	Ethical Finance Media	✓	MEDIUM
which.co.uk	134	Consumer Reviews	✗	HIGH
nutmeg.com	112	Competitor Domain	—	WATCH
linkedin.com MSFT	98	Professional Social	✓	MEDIUM
trustpilot.com $$$	87	Review Platform	✓	MEDIUM
investopedia.com	78	Financial Education	✗	LOW
thisismoney.co.uk	67	Personal Finance	✓	MEDIUM
citywire.com	54	Wealth Management Press	✗	MEDIUM
youtube.com GOOG	48	Video	✗	LOW
wealthify.com	43	Competitor Domain	—	WATCH
forbes.com $$$	38	Business Press	✓	MONITOR

Citation Sources Pebble Can Target

LinkedIn: ESG investment trends, sustainable finance thought leadership, platform feature announcements, CEO personal brand content.

Media: FT (contributed article on ESG trends), Good With Money (feature pitch on Pebble's impact metrics), This Is Money (review submission), Citywire (ESG fund commentary and opinion pieces).

Review placements: Boring Money (submit platform for independent review), Which? (investment platform testing programme), Trustpilot (structured review collection strategy).

Owned content: pebble.co.uk — blog targeting high-value query categories (ESG education, comparison content, ISA guides), sustainability reports with citable data, fund performance transparency pages.

Key Articles AI Cites

These are the specific articles and pages that AI platforms cite most frequently when answering investment-related queries. Presence in these articles — or creation of content that competes with them — is the fastest path to improved visibility.

#	Article	Source	AI Citations	Pebble Mentioned
1	Best Investment Platforms UK 2026	Boring Money	94	✗
2	Best ESG & Ethical Investment Funds UK	Good With Money	72	✓
3	Sustainable Investing for Beginners	MoneySavingExpert	58	✗
4	Nutmeg vs Wealthify vs Moneybox: Comparison	Which?	48	✗
5	Best Ethical Investment Apps UK	This Is Money	36	✓
6	How to Start ESG Investing	FT	32	✗
7	Impact Investing Explained	LinkedIn Pulse (various)	28	✗
8	Green Finance in the UK: 2026 Report	Citywire	22	✗
9	Best Stocks & Shares ISA for Ethical Investing	Forbes	18	✓
10	Pebble Sustainability Page	pebble.co.uk	12	✓

Key Observation

Pebble is present in 4 of the top 10 most-cited articles, but absent from the top 4. The #1 article (Boring Money's "Best Investment Platforms UK 2026") drives 94 AI citations and Pebble is not included. Getting reviewed by Boring Money and included in the Which? comparison are the two highest-impact citation opportunities available.

Strategy Roadmap

AVS Bi-Annual includes two reporting periods (H1 and H2). H1 tactics are fully costed with K&C pricing. H2 is directional and will be refined after H1 re-scoring. Delivery tags indicate who owns each action.

H1 2026 — Months 1–6

Foundation & Breadth Expansion

Detailed tactics with K&C pricing. Focus on expanding query coverage and securing key citation placements.

1. Blog Content Programme — 6 Articles Target the query categories where Pebble is currently invisible: "best ESG ISA UK", "ethical investment comparison 2026", "cheapest sustainable investment platform", "Pebble vs Nutmeg vs Wealthify", "how to start ESG investing UK", "best investment app for beginners". Each article optimised for AI citation with structured data, clear comparisons, and FAQ sections.
K&C CONTENT — 6 × £500 = £3,000
2. LinkedIn Thought Leadership Programme CEO personal brand strategy: 2 posts per week on ESG trends, sustainable investing insights, and Pebble product updates. Designed to build the citation authority of both the CEO profile and pebble.co.uk. LinkedIn content is cited by all three tested LLMs, particularly Google AIO.
K&C CONTENT — £600
3. Boring Money Review Submission Submit Pebble for independent review on Boring Money. This is the #1 most-cited investment review source across all three LLMs (198 citations). Getting a favourable review here has an outsized effect on AI visibility — more than any single piece of owned content.
INTERNAL — No direct cost. K&C to prepare submission briefing document.
4. Trade Press Pitch Pack Media-ready pitch pack targeting FT (contributed article on ESG investing trends), Good With Money (Pebble feature and impact story), and Citywire (ESG fund commentary). Each pitch tailored to the publication's editorial focus with data-backed angles that increase likelihood of coverage.
K&C CONTENT — £600
5. Media Outreach via PR Partner K&C does not deliver PR directly. We connect Pebble with a specialist financial PR partner from our network and manage the relationship to ensure AI visibility outcomes are built into the PR brief. K&C earns a 15% referral fee on any PR engagement — this cost sits outside the K&C invoice.
K&C PR CONNECT — 15% referral fee (billed separately by PR partner)
6. Case Study: “How Pebble Grew ESG Portfolio by X%” Data-driven case study showcasing Pebble's growth metrics, customer satisfaction, and ESG impact. Designed for use on pebble.co.uk, in PR pitches, and as a citable source. Case studies with specific numbers are heavily cited by AI when answering "is [platform] any good?" queries.
K&C CONTENT — £825
7. FAQ Page with Schema Markup Comprehensive FAQ page on pebble.co.uk covering the 20 most common questions AI surfaces about ethical investing, ISA wrappers, fees, and platform comparisons. Built with FAQ schema markup to maximise Google AI Overview inclusion. FAQ pages are disproportionately cited by Google AIO.
K&C CONTENT — £340
8. Trustpilot Review Strategy Structured approach to increasing Trustpilot review volume and quality. Trustpilot is a $$$ data partner with AI platforms and reviews are directly cited in responses. Current Pebble review volume is low — a focused 3-month campaign to encourage happy customers to review can shift this significantly.
INTERNAL — No direct cost. K&C to provide review collection playbook.
9. GEO Consultation First H1 Bi-Annual consultation. Establish baseline, discuss H1 priorities, confirm which tactics the in-house team handles versus K&C delivery. Review initial performance data and adjust the content calendar if needed.
INCLUDED IN BI-ANNUAL — No additional cost

H1 K&C Investment: ~£5,365 (plus PR partner fees if engaged)

H2 2026 — Months 7–12

Scale & Authority Building

Directional tactics — to be refined after H1 re-scoring confirms what's working.

10. Blog Content Programme — 6 Articles (Continued) Continue the cadence established in H1. Topics refined based on H1 re-scoring data — double down on query categories showing the fastest improvement, and target any new gaps identified.
K&C CONTENT — Pricing confirmed at H1 review
11. Original Research: “UK ESG Investment Trends 2026” Survey Commission or conduct original research on UK ESG investment attitudes and behaviour. Original data is gold for AI citation — LLMs prioritise unique statistics and findings that can't be found elsewhere. Designed for PR amplification and as a citable owned resource.
K&C CONTENT + INTERNAL — Pricing at H1 review
12. Which? Platform Testing Submission Submit Pebble for Which? investment platform testing. Which? comparison articles are the #4 most-cited source in our research (48 citations). Pebble is currently absent from their "Nutmeg vs Wealthify vs Moneybox" comparison — inclusion here would immediately improve Competitor Gap and Query Coverage pillars.
INTERNAL — No direct cost
13. LinkedIn Newsletter Launch Monthly LinkedIn newsletter on sustainable investing. Newsletters have higher engagement and citation rates than standard posts. Builds a subscriber base that generates consistent engagement signals — a factor in LinkedIn's citation weight across LLMs.
K&C CONTENT — Pricing at H1 review
14. H2 GEO Consultation & Re-Scoring Full AVS re-scoring using the same 300-prompt methodology. Compare H1 and H2 results to measure progress across all 12 pillars. Refine the strategy for Year 2 based on what moved the needle.
INCLUDED IN BI-ANNUAL — No additional cost

Pricing Note

AVS Bi-Annual subscription: £4,750/year (2 full AVS reports + 2 GEO consultations). Content and advisory services are priced separately as shown above. All prices exclude VAT. K&C does not deliver PR — media outreach is via our referral partner network at a 15% referral fee. H2 pricing is confirmed after H1 review to ensure budget is allocated to the tactics showing the strongest return.

GEO Consultation — H1 Baseline

Your first GEO consultation is included in the Bi-Annual package. This session establishes the baseline, walks through the full report findings, discusses H1 priorities in detail, and confirms which tactics the in-house team will handle versus K&C delivery. We'll review the 12-pillar scores together, identify the quick wins, and agree on the content calendar for months 1–6. The consultation also covers how to interpret the Supporting Document data and how to use the content briefs provided.

Supporting Document

This report is accompanied by a detailed Supporting Document containing: per-query result tables across all 300 prompts, verbatim LLM response examples, expanded 12-pillar analysis with improvement pathways, citation chain analysis, implementation guides for H1 tactics, 3 ready-to-use content briefs, and competitor deep-dives on Nutmeg and Wealthify. The Supporting Document is provided as a separate file for reference during implementation.

Methodology & Disclaimer

This report is based on 300 prompts tested across ChatGPT (GPT-4o), Google AI Overview, and Perplexity over 7 research days during H1 2026. AI responses are non-deterministic — the same prompt can produce different results at different times. Scores represent a snapshot, not a guarantee. Known & Cited Ltd does not guarantee specific outcomes from implementing the recommendations in this report. GEO (Generative Engine Optimisation) is an emerging discipline and best practices continue to develop. All pricing is exclusive of VAT. K&C does not deliver PR services directly — media outreach is facilitated through our partner network. Competitor scores are derived from the same prompt set and methodology as the client score. Company number: 17089977. Registered in England and Wales.

Confidentiality: This report is prepared exclusively for Pebble and should not be shared with third parties without written consent from Known & Cited Ltd.