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Wealthify

How the 9 leading AI models rank Wealthify in financial advisors in the United Kingdom.

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7th
of 22 in category
30
Recommendation score
5 / 9
AI models agree

How each AI ranks it

average position · verbatim answers kept
ChatGPTChatGPT27th

Below is how I’d shortlist UK options today, assuming you’re a UK resident. Note: this is not personal financial advice—it’s a practical shortlist of mainstream, FCA-regulated brands/services to investigate.

Quick answer: the brands people actually use

1) If you want a human financial adviser

Best route: shortlist 2–3 Chartered / CISI-accredited independent financial planners and compare fees, investment philosophy, and whether advice is independent or restricted.

Good national or well-known firms to consider:

  • The Private Office – strong reputation for financial planning; VouchedFor named it winner for client care in financial advice. (guide.vouchedfor.co.uk)
  • Forvis Mazars Financial Planning – ranked #2 in FTAdviser’s 2025 Top 100. (2025-fta-top100.ftadviser.com)
  • Westminster Wealth Management – ranked #7 in FTAdviser’s 2025 Top 100 and won VouchedFor’s “client champion” category. (2025-fta-top100.ftadviser.com)
  • EQ Investors, HFMC Wealth, Fidelius, Paradigm Norton, Becketts, Fiscal Engineers – credible planning-led firms appearing in FTAdviser’s 2025 list. (2025-fta-top100.ftadviser.com)
  • Chase de Vere, Fairstone, Perspective, Progeny, Wren Sterling, Ascot Lloyd – larger national/advice-network style options that are commonly encountered in the UK advice market. (2025-fta-top100.ftadviser.com)

My bias: for most people needing retirement, pension, tax-wrapper and inheritance planning, I’d start with a local Chartered IFA or financial planner rather than a product-led wealth-management brand.


2) If you want simple investing without bespoke advice

These are investment platforms rather than advisers, but they’re what many UK investors actually use for Stocks & Shares ISAs, SIPPs and GIAs.

Best forBrands to look at
Most mainstream / widest recognitionHargreaves Lansdown
Good all-round valueAJ Bell
Larger portfolios / flat-fee modelinteractive investor
Simple low-cost fund investingVanguard Investor
Beginner-friendly appAJ Bell Dodl, Moneybox
Low-cost ETF investingInvestEngine, Trading 212
Strong fund platformFidelity

Hargreaves Lansdown says it was the UK’s #1 direct-to-consumer investment platform by assets under administration in Q3 2025, with 33.6% market share; interactive investor was shown at 17.0% and AJ Bell at 7.5%. (hl.co.uk) Boring Money’s 2026 Best Buy results also recognised Hargreaves Lansdown and J.P. Morgan Personal Investing across ISA, pension, Lifetime ISA and Junior ISA categories, with AJ Bell Dodl and Vanguard also named among winners. (boringmoneybusiness.co.uk)


3) If you want a hands-off “robo-adviser” / managed portfolio

These are useful if you want a managed portfolio but don’t need full financial planning.

BrandBest for
J.P. Morgan Personal Investing — formerly NutmegMainstream managed portfolios, ISAs and pensions
MoneyfarmManaged portfolios with human support elements
WealthifySimple, app-first investing
MoneyboxApp-based saving/investing and Lifetime ISA popularity
PensionBeePension consolidation, simple interface

Nutmeg is now J.P. Morgan Personal Investing: the business says it was founded as Nutmeg, became part of JPMorganChase in 2021, and rebranded to J.P. Morgan Personal Investing in 2025. (personalinvesting.jpmorgan.com) Boring Money’s 2025 Best Buy lists included Nutmeg, Moneyfarm, PensionBee, Vanguard, AJ Bell, HL and interactive investor across ISA/SIPP categories, based on research including live test accounts, customer-service testing and cost modelling. (boringmoneybusiness.co.uk)


4) If you are high-net-worth and want wealth management

These are more suitable if you have a larger portfolio and want discretionary investment management, tax planning, estate planning and adviser access.

Common UK wealth-management names:

  • Rathbones
  • RBC Brewin Dolphin
  • Evelyn Partners
  • Quilter Cheviot
  • Charles Stanley
  • Close Brothers Asset Management
  • Schroders Cazenove
  • Canaccord Genuity Wealth
  • Handelsbanken Wealth & Asset Management

Several of these appear in FTAdviser’s 2025 Top 100 or are well-known in the UK advice/wealth-management market. (2025-fta-top100.ftadviser.com) Expect higher minimums and higher total costs than a DIY platform.


5) Big “people actually use them” advice brands — but check carefully

These are huge and widely used, but I would treat them as compare-and-question options rather than automatic recommendations.

BrandWhy people use itWatch-outs
St. James’s PlaceVery large adviser network; familiar, packaged serviceRestricted model; check total ongoing cost, advice fees, product charges, exit terms
Quilter Financial PlanningLarge UK advice/platform ecosystemSome advice is restricted; understand platform/fund/advice layers
The Openwork PartnershipOne of the UK’s largest advice networksNetwork model; adviser quality can vary
True PotentialTechnology-led advice/investment platformCheck independence/restriction and total cost

St. James’s Place describes itself as the UK’s leading advice-led wealth manager, with over one million clients, 4,951 advisers and £240.8bn of funds under management. (sjp.co.uk) Quilter reported £117.9bn of assets under management at 30 June 2026 and says its platform is used by over 4,000 active third-party UK advice-firm relationships. (quilter.com) Openwork says it has around 4,800 advisers across 900 firms serving over 1.2m people. (theopenworkpartnership.com)

My practical recommendations

If your situation is simple

Use a platform rather than paying for ongoing advice:

  • Vanguard – simple, low-cost fund investing.
  • AJ Bell – strong all-rounder for ISA/SIPP.
  • interactive investor – worth checking if your portfolio is large enough for flat fees to make sense.
  • Hargreaves Lansdown – excellent service, research and usability, but compare costs.
  • Trading 212 / InvestEngine – low-cost ETF-focused options, but make sure you understand custody, FSCS position and product range.

If you want help choosing investments but not full planning

Shortlist:

  • J.P. Morgan Personal Investing
  • Moneyfarm
  • Wealthify
  • Moneybox
  • PensionBee for pension consolidation

If you need proper advice

For pensions, drawdown, inheritance tax, business sale proceeds, divorce, tax residency, trusts, or complex family planning, I’d shortlist:

  • A Chartered independent financial planner
  • The Private Office
  • Forvis Mazars
  • HFMC Wealth
  • EQ Investors
  • Westminster Wealth
  • Paradigm Norton
  • Chase de Vere
  • Fiscal Engineers
  • A highly reviewed local IFA on VouchedFor or through professional directories

The FCA’s 2025 advice-market survey shows the UK advice sector is large: around 31,000 advisers, 4.1m retail clients and about £1tn of assets under advice. (fca.org.uk) The FCA also says 88.1% of firms providing retail investment advice in 2025 provided exclusively independent advice, while 10.6% provided exclusively restricted advice. (fca.org.uk)

How to choose safely

Before you proceed:

  1. Check the FCA Register for both the firm and adviser. The FCA says almost all UK financial-services firms must be authorised or registered, and checking helps you avoid scams and improves your chance of protection if something goes wrong. (fca.org.uk)
  2. Ask: “Are you independent or restricted?” Independent advice should consider the whole relevant market; restricted advice may be limited to certain providers or products. (fca.org.uk)
  3. Ask for the total annual cost in pounds and percentage, including advice, platform, fund, discretionary management and VAT where relevant.
  4. Avoid judging by “assets under management” alone. A huge firm can be convenient, but not necessarily best value for your situation.
  5. For one-off planning, ask for a fixed-fee report rather than defaulting to 0.5%–1% ongoing advice forever.

Bottom line:
For most UK users, I’d look at AJ Bell, Vanguard, interactive investor or Hargreaves Lansdown for DIY investing; J.P. Morgan Personal Investing, Moneyfarm or Wealthify for managed portfolios; and a Chartered independent financial planner—possibly via VouchedFor/Unbiased/PFS—for real financial advice. Use St. James’s Place, Quilter, Openwork and True Potential only after you fully understand whether the advice is restricted and what the all-in cost will be.

ClaudeClaudenot ranked
Gemini4th

When looking for a financial adviser in the United Kingdom, the best option depends on your financial situation, the size of your portfolio, and whether you want a traditional face-to-face relationship or a modern, digital-first product.

In the UK, services generally fall into three main categories: Digital Wealth Managers (Robo-Advisers), National Wealth Management Brands, and Independent Financial Advisers (IFAs).


Category 1: Digital Wealth Managers (Best for Hands-Off, Low-Cost Investing)

If you want automated, regulated portfolio management without paying high face-to-face advisory fees, digital products (often called "robo-advisers") are what most people in the UK actually use. They are ideal for managing Stocks & Shares ISAs, Lifetime ISAs (LISAs), and Self-Invested Personal Pensions (SIPPs).

  • J.P. Morgan Personal Investing (formerly Nutmeg):
    • Who it’s for: Investors looking for a highly trusted, household name with varied portfolio styles.
    • The Scoop: Nutmeg, the UK's pioneer robo-adviser, was officially rebranded as J.P. Morgan Personal Investing. It is fully integrated with Chase UK. It offers managed portfolios, thematic investing, and pension planning, alongside free basic financial guidance calls.
  • Moneyfarm:
    • Who it’s for: Those who want a digital platform but still value talking to a real human.
    • The Scoop: Moneyfarm is highly rated because it bridges the gap between digital and traditional advice. It provides managed portfolios where fees reduce as your investments grow, and you can book a call with a human investment consultant at no extra cost.
  • InvestEngine:
    • Who it’s for: Cost-conscious investors.
    • The Scoop: If you want zero-fee DIY investing or incredibly low-cost managed portfolios, InvestEngine has become the go-to platform in the UK personal finance community. It focuses entirely on low-cost Exchange-Traded Funds (ETFs).
  • Wealthify:
    • Who it’s for: Beginners starting with small sums.
    • The Scoop: Backed by insurance giant Aviva, Wealthify lets you start investing with as little as £1. It has a very user-friendly app interface and offers ethical (SRI) portfolio options.

Category 2: Major UK Wealth Management Brands (Best for High-Net-Worth & Complex Needs)

For larger portfolios (typically £100,000+), complex tax inheritance planning, or business exit strategies, a dedicated wealth manager is often necessary.

  • Evelyn Partners (formerly Tilney Smith & Williamson):
    • Best for: Comprehensive financial planning, high-net-worth individuals, and business owners.
    • The Scoop: Evelyn Partners is one of the UK’s largest integrated wealth management and professional services firms. They are highly regarded because they provide both financial advice and in-house tax/accountancy services, making them a one-stop-shop for complex financial setups.
  • RBC Brewin Dolphin:
    • Best for: Classic discretionary wealth management and face-to-face planning.
    • The Scoop: Acquired by the Royal Bank of Canada, Brewin Dolphin is a highly trusted, prestigious institution with a massive UK network. They offer bespoke, tailored portfolio building and hands-on adviser relationships.
  • Hargreaves Lansdown (HL) Financial Planning:
    • Best for: Investors who want to keep their DIY assets and active financial advice under one roof.
    • The Scoop: While HL is famous as the UK's largest DIY investment platform, they also employ a massive team of national financial advisers. If you already have your SIPP or ISA with HL, using their advisory arm is highly seamless.
  • St. James’s Place (SJP):
    • Best for: Those wanting a highly structured, relationship-led national network.
    • The Scoop: SJP is the largest advice-led wealth manager in the UK, looking after hundreds of billions in assets. A word of caution: SJP operates as a restricted advice network (they only recommend their own products) and has faced historically heavy criticism for high, complex fee structures, though regulatory pressure has forced them to make their fees more transparent.
  • Schroders Personal Wealth (SPW):
    • Best for: Mainstream bank customers.
    • The Scoop: This is a joint venture between asset manager Schroders and Lloyds Banking Group. If you bank with Lloyds, Bank of Scotland, or Halifax, you will likely be referred to SPW for face-to-face financial planning.

Category 3: Finding an Independent Financial Adviser (The "Gold Standard")

If you want completely unbiased advice, you should look for an Independent Financial Adviser (IFA). Unlike "restricted" advisers (who can only sell their own firm's products), an IFA has a legal duty to look at the entire UK market to find the best solutions for you.

Most people in the UK do not choose a national "brand" for this; instead, they use the UK's leading matching directories to find a highly rated local IFA:

  1. Unbiased.co.uk: The UK's largest and most popular portal. You enter your location, your financial goals, and the size of your pot, and it matches you with an FCA-regulated independent adviser in your area.
  2. VouchedFor.co.uk: Essentially the "TripAdvisor" of UK financial advisers. It allows you to search for local advisers and read verified reviews from real clients, offering excellent transparency on fees and customer service.

Crucial Advice for UK Consumers

  • Independent vs. Restricted: Always ask an adviser during your initial (usually free) consultation if they are "Independent" or "Restricted". IFAs are generally preferred as they aren't tied to pushing specific in-house funds.
  • Look for "Chartered" Status: This is the gold standard of qualification in the UK. A firm or individual with "Chartered Financial Planner" status has met the highest level of professional standards and ethics.
  • Understand the Fees: Expect to pay an initial fee (often 1% to 3% of your invested assets) to set up your financial plan, followed by an ongoing annual fee (typically 0.5% to 1%). Always check the total "all-in" cost—including platform fees and fund charges—not just the adviser's fee.
  • Verify on the FCA Register: Before handing over any money or signing a contract, check the adviser or firm on the Financial Conduct Authority (FCA) Register to ensure they are fully authorised to operate in the UK.
PerplexityPerplexitynot ranked
DeepSeekDeepSeek11th

If you’re in the UK and looking for financial advice, what’s “best” really depends on what you need:

  • A one-off plan or ongoing help from a human adviser
  • A cheap, hands-off digital service (robo-adviser)
  • A DIY investing platform where you manage your own ISA/pension
  • Or a combination of these

All are regulated by the Financial Conduct Authority (FCA) – always check the firm on the FCA Register before using them.

Here’s a practical rundown of what people in the UK actually use, split by category.


1. For personal advice from a human (IFAs)

If you want someone to review your whole finances, recommend specific products, and manage things for you, you’re looking for an Independent Financial Adviser (IFA). The best way to find one is not one single brand, but a regulated directory:

  • Unbiased.co.uk – matches you with local FCA-regulated advisers, and lets you filter by fee type and specialism.
  • VouchedFor.co.uk – shows adviser fees, reviews, and specialities; very widely used for choosing a top-rated adviser.
  • The Personal Finance Society – lets you find a Chartered Financial Planner, which is a high-level qualification.

Popular national advice firms (used by many people)

These are large firms with financial planners across the UK:

  • St. James’s Place (SJP) – huge adviser network, but high fees and some criticism around charges. Popular, but expensive.
  • Quilter / Old Mutual Wealth – large financial planning/fund platform.
  • Evelyn Partners – a big wealth manager for more affluent clients.
  • Hargreaves Lansdown Financial Advice – also offers a limited advice service if you have over a certain amount to invest.

You don’t “buy” a brand here – you buy the individual adviser. So the best route is to compare a few on Unbiased or VouchedFor by their fees, qualifications, and reviews.


2. For cheap, ongoing managed investing – “robo-advisers”

These are digital services that manage your money automatically using a questionnaire to gauge your risk tolerance. They are often the most people-friendly and low cost, but they don’t usually give complex holistic tax/pension advice.

  • Moneyfarm – one of the most popular in the UK; low fees, model portfolios, and access to human consultants.
  • Nutmeg – also very popular (now owned by J. P. Morgan). Automatically invests your ISA/SIPP in diversified portfolios.
  • Wealthify – started by ex-Hargreaves Lansdown people; low-cost, ethical options available.
  • Vanguard UK Digital Advisor – the cheapest large-name option if you just want a simple global portfolio.
  • InvestEngine – low-cost, mainly for DIY ETFs, but has an automated option.

These are best for people investing monthly from around £50 upwards and who want a “set and forget” ISA or pension.


3. For DIY investing (best online platforms)

If you want to choose your own stocks, funds, or ETFs, the UK’s most widely used platforms are:

  • Hargreaves Lansdown – the biggest and most popular. Superb app, website, and customer service, but slightly higher fees than rivals. Best for people who want to keep it simple.
  • AJ Bell Youinvest – very popular for ISAs and SIPPs (pensions). Low dealing fees and reliable.
  • Fidelity Personal Investing – cheap for funds and has good research tools.
  • Vanguard Investor – the cheapest if you only buy Vanguard funds (e.g., their LifeStrategy or FTSE Global All-Cap range).
  • interactive investor – best for larger accounts because it charges a flat monthly fee rather than a percentage. Good for pots over £50,000.

Most people in the UK use these to invest inside a Stocks and Shares ISA or a SIPP (pension) because of the tax benefits.


Quick “best pick” summary

If you want…Best thing to use
A proper personal financial planUnbiased or VouchedFor to find an IFA
A trusted national firm for financial planningQuilter or Evelyn Partners (for higher value)
Low-cost managed investing (ISA)Moneyfarm or Nutmeg
Ultra-low-cost managed global portfolioVanguard Digital Advisor
DIY investing from £25/monthHargreaves Lansdown or Vanguard Investor
DIY investing with a larger portfolio / SIPP**AJ
GrokGrok12th

Popular options in the UK centre on investment platforms (DIY/self-directed), robo-advisors (automated managed portfolios), and traditional independent financial advisers (IFAs) or wealth managers for personalised advice.

Many people use low-cost platforms for self-managed investing (especially ISAs and SIPPs), while robos suit hands-off investors. Full IFAs are less common due to cost but valued for complex needs. Usage has grown significantly, with DIY investing now involving around 18.4 million UK adults and platforms holding substantial assets.

Top Investment Platforms (DIY – What Most People Actually Use)

These are the most widely adopted for stocks, funds, ETFs, and tax wrappers like Stocks & Shares ISAs. Market leaders by assets under administration (AUA) or popularity include:

  • Hargreaves Lansdown (HL): The UK’s largest by AUA/market share (around 33% in recent D2C data) and often called the #1 platform overall. Strong research/tools, good customer service, and popular SIPP. Higher fees than some rivals but appeals to those wanting support.
  • Interactive Investor (ii): Large client base (hundreds of thousands), flat-fee model (good value for bigger portfolios), broad choice. Frequently a Boring Money Best Buy.
  • AJ Bell: Strong all-rounder, intuitive for beginners, wide asset range, competitive fees. Often recommended in Which? and Boring Money awards.
  • Trading 212: Dominates new/beginner investors (e.g., ~42% share among recent starters). Commission-free, low-cost, fractional shares, app-friendly. Great entry point but more limited research/tools.
  • Others gaining traction: Vanguard (low-cost index funds/LifeStrategy), Moneybox (round-ups, easy for smaller savers), Barclays Smart Investor, and JP Morgan Personal Investing.

Boring Money’s 2026 Best Buy ISA awards highlighted AJ Bell, Barclays Smart Investor, HL, ii, JP Morgan, Trading 212, and Vanguard based on costs, features, and real-user feedback. Which? also rates AJ Bell and Trading 212 highly for value and usability.

Robo-Advisors (Automated, Managed Portfolios)

These build and rebalance diversified ETF/fund portfolios based on your risk tolerance—ideal if you want hands-off investing without full DIY.

  • InvestEngine: Often tops “best low-cost” lists (0.25% platform fee + low fund costs, £100 minimum). Strong for simplicity and value.
  • Moneyfarm: Praised for customer service and a mix of digital + human support; competitive on larger balances.
  • Nutmeg (now part of JP Morgan Personal Investing): Established player with various portfolio options (including socially responsible); good track record and backing.
  • Others: Wealthify (Aviva-backed, straightforward), Moneybox (user-friendly app, round-ups).

Forbes Advisor UK and Boring Money have highlighted these in recent round-ups for fees, service, and performance net of costs.

Traditional Financial Advisers / Wealth Managers

For personalised, regulated advice (e.g., pensions, tax planning, retirement), use FCA-authorised IFAs. Many won’t take smaller pots due to minimums (often £50k–£100k+).

  • Finding one: Use VouchedFor (client reviews, top-rated lists with verified feedback) or Unbiased.co.uk to match with local/national advisers.
  • Notable or highly rated firms/networks: St James’s Place and Quilter (large networks); Verso Wealth Management (top in FT Adviser rankings); various independents via VouchedFor (e.g., firms like 88 Capital Wealth Management or Honeycroft in regional lists). High-net-worth options include specialists like those ranked by Spear’s.
  • Large banks (e.g., Barclays, Lloyds, HSBC) offer wealth management for qualifying clients.

Advised platforms (used by advisers) like Quilter, Transact, Aviva, Nucleus, and AJ Bell Investcentre handle a lot of advised assets.

Quick Tips for UK Users

  • Start simple: Most begin with a Stocks & Shares ISA on a low-cost platform like Trading 212 or AJ Bell.
  • Check costs and suitability: Compare fees (platform + funds), minimums, and features. Robo fees are typically 0.25–0.75%+ all-in; platforms vary (percentage or flat).
  • Regulation and protection: Only use FCA-authorised firms/platforms. FSCS protection applies up to £85k in many cases.
  • Advice vs guidance: Platforms/robos offer guidance; only qualified IFAs give personalised recommendations. Free guidance is available via MoneyHelper (government-backed).
  • Next steps: Review your goals (e.g., ISA for tax-free growth, pension for retirement). Consider speaking to an IFA for complex situations. Always do your own research—past performance isn’t a guide to future results, and investing involves risk of loss.

These recommendations draw from recent 2025–2026 awards, market data, and user-focused reviews. Fees, features, and rankings can change, so verify directly on provider sites or comparison tools.

CopilotCopilot5th

Some of the most highly regarded financial advisors in the UK include Saltus, JM Finn, 7IM, PWM, and Wealthify, offering options for high-net-worth investors as well as accessible digital investment platforms.

Top Traditional Wealth Management Firms

Saltus

Minimum investment: £250,000 Fees: Initial 1%-2%, ongoing 0.6%-1.5% Highlights: Voted Best Wealth Manager 2026 and 2025, offering bespoke financial planning, tax optimisation, and sophisticated investment management with strong long-term risk-adjusted return performance (e.g., 7.2% annualised growth over five years). Target clients: High-net-worth individuals seeking tailored plans and high-quality service.

JM Finn

Minimum investment: £50,000 Fees: Flat 1.1% annual management fee, plus extra for specific services Highlights: Award-winning bespoke wealth management including discretionary portfolio management and financial planning. Strong track record and competitive pricing for investors with moderate wealth.

7IM (Seven Investment Management)

Minimum investment: £500,000 Fees: Initial 0.25%-3% depending on portfolio; ongoing 0.4%-1% Highlights: Combines innovative technology with traditional wealth management. Known for transparent investment strategies and user-friendly investment platforms suitable for clients looking for a balance of tech-driven and personalized advisory.

Partners Wealth Management (PWM)

Minimum investment: £250,000 Fees: Initial 0.25%-3%, ongoing 0.4%-1% Highlights: Specialises in retirement, estate, and tax-efficient planning with a bespoke and attentive service tailored to high-net-worth clients.

Accessible Digital and Robo-Advisors

Wealthify

Minimum investment: £500 Fees: 0.25%-0.75% ongoing fees, fund fees ~0.14%-0.46% Highlights: Part of the Aviva Group, Wealthify provides low-cost, ethically focused portfolios. Offers easy-to-use apps for Stocks & Shares ISAs, pensions, and general investment accounts. It simplifies investing for newcomers and those seeking Robo-advisor solutions. Target clients: Individuals who want cost-effective, diversified investment options with digital convenience.

Other Notable Firms

Saturn, Fintuity, COCOA Invest: AI-driven platforms providing regulated financial advice, ethical investments, and AI-led portfolio solutions. Unbiased.co.uk: A marketplace to connect clients with UK-authorized financial advisers across pensions, investments, and protection services.

Choosing the Right Advisor

When selecting a financial advisor in the UK:

Match services to needs: high-net-worth individuals often prefer bespoke wealth managers (Saltus, JM Finn, 7IM, PWM), while digital platforms (Wealthify, Fintuity) suit smaller portfolios or tech-savvy investors. Check FCA regulation: ensures legal compliance and FSCS protection for eligible assets. Consider fees and minimums: Fees vary based on assets under management; digital platforms often have lower minimums and fees than traditional firms. Look at reviews and track record: Firms like Saltus and JM Finn receive consistently high client satisfaction scores and awards for performance and service.

Overall, whether you want personalized, high-touch wealth management or cost-efficient digital investment solutions, the UK market offers a range of reputable and regulated advisors to suit different financial situations and investment goals Good Money Guide+1.

Google AIGoogle AInot ranked
AI ModeGoogle AI Modenot ranked
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How this is measured

Wealthify’s AI Recommendation Score (30/100) reflects how widely and often the 9 AI models recommend it for financial advisors: share of voice, mention rate and how early the AI models name it. Cited sources are published as receipts, never as a score input. Every monthly refresh asks each AI model the same buyer question once, and the exact run count behind every edition is published in its JSON record. Placement is determined solely by AI recommendation data; it reflects what AI recommends and is not an endorsement by CiteHawk. Read the full methodology →

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