Updated September 26, 2026.
Tax-efficient investing begins with choosing the right kind of help. Mezzi and PortfolioPilot provide guidance you review and implement. Wealthfront and Betterment manage eligible portfolios and can execute tax-loss harvesting within their services. Acorns emphasizes recurring investing and retirement accounts; it does not currently offer tax-loss harvesting.
Those differences matter more than an AI label. Software that explains a possible trade, a manager authorized to place it, and a service that files your tax return have different responsibilities. None should be described as doing all three without evidence.
Method: This is a Mezzi-published comparison based on official product documentation checked September 26, 2026, and our review of Mezzi's application. We did not measure tax savings or run matched investment accounts. Examples below are hypothetical and do not establish what any reader will save.
Compare the five approaches
| Service | Main role | Tax-related use | Who implements investment changes? |
|---|---|---|---|
| Mezzi | Financial guidance across connected accounts | Discuss lots, account types, concentration, and household constraints where data is available | You, at your institution |
| Wealthfront | Automated investment management | Tax-loss harvesting in eligible taxable managed accounts | Wealthfront within the managed service |
| Betterment | Automated investing with optional human-advice service | Harvesting and other documented tax-management features | Betterment within eligible managed portfolios |
| PortfolioPilot | Portfolio analysis and recommendations | Tax-efficiency suggestions alongside portfolio analysis | You, through the relevant account |
| Acorns | Recurring investing and retirement-account access | Investing habits and tax-advantaged account choice | Acorns within its managed service; no current harvesting feature |
Company-research tools and tax-filing services perform different jobs from investment managers. Check the actual service rather than treating every tax-related product as interchangeable.
1. Mezzi: coordinate a tax question with your financial life
Mezzi is relevant when investments sit in several places and a decision needs context beyond one taxable account. It can bring investments, banking, credit cards and other liabilities, and assets such as real estate into the same financial discussion. AI Personalization lets you save goals and constraints that should inform advice.
That context matters. Selling a position may affect concentration, cash needs, and taxes at the same time. A useful discussion should identify which information is available, which assumptions are being made, and what still needs confirmation before implementation.
Mezzi's account and tax-lot update explains that lot-level information depends on the brokerage connection. If the necessary lots or transactions are missing, a connected balance alone is not enough to validate a harvesting trade. Check the institution's records and provide missing information rather than accepting an apparently precise answer from incomplete inputs.
What to try: ask Mezzi to review one potential change in the context of your cash requirements and investment preferences. Request a list of information needed to assess it, including account type, cost basis, purchase dates, and relevant activity elsewhere. The objective is a better-informed decision, not a promise that the software has automatically checked every account in the household.
Cost and limitation: Advisory is $399 annually and Concierge is $999 annually, with a Free starting point. Current plans explain advice, support, and Delegations. Mezzi does not execute trades, move money, file returns, or guarantee wash-sale prevention. Choose it when you want ongoing guidance while retaining responsibility for implementation.
2. Wealthfront: automate investing inside a managed account
Wealthfront's investing service combines automated portfolio management with tax-loss harvesting for eligible taxable accounts. Its harvesting documentation describes software that checks for opportunities and executes within the managed portfolio.
This is a materially different service from advice delivered about an outside brokerage account. You are evaluating portfolio construction, execution, and ongoing management together. That can fit someone who wants to delegate the investment process rather than manually review each potential trade.
Where it helps: a person contributing regularly to a taxable managed account may value a repeatable process that handles rebalancing and harvesting without requiring a separate decision every time. The benefit still depends on eligible losses, applicable tax circumstances, and how the portfolio develops. A published harvesting yield is not the same thing as an extra investment return or a guaranteed reduction in your tax bill.
Cost: the standard Automated Investing advisory fee is 0.25% annually, plus fund expenses. At a constant $100,000 balance, that advisory fee would be approximately $250 a year. At $500,000 it would be approximately $1,250. These are simple fee illustrations, not comparisons of equivalent service or forecasts of future balances. Wealthfront's tax-management explanation distinguishes its different investing products; standalone direct-indexing products may have different terms.
Coordination: Wealthfront documents monitoring disclosed related accounts held with Wealthfront, including relevant IRA, joint, and spousal accounts. Clients remain responsible for outside-account activity. Its account-scope explanation also flags overlap with a Stock Investing Account.
Tradeoff: ask how outside purchases and accounts are handled. A manager cannot necessarily control purchases elsewhere. Review transfer implications before moving appreciated holdings, and distinguish the standard managed product from direct indexing, cash, or self-directed offerings.
3. Betterment: automated tax management within a broader service
Betterment describes tax-management features within its investment offering, including tax-loss harvesting. It also offers different service levels, so the relevant comparison is the particular account and plan you would use.
Its practical appeal is a managed investment process. If your preferred routine is setting goals, funding an account, and having the service maintain the portfolio, Betterment deserves consideration. That can be useful even for someone capable of implementing the trades personally but unwilling to maintain the process.
Cost: Betterment's current pricing lists a $5 monthly base price, switching to 0.25% annually when qualifying recurring deposits total at least $200 monthly or qualifying balances reach $24,000. Premium has separate eligibility and pricing, and higher eligible balances receive tiered discounts. Fund expenses remain additional. Compare the actual rate your account qualifies for rather than assuming every customer pays 0.25%.
Household coordination: Betterment's tax-loss harvesting disclosure says external accounts can create wash sales even if they are linked in its dashboard. It also instructs customers to establish a taxpayer relationship for coordination with a spouse's Betterment accounts. Visibility, an established relationship, and trading control are different things; confirm the setup instead of assuming an external connection prevents a conflict.
What to establish before choosing: which portfolio is eligible for the tax features, how the service coordinates relevant accounts, and what you must report about investments held elsewhere. A household using more than one manager should not assume each manager sees and controls the other's trades.
Tradeoff: Betterment's management responsibility can justify a different price than a subscription for advice. Conversely, transferring accounts solely to obtain harvesting can introduce costs or tax consequences that deserve review. Choose on the complete service and the transition plan, not on a promise that tax savings will always cover fees.
4. PortfolioPilot: tax suggestions alongside portfolio analysis
PortfolioPilot's tax-optimization page describes guidance about tax-loss harvesting, account placement, and tax-efficient investing. It is a candidate for someone who wants recommendations without treating the tool as a discretionary portfolio manager.
Its broader analytical approach provides context for evaluating a tax idea. A transaction that reduces current taxable gains can still change concentration, risk, or the mix of holdings. Looking at these factors together is more useful than ranking opportunities only by the apparent size of a loss.
A useful workflow: examine a recommendation and identify the proposed action, assumptions, missing information, and effects on the rest of the portfolio. If a suggestion involves an outside account, confirm the current records there. If it involves changing account location, distinguish what can be purchased with new money from what would require a sale or transfer with its own consequences.
Cost and tradeoff: PortfolioPilot's plans list annual Gold at $240, Platinum at $588, and Pro at $1,188, plus a Free tier. Gold includes tax-impact analysis and harvesting suggestions; higher tiers add other analytical and support features. Compare the tier that includes the output you need. Do not infer trade execution from the words recommendation or optimization. The final decision and its implementation remain distinct from the software's analysis.
Compared with Mezzi, the practical question is which interface and analytical framework helps you make sense of your own portfolio and household constraints. Our Mezzi vs. PortfolioPilot guide examines that distinction in greater detail.
5. Acorns: useful investing habits, without a harvesting claim
Acorns emphasizes recurring investment contributions and a managed investment experience. It may fit someone whose most important next step is building a regular investing habit rather than coordinating a complex taxable portfolio.
Its inclusion requires a clear boundary: Acorns states that it does not currently offer tax-loss harvesting. It should therefore not be recommended as a substitute for Wealthfront or Betterment specifically for that feature.
Tax efficiency is broader than harvesting, however. The type of account used can matter to the way investing is taxed. When considering a retirement account, establish eligibility, contribution rules, withdrawal restrictions, and how it fits with accounts you already hold. Those questions should be answered for your circumstances rather than inferred from an app's convenience.
Cost and tradeoff: Acorns' subscription plans list Bronze at $4 monthly, Silver at $8, and Gold at $12. Twelve monthly payments total $48, $96, and $144 respectively. These bundles contain different services; they are not standalone harvesting prices. Work out the annual dollar cost and what portion of the bundle you actually expect to use. Fixed subscriptions can represent a larger percentage of a small balance, so a low monthly number is not automatically the lowest-cost choice for every investor.
Choose Acorns for the investing routine it offers. Choose a different service if your specific requirement is identifying and realizing taxable losses. Giving the product credit for its actual purpose is more useful than assigning it a tax feature it does not provide.
Tax savings, tax deferral, and investment returns are different
Tax-loss harvesting generally realizes an eligible loss that may offset capital gains, subject to applicable rules. A lower replacement cost basis can mean more taxable gain later, so the benefit may partly be tax deferral. The outcome depends on the tax rates, timing, investments, and future circumstances involved. IRS Publication 550 explains capital losses and wash-sale rules.
For a simplified illustration, suppose a permitted $5,000 capital loss offsets $5,000 of gains taxed at an assumed 20% rate. The immediate federal tax reduction in that simplified case is $1,000. It is not a $5,000 cash saving, and it is not an extra 1% portfolio return without a defined portfolio size and timing. State taxes, other tax rules, and future gains are omitted from this illustration.
A tool may be worthwhile without generating that result. It may also cost more than the tax benefit available in a particular year. Evaluate guidance quality, management responsibilities, and total cost alongside possible savings.
Three questions that narrow the choice
Do you want advice or execution? If you want to keep your accounts and review changes yourself, consider Mezzi or PortfolioPilot. If you want a manager to maintain eligible investments, consider Wealthfront or Betterment. Acorns addresses a different investing routine.
Which account is involved? Taxable brokerage accounts and retirement accounts follow different tax rules. Do not apply a harvesting discussion to an IRA as though the sale produces the same deductible loss.
Who can see the relevant information? Household purchases, reinvestments, and activity at outside institutions can matter. Identify the blind spots before choosing an action. More account connections can help, but no interface should be treated as proof that every relevant transaction has been captured.
Frequently asked questions
Is an AI tax tool the same as tax-filing software?
No. An investment tool may explain tax-sensitive decisions or manage an investment account. Filing a return is a separate service with different inputs and responsibilities. Mezzi does not file tax returns.
Which services here execute tax-loss harvesting?
Wealthfront and Betterment document harvesting within eligible managed taxable portfolios. Mezzi and PortfolioPilot provide guidance you review and implement. Acorns says it does not currently offer harvesting.
Can tax-loss harvesting guarantee a lower lifetime tax bill?
No. Current benefits can depend on eligible losses and gains, tax rates, wash-sale rules, and later transactions. A reduction today may involve deferring taxes rather than eliminating them permanently.
Is a flat subscription always cheaper than an asset-based fee?
No. Compare the annual dollar cost at your balance and the actual services provided. A managed portfolio includes implementation responsibilities that a guidance subscription does not necessarily include.
Start with the decision you actually face. Bring your accounts and financial context to Mezzi, then ask what needs checking before a tax-sensitive investment change.
Start with Mezzi FreeThis comparison is published by Mezzi for educational purposes and is not personalized investment, tax, or legal advice. Features, prices, and data availability can change. Investing involves risk, including loss of principal. Examples are illustrative and are not customer results or guarantees.