Mezzi vs. Snowball Analytics: Dividends, Portfolio AI, and Financial Context

Updated September 26, 2026.

Snowball Analytics is worth evaluating for detailed portfolio and dividend tracking, including its current AI assistant and fund X-Ray features. Mezzi is worth evaluating for guidance that combines connected financial accounts with saved personal context. This is not an AI-versus-no-AI comparison, and fund look-through is not unique to Mezzi.

The useful choice is what you want to understand: the record and expected timing of investment income, a portfolio's behavior and exposures, or how those investments fit with cash, liabilities, assets, and life goals.

Compare the specific task

Sources: Snowball features and plans, Snowball changelog, and Mezzi account groups.

Snowball: a detailed investment record

Snowball Analytics offers dividend tracking, portfolio return analysis, benchmarking, and tools to organize investments. It supports several input approaches and distinguishes holdings-based tracking from transaction-based tracking. Snowball tracking methods

That distinction matters. A list of current holdings can answer questions about today's composition. A transaction history can support a different set of questions about contributions, purchases, sales, and how the portfolio evolved. Choose the input method that supports the output you need.

For a practical trial, use an account whose records you understand. Compare the holdings and income history with the institution's records, then inspect how the tool treats deposits, sales, and reinvested distributions. A return number is useful only when you understand what went into it.

Dividend analysis is more than a yield figure

Snowball's product includes a dividend calendar and measures for income, yield, and payout history. These can be useful when the timing and sources of investment income matter to your review. Snowball plans and dividend features

Consider an illustrative investor trying to understand whether income is concentrated in a small number of holdings or arrives unevenly through the year. A calendar and source breakdown can make those questions easier to inspect than a single annual total.

Keep expected and received income separate. A projected payment is not the same as cash already credited to an account, and a displayed yield is not a guaranteed future return. Check the underlying assumptions and the date of the information.

The next question is what the income is for. Reinvesting it, holding it for a near-term expense, and using it as part of a longer-term plan are different decisions. A good tracking record informs that discussion without settling it on its own.

Snowball now has AI and fund look-through

Snowball's August 24, 2026 changelog introduced Ask Snowball Analytics, an assistant that uses portfolio data and analytical tools to answer questions. Its July 25, 2025 entry documented fund X-Ray alongside individual holdings. Snowball official changelog

These capabilities change the comparison. A page that calls Snowball a passive dashboard without AI or underlying fund analysis would mislead a reader choosing tools today.

Test the assistant on a question you can verify. Ask it to state the included accounts, explain a calculation, and identify missing information. For fund look-through, inspect the supported holdings and scope rather than assuming that every fund is fully represented.

The existence of a feature does not establish that two implementations are identical. Compare the output, coverage, clarity, and usefulness for your task before declaring one better.

Mezzi: connect the portfolio with the purpose of the money

Mezzi groups financial information into Investments, Banking, Other Assets, and Liabilities. Checking and savings, credit cards, and manually entered real estate can be relevant alongside investment accounts. AI Personalization stores goals, preferences, and background. Mezzi account-group update

This broader context can help when a portfolio question depends on something the holdings do not reveal. The investor may expect an expense, want to maintain a reserve, or have a changing income pattern. State those facts directly so the conversation has a clear purpose.

Exposure X-Ray helps investigate underlying exposures in supported funds. Use that information to make a question more specific: is the concentration intentional, which accounts are included, and what would need to be checked before considering a change?

Mezzi does not execute trades or transfers. It supports the reasoning and review, while implementation remains with the relevant institution. It is also not a substitute for a complete tax-reporting record or filing process.

Snowball can include custom assets too

Snowball documents custom assets for investments not traded on supported markets and allows relevant income settings. Its scope should not be reduced to listed stocks alone. Snowball custom assets

The common challenge is keeping manually entered information current. A property value or private investment estimate may have a different level of precision and update frequency from a quoted security. Label those differences in your review.

For either tool, decide who maintains manual values and when they should be revisited. An aggregate number can look precise even when one component is an old estimate. The usefulness of the total depends on understanding the components.

A fair test with an income-focused portfolio

Suppose a household has received $1,200 of cash distributions year to date and its calendar projects another $800 before year end. The calendar suggests $2,000 for the full year under its assumptions; only $1,200 has actually arrived. A $1,500 bill due now cannot be paid solely from the $2,000 projection. The timing and available cash matter.

In Snowball, inspect the received-versus-expected distinction, account scope, distribution dates and currency. Check whether a payment was reinvested: $300 reinvested in shares is different from $300 sitting in cash for the bill. Review the underlying transaction rather than treating every distribution as spendable money.

In Mezzi, supply the same accounts and the bill's due date, then ask which cash is available and what depends on a future payment. Keep the reserve and other commitments explicit. If an expected dividend is cut or delayed, update the scenario rather than leaving the original annual estimate in the plan.

Both products' AI features deserve the same test where available: “Separate received cash, reinvested distributions and forecast payments. Identify missing records before explaining how this income relates to the bill.” This is an evaluation prompt, not a claim that one assistant returned a better answer in a trial.

The output should reconcile to the records and help decide what requires further review. A distribution is not automatically profit, a sustainable yield or a particular tax category. Do not choose a higher-yielding holding simply to make the projected calendar cover the bill; the investment's risks and the household's goals still matter.

Current plans and prices

Snowball's current annual USD prices are $79.99 for Starter, $149.99 for Investor, and $249.99 for Expert. Free supports one portfolio and ten holdings; paid tiers expand limits and features. Brokerage linking begins with Starter. Snowball pricing

Mezzi offers Free, Advisory at $399 annually, and Concierge at $999 annually. Review the included guidance and service limits against the questions you expect to revisit. Mezzi pricing

Choose the tier that supports the actual workflow. A dividend calendar, multiple portfolios, brokerage linking, and a particular analytics feature may have different requirements. Confirm them before comparing annual totals.

If you use both services, include both subscriptions and the work of keeping inputs consistent. A second tool should solve a distinct problem or improve a recurring review, rather than merely display the same information differently.

Which should you evaluate first?

Evaluate Snowball first when your work centers on detailed investment tracking, dividends, performance, and the specific analytics it offers. Give its current AI and X-Ray capabilities a fair test.

Evaluate Mezzi first when your work centers on decisions that connect the portfolio with cash, liabilities, assets, and personal goals. The strongest trial is one real question with verifiable inputs and explicit constraints.

Neither service guarantees investment gains or a particular tax outcome. The useful result is a clearer, more reliable decision process that you understand and can maintain.

Frequently asked questions

Does Snowball Analytics have AI?

Yes. Its August 2026 changelog introduced Ask Snowball Analytics for portfolio questions. A comparison describing it as having no AI is out of date.

Can Snowball look through funds?

Its official changelog documents X-Ray funds. Verify coverage and the scope of the underlying holdings for the funds you own.

Is Mezzi only an investment tracker?

No. Its account groups also include banking, other assets, and liabilities, with saved AI Personalization for goals and context.

Can either product guarantee future dividend income?

No. Distinguish projected payments from received income and inspect the assumptions. Investment income and values can change.