Range vs SigFig: Which Is Better in 2026?

Last updated July 2026

Short answer

Range and SigFig are often compared, but they are built for different jobs. Range is hands-off automated investing (robo-advisors) (software layer over human advice), best for high earners with equity compensation, on a flat membership. SigFig is hands-off automated investing (robo-advisors) (automates a portfolio in accounts you already hold), best for automation that manages your existing schwab or fidelity account. Neither is universally better: pick Range if you want high earners with equity compensation, on a flat membership, SigFig if you want automation that manages your existing schwab or fidelity account.

Both Range and SigFig get grouped under “AI investing tools,” which is why people compare them, but they sit in different categories and answer to different needs. Below is a balanced, 2026 look at what each one does, whether it reads the brokerage you already use, how each is priced, and who each fits, so you can tell which job you are actually hiring a tool for. Where relevant, we note where Walnut sits in its own category: chat-driven management of your own broker. Walnut is not an investment adviser.

Range vs SigFig at a glance

 RangeSigFig
CategoryHands-off automated investing (robo-advisors)Hands-off automated investing (robo-advisors)
What the AI doesSoftware layer over human adviceAutomates a portfolio in accounts you already hold
Connects your brokerAggregates accounts for the advice pictureYes, it manages accounts held at supported brokers
Read vs tradeAdvisor-managed where applicableAutomated
CostFlat annual membership by tier (verify current)Free under a stated balance, then a percentage (verify current)
Best forHigh earners with equity compensation, on a flat membershipAutomation that manages your existing Schwab or Fidelity account
One limitationAimed at high household income, so the membership is poor value for a simpler situation.Supported custodians are limited, so it only works if your account is already at one of them.

Figures and features are point-in-time and change; treat the table as a starting map, not a live quote.

What is Range?

A flat-fee wealth management membership aimed at high-earning professionals, with equity compensation and tax planning at the centre.

How it works: You pay an annual membership rather than a percentage, and get advisors plus software covering equity compensation, tax planning, retirement projections and estate coordination, with accounts aggregated for a whole picture. The design assumption is a high income and complexity from RSUs or options rather than a large accumulated balance.

In practice, Range’s AI software layer over human advice. It falls under hands-off automated investing (robo-advisors), which makes it best suited to high earners with equity compensation, on a flat membership. On connecting an account it is “Aggregates accounts for the advice picture”, and on execution it is “Advisor-managed where applicable”. It is priced as flat annual membership by tier (verify current).

One honest limitation: Aimed at high household income, so the membership is poor value for a simpler situation.

What is SigFig?

An automated investing service that manages accounts held at your existing broker rather than requiring you to move money.

How it works: Rather than opening a new account, you link an existing brokerage account at a supported custodian and SigFig manages it in place, rebalancing and running tax-efficient strategies. Below a stated balance the management is free. This structure is unusual: nearly every competitor requires custody of your assets.

In practice, SigFig’s AI automates a portfolio in accounts you already hold. It falls under hands-off automated investing (robo-advisors), which makes it best suited to automation that manages your existing schwab or fidelity account. On connecting an account it is “Yes, it manages accounts held at supported brokers”, and on execution it is “Automated”. It is priced as free under a stated balance, then a percentage (verify current).

One honest limitation: Supported custodians are limited, so it only works if your account is already at one of them.

Range vs SigFig: how they actually differ

The core difference is category. Range focuses on high earners with equity compensation, on a flat membership (software layer over human advice), and SigFig on automation that manages your existing schwab or fidelity account (automates a portfolio in accounts you already hold). On broker connection they differ too: Range is “Aggregates accounts for the advice picture” versus SigFig at “Yes, it manages accounts held at supported brokers”. That shapes everything downstream: how personal the answers are, where trades settle, and how much control you keep over individual positions.

Range vs SigFig: strengths and trade-offs

Every tool gives something up for what it does well. Here is the honest give-and-take on each, so you can weigh the specific strengths against the limitations that come with them rather than judging on the headline category alone.

Range

Where it is strong

  • Equity compensation is treated as a core problem rather than an afterthought
  • Flat membership means the fee does not scale with a balance that may be growing quickly
  • Aggregation across accounts, including ones it does not manage

What to watch out for

  • Priced for high earners; a straightforward situation does not need this
  • Value depends on using the planning, not just holding the membership

SigFig

Where it is strong

  • Manages the account you already have rather than requiring a transfer
  • Free below a stated balance
  • Avoids the tax consequences of liquidating to move to a new provider

What to watch out for

  • Only works with a short list of supported custodians
  • Smaller and less prominent than the large robo-advisors, so check the current state of the service

The key divider: does it read your real holdings?

For AI investing tools, the distinction that matters most is whether the tool works from your actual, connected positions or reasons from something else: a separate account it manages for you, or the tickers and numbers you feed it. It decides how personal the answers can be, and where your money physically lives.

  • Range: manages a separate account it holds. Range does not read the brokerage you already use. It opens and holds a new account, then invests the money you move into it, so its view is limited to what sits inside Range.
  • SigFig: manages a separate account it holds. SigFig does not read the brokerage you already use. It opens and holds a new account, then invests the money you move into it, so its view is limited to what sits inside SigFig.

On this specific question the two land on the same side, so the deciding factors between them are elsewhere: category, cost, and who each is built for. This holdings-aware angle is the one Walnut is built around: it connects the brokerage you already use and reasons from your live positions, read-only by default, with any trades left for you to approve.

Range vs SigFig: which should you choose?

There is no universal winner here; the right pick depends on the job you are hiring the tool for. Match the category to your intent rather than chasing a single “best.”

  • Choose Range if you want high earners with equity compensation, on a flat membership. Its AI software layer over human advice, it is priced as flat annual membership by tier (verify current), and it fits hands-off automated investing (robo-advisors). It is built for a high-earning professional with RSUs or options whose complexity comes from compensation rather than from an accumulated portfolio. Keep in mind that aimed at high household income, so the membership is poor value for a simpler situation.
  • Choose SigFig if you want automation that manages your existing schwab or fidelity account. Its AI automates a portfolio in accounts you already hold, it is priced as free under a stated balance, then a percentage (verify current), and it fits hands-off automated investing (robo-advisors). It is built for someone with an existing account at a supported broker who wants it managed without moving anything. Keep in mind that supported custodians are limited, so it only works if your account is already at one of them.

Because both sit in the same category, the choice comes down to the finer details above rather than a fundamental difference in approach.

Range vs SigFig: pricing and cost model

Cost is easy to misread when two tools charge in different shapes, so compare the model, not just the number. Range is priced as flat annual membership by tier (verify current), while SigFig is priced as free under a stated balance, then a percentage (verify current). A percentage-of-assets fee scales with your balance, a flat subscription does not, and a “free” tier usually earns elsewhere (on cash, order flow, or premium upgrades), so the cheapest headline is not always the cheapest outcome for your situation.

Pricing and tiers change often. Confirm the current numbers on each provider’s own site before you decide; the framing above is point-in-time.

Where Walnut fits

If neither quite fits, Walnut sits in a third category: chat-driven management of your own brokerage. It connects the brokerage you already use through SnapTrade, lets you analyze and manage it by talking through Claude or ChatGPT, build thematic portfolios around a thesis, and place trades you approve. Read-only by default. See Walnut vs Range and Walnut vs SigFig. Walnut is not an investment adviser.

Try Walnut on top of your broker

Walnut is the AI that knows your portfolio: ask anything in plain English, research any fund, and get an honest second opinion. On the broker you already use, read-only, and you approve every trade. Walnut is not a registered investment adviser.

FAQ

Is Range or SigFig better?

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Neither is universally better, because they are built for different jobs. Range is hands-off automated investing (robo-advisors) and suits high earners with equity compensation, on a flat membership. SigFig is hands-off automated investing (robo-advisors) and suits automation that manages your existing schwab or fidelity account. Pick the one whose job matches what you actually want to do.

What is the difference between Range and SigFig?

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Range is hands-off automated investing (robo-advisors): software layer over human advice. SigFig is hands-off automated investing (robo-advisors): automates a portfolio in accounts you already hold. They solve different jobs, so the better choice depends on whether you want high earners with equity compensation, on a flat membership or automation that manages your existing schwab or fidelity account.

Is Range or SigFig better for beginners?

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Range is generally the more beginner-friendly of the two (high earners with equity compensation, on a flat membership). The other is better once you know what you want from it. Neither replaces understanding what you own.

Does Range connect to my brokerage?

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Range: aggregates accounts for the advice picture (manages a separate account it holds). SigFig: yes, it manages accounts held at supported brokers (manages a separate account it holds). If keeping your current broker matters, that distinction is often the deciding factor.

Does Range see my real holdings?

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Range does not read the brokerage you already use. It opens and holds a new account, then invests the money you move into it, so its view is limited to what sits inside Range. By contrast, SigFig manages a separate account it holds: SigFig does not read the brokerage you already use. It opens and holds a new account, then invests the money you move into it, so its view is limited to what sits inside SigFig.

Range vs SigFig: which is cheaper?

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Range is priced as flat annual membership by tier (verify current); SigFig is free under a stated balance, then a percentage (verify current). The models are not always comparable (a percentage of assets is different from a flat subscription), so weigh cost against the job each does. Pricing and tiers change, so verify the current numbers on each provider's site before deciding.

Can I use Range and SigFig together?

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Often yes, because they do different things. Many investors use one for high earners with equity compensation, on a flat membership and the other for automation that manages your existing schwab or fidelity account. Just watch for overlapping subscription costs and remember that trades ultimately settle in whatever account actually holds your money.

Who is Range best for, and who is SigFig best for?

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Range best fits a high-earning professional with RSUs or options whose complexity comes from compensation rather than from an accumulated portfolio. SigFig best fits someone with an existing account at a supported broker who wants it managed without moving anything. If you see yourself in one description more than the other, that is usually the clearer signal than any single feature or price.

What are the main trade-offs between Range and SigFig?

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Range's main thing to watch is that priced for high earners; a straightforward situation does not need this. SigFig's is that only works with a short list of supported custodians. Neither is a dealbreaker on its own; the right call is whichever trade-off you can most live with given what you actually want the tool to do.

Where does Walnut fit between Range and SigFig?

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Walnut is a third option in a different category: chat-driven management of the brokerage you already use. It connects your real account, lets you analyze and manage it by talking through Claude or ChatGPT, build thematic portfolios, and place trades you approve. Your login stays with your broker and the connection is read-only by default. Walnut is not an investment adviser.

Related comparisons

Walnut is informational, not investment advice. Competitor features and pricing are point-in-time and change; verify the current details on each provider's site before deciding. Nothing here is a recommendation to use any particular product or security.

    Range vs SigFig: Which Is Better in 2026? - Walnut AI Investing App