Alpaca vs Range: Which Is Better in 2026?

Last updated November 2026

Short answer

Alpaca is a brokerage API for people building their own AI agent; Range is a robo-advisor (hands-off automated investing). Best for developers building AI agents: Alpaca (free (open source)). Best for high earners with equity compensation, on a flat membership: Range ($3,950 to $12,500/yr flat membership, no AUM fee (Oct 2026)). Best for a keep, trim or exit read on the stocks you already own, with the trades you approve placed for you: Walnut, an AI investing app (free; Walnut Plus $9.99/mo on the web; no fee on assets).

Both Alpaca and Range get grouped under “AI investing tools,” which is why people compare them. Below is what each one does, whether it reads the brokerage you already use, how each is priced, and who each fits, checked in October 2026. Walnut, which publishes this page, is an AI investing app and is noted where it fits.

Alpaca vs Range at a glance

 AlpacaRange
CategoryFor builders: connect a broker to an AI agentHands-off automated investing (robo-advisors)
What the AI doesOfficial MCP server (data + execution)Software layer over human advice
Connects your brokerAlpaca accountsAggregates accounts for the advice picture
Read vs tradeRead + trade + paperAdvisor-managed where applicable
CostFree (open source)$3,950 to $12,500/yr flat membership, no AUM fee (Oct 2026)
Best forDevelopers building AI agentsHigh earners with equity compensation, on a flat membership
One limitationDeveloper-first; requires code and self-hosting.Aimed at high household income, so the membership is poor value for a simpler situation.

Prices checked October 2026. A price marked (Oct 2026) was read on the vendor's own pricing page; others are described without a number because we could not verify one.

What is Alpaca?

A developer-first brokerage with an official MCP server for real-time data, paper trading, and execution by AI agents. Best for people who code.

How it works: Alpaca is a brokerage you talk to through code: a REST and websocket API exposes market data, paper trading, and live commission-free execution, and its official MCP server lets an AI agent pull data, test in a paper account, and place real orders programmatically. You build against that API (or wire up an agent to it); there are no buttons to tap in an app.

In practice, Alpaca’s AI official MCP server (data + execution). It is a brokerage API for people building their own AI agent, best suited to developers building AI agents. On connecting an account: alpaca accounts. On execution: read + trade + paper. Cost: free (open source).

One real limitation: Developer-first; requires code and self-hosting.

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 a flat annual membership and get advisors plus software covering equity compensation, tax planning, retirement projections and estate coordination, with accounts aggregated for a whole picture. The design assumes a high income and complexity from RSUs or options, even without a large accumulated balance.

In practice, Range’s AI software layer over human advice. It is a robo-advisor (hands-off automated investing), best suited to high earners with equity compensation, on a flat membership. On connecting an account: aggregates accounts for the advice picture. On execution: advisor-managed where applicable. Cost: $3,950 to $12,500/yr flat membership, no AUM fee (Oct 2026).

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

Alpaca vs Range: how they actually differ

Category comes first. Alpaca focuses on developers building AI agents (official MCP server (data + execution)), and Range on high earners with equity compensation, on a flat membership (software layer over human advice). On broker connection they differ too: Alpaca is “Alpaca accounts” versus Range at “Aggregates accounts for the advice picture”. That shapes everything downstream: how personal the answers are, where trades settle, and how much control you keep over individual positions.

Alpaca vs Range: strengths and trade-offs

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

Alpaca

Where it is strong

  • An official MCP server purpose-built for AI agents
  • Full REST and websocket API with a full paper-trading sandbox
  • Commission-free US equities and crypto for developers

What to watch out for

  • Developer-first: it assumes you can write code and self-host an agent
  • Your money lives in an Alpaca account, not the broker you may already use

Range

Where it is strong

  • Equity compensation is treated as a core problem
  • 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

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.

  • Alpaca: connects specific supported accounts. Alpaca connects a defined set of accounts (Alpaca accounts), so whether it can see your holdings depends on whether your money is at one of them.
  • Range: reads your real connected holdings. Range connects your real brokerage (Aggregates accounts for the advice picture) and works from your actual positions, so its answers reflect what you actually own.

This is where they diverge most. One works from your real, connected account while the other does not, so if you want an assistant grounded in the exact positions you already hold, that gap is the thing to weigh first. 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.

Alpaca vs Range: which should you choose?

Each one wins a different job, so the answer depends on which job you need done.

  • Choose Alpaca if you want developers building AI agents. Its AI official MCP server (data + execution), and it costs free (open source). It is built for developers building their own automated or AI-driven trading systems. Keep in mind: developer-first; requires code and self-hosting.
  • Choose Range if you want high earners with equity compensation, on a flat membership. Its AI software layer over human advice, and it costs $3,950 to $12,500/yr flat membership, no AUM fee (Oct 2026). It is built for a high-earning professional with RSUs or options whose complexity comes from compensation more than from an accumulated portfolio. Keep in mind: aimed at high household income, so the membership is poor value for a simpler situation.
  • Choose Walnut if you want a keep, trim or exit read on the stocks you already own, and placing the trades you approve. It is an AI investing app that connects the broker you already use, and it costs free; Walnut Plus $9.99/mo on the web; no fee on assets.

Because they sit in different categories, this is not strictly either-or: some investors use one for developers building AI agents and the other for high earners with equity compensation, on a flat membership, and watch for overlapping costs.

Alpaca vs Range: pricing and cost model

Cost is easy to misread when two tools charge in different shapes, so compare the model, not just the number. Alpaca: free (open source). Range: $3,950 to $12,500/yr flat membership, no AUM fee (Oct 2026). 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.

Prices checked October 2026. Pricing and tiers change, so confirm the current numbers on each provider’s own site before you decide.

Where Walnut fits

Walnut is an AI investing app, and it is the pick for a keep, trim or exit read on the stocks you already own, and placing the trades you approve (free; Walnut Plus $9.99/mo on the web; no fee on assets). It connects the brokerage you already use, read-only by default, gives each holding a keep, trim or exit read against the S&P 500, flags any position above a quarter of the portfolio, and places the trades you approve. You use it through its own assistant, or inside Claude or ChatGPT. See Walnut vs Alpaca and Walnut vs Range.

Try Walnut on top of your broker

Free. Connect the broker you already use, and ask anything about what you own.

FAQ

Is Alpaca or Range better?

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Alpaca is better for developers building AI agents (free (open source)). Range is better for high earners with equity compensation, on a flat membership ($3,950 to $12,500/yr flat membership, no AUM fee (Oct 2026)). Alpaca is a brokerage API for people building their own AI agent and Range is a robo-advisor (hands-off automated investing), so the right pick is the one whose job you want done.

What is the difference between Alpaca and Range?

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Alpaca is a brokerage API for people building their own AI agent: it official MCP server (data + execution). Range is a robo-advisor (hands-off automated investing): it software layer over human advice. Alpaca suits developers building AI agents; Range suits high earners with equity compensation, on a flat membership.

Is Alpaca or Range better for beginners?

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Range is 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 Alpaca connect to my brokerage?

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Alpaca: alpaca accounts (connects specific supported accounts). Range: aggregates accounts for the advice picture (reads your real connected holdings). If keeping your current broker matters, that distinction is often the deciding factor.

Does Alpaca see my real holdings?

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Alpaca connects a defined set of accounts (Alpaca accounts), so whether it can see your holdings depends on whether your money is at one of them. By contrast, Range reads your real connected holdings: Range connects your real brokerage (Aggregates accounts for the advice picture) and works from your actual positions, so its answers reflect what you actually own.

Alpaca vs Range: which is cheaper?

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Alpaca: free (open source). Range: $3,950 to $12,500/yr flat membership, no AUM fee (Oct 2026). A percentage of assets grows with your balance and a flat subscription does not, so compare in dollars at your balance. Prices marked (Oct 2026) were checked on the vendor's own site in October 2026.

Can I use Alpaca and Range together?

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Often yes, because they do different things: one for developers building AI agents and the other for high earners with equity compensation, on a flat membership. Watch for overlapping subscription costs, and remember that trades settle in whatever account actually holds your money.

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

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Alpaca best fits developers building their own automated or AI-driven trading systems. Range best fits a high-earning professional with RSUs or options whose complexity comes from compensation more than from an accumulated portfolio. 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 Alpaca and Range?

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With Alpaca, watch for this: developer-first: it assumes you can write code and self-host an agent. With Range: priced for high earners; a straightforward situation does not need this. Pick the trade-off you can live with given the job you want done.

Where does Walnut fit between Alpaca and Range?

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Walnut is an AI investing app, and it is the pick for a keep, trim or exit read on the stocks you already own, and placing the trades you approve (free; Walnut Plus $9.99/mo on the web; no fee on assets). It connects the brokerage you already use, read-only by default, gives each holding a keep, trim or exit read against the S&P 500, builds thematic baskets with target weights, and places the trades you approve. You use it through its own assistant, or inside Claude or ChatGPT.

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.