Prospero.ai vs Ziggma: Which Is Better in 2026?

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

A retail-facing app that reduces machine-learning models of market data into a small set of per-stock signal scores.

How it works: Prospero runs models over market and fundamental data and outputs a handful of named signals per stock, presented as simple numbers so a non-technical user can act on them. The pitch is bringing institutional-style quantitative signals to retail investors in a readable form.

In practice, Prospero.ai’s AI produces proprietary signal scores per stock. It falls under ai stock research and scoring, which makes it best suited to ai-generated stock signals distilled into simple indicators. On connecting an account it is “No”, and on execution it is “No”. It is priced as free tier plus subscription (verify current).

One honest limitation: Signal scores are a prediction claim, and the app cannot see or analyse the portfolio you actually hold.

A portfolio analytics platform with proprietary stock scores, portfolio simulation and dividend tracking for self-directed investors.

How it works: You connect or enter your holdings and Ziggma analyses the portfolio for exposure, risk and dividend income, scoring individual stocks on fundamental factors. A simulator lets you test how adding or removing a position would change the whole portfolio before you do it, which is the feature most portfolio trackers lack.

In practice, Ziggma’s AI scores stocks and analyses portfolio construction. It falls under ai stock research and scoring, which makes it best suited to portfolio analytics and stock scoring for self-directed investors. On connecting an account it is “Yes, for tracking”, and on execution it is “No”. It is priced as free tier plus a paid tier (verify current).

One honest limitation: Analysis and simulation only; it cannot place an order, so acting on anything means going back to your broker.

The core difference is category. Prospero.ai focuses on ai-generated stock signals distilled into simple indicators (produces proprietary signal scores per stock), and Ziggma on portfolio analytics and stock scoring for self-directed investors (scores stocks and analyses portfolio construction). On broker connection they differ too: Prospero.ai is “No” versus Ziggma at “Yes, for tracking”. That shapes everything downstream: how personal the answers are, where trades settle, and how much control you keep over individual positions.

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.

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.

• Prospero.ai: does not see your holdings. Prospero.ai works from market data and the tickers you research, not your live positions. You read its output, then act in whichever broker you keep your money at.
• Ziggma: reads your real connected holdings. Ziggma connects your real brokerage (Yes, for tracking) and works from your actual positions, so its answers reflect what you genuinely own rather than a generic model.

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.

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 Prospero.ai if you want ai-generated stock signals distilled into simple indicators. Its AI produces proprietary signal scores per stock, it is priced as free tier plus subscription (verify current), and it fits ai stock research and scoring. It is built for a retail investor who wants quantitative signals as one input among several, and treats the scores sceptically. Keep in mind that signal scores are a prediction claim, and the app cannot see or analyse the portfolio you actually hold.
• Choose Ziggma if you want portfolio analytics and stock scoring for self-directed investors. Its AI scores stocks and analyses portfolio construction, it is priced as free tier plus a paid tier (verify current), and it fits ai stock research and scoring. It is built for a self-directed long-term investor who wants to understand portfolio-level effects before adding a position. Keep in mind that analysis and simulation only; it cannot place an order, so acting on anything means going back to your broker.

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

Cost is easy to misread when two tools charge in different shapes, so compare the model, not just the number. Prospero.ai is priced as free tier plus subscription (verify current), while Ziggma is priced as free tier plus a paid tier (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.

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 Prospero.ai and Walnut vs Ziggma. Walnut is not an investment adviser.