Comparison · 2026

invest-like vs Portfolio Visualizer

Pricing, features, coverage, and a clear answer on which one to choose. Written by someone who's actually used both, and is on the invest-like team. We don't pretend to be neutral; we tell you where Portfolio Visualizer still wins and where invest-like is the better pick.

Last reviewed: May 16, 2026

Quick verdict

Portfolio Visualizer is a free portfolio-backtesting and asset-allocation analytics tool widely used by bogleheads and factor-investing communities. invest-like is a verdict-first tool that scores every stock against seven named investor frameworks (Buffett, Graham, Fisher, Lynch, Greenblatt, Munger, Smith) and ships AI-generated 5-pillar Buffett verdicts with the reasoning written out. For most retail and serious-amateur value investors, invest-like is the sharper tool: the places where Portfolio Visualizer still wins are listed below.

Track record

invest-like is the only tool here that publishes its verdict accuracy. The 7-framework consensus screen is +73.8% vs the S&P 500 over five years, every pick logged in public, with the entry timestamps locked.

See the published track record

Feature comparison

Investor frameworks

invest-like

7 (Buffett, Graham, Fisher, Lynch, Greenblatt, Munger, Smith)

Portfolio Visualizer

Proprietary scoring

AI verdict per stock

invest-like

Buffett Brain: 5-pillar verdict with reasoning

Portfolio Visualizer

No structured AI verdict

LLM chat / Q&A

invest-like

Ask Buffett (RAG against Berkshire letters)

Portfolio Visualizer

None

Multi-investor debate

invest-like

Boardroom: 4 legendary investors debate

Portfolio Visualizer

None

Stock universe

invest-like

21,000+ US-focused

Portfolio Visualizer

Global ETFs + select stocks for backtest, with 1970-present data

Cheapest paid tier

invest-like

€12/mo equivalent (€144/yr)

Portfolio Visualizer

Free; optional paid tier ~$30/mo for higher backtest limits

Lifetime option

invest-like

€399 one-time (Founders)

Portfolio Visualizer

No lifetime tier

Multi-language UI

invest-like

EN, DE, FR, ES, PT

Portfolio Visualizer

English-only (typically)

Open verdict cache

invest-like

Yes: every prompt versioned

Portfolio Visualizer

Proprietary / opaque

Feature	invest-like	Portfolio Visualizer
Investor frameworks	7 (Buffett, Graham, Fisher, Lynch, Greenblatt, Munger, Smith)	Proprietary scoring
AI verdict per stock	Buffett Brain: 5-pillar verdict with reasoning	No structured AI verdict
LLM chat / Q&A	Ask Buffett (RAG against Berkshire letters)	None
Multi-investor debate	Boardroom: 4 legendary investors debate	None
Stock universe	21,000+ US-focused	Global ETFs + select stocks for backtest, with 1970-present data
Cheapest paid tier	€12/mo equivalent (€144/yr)	Free; optional paid tier ~$30/mo for higher backtest limits
Lifetime option	€399 one-time (Founders)	No lifetime tier
Multi-language UI	EN, DE, FR, ES, PT	English-only (typically)
Open verdict cache	Yes: every prompt versioned	Proprietary / opaque

Pick Portfolio Visualizer if…

Your primary workflow is portfolio-backtesting, asset-allocation simulation, or factor analysis on ETFs, Portfolio Visualizer is the strongest tool for that exact use case.
You're a Boglehead or factor-investing practitioner and don't need per-stock verdicts.

Pick invest-like if…

Your workflow is stock-picking and per-stock verdicts, not portfolio-level backtesting.
You want framework-grounded verdicts on individual securities.
You need halal screening on individual stocks.

What Portfolio Visualizer does well

Excellent portfolio backtesting, with Monte Carlo simulation, factor analysis, and rolling-period returns.
Free tier is powerful for ETF + asset-allocation work.
Active community + tutorial library.

Where invest-like is stronger

Per-stock verdicts via seven investor frameworks, Portfolio Visualizer is portfolio-level, not stock-level.
Buffett Brain 5-pillar AI verdict + Ask Buffett RAG + Boardroom, no per-stock fundamental verdict layer on Portfolio Visualizer.
Halal Mode for individual stocks, Portfolio Visualizer is asset-allocation, not stock-screening.
Stock-pick research vs portfolio-backtesting are different problems entirely: the tools are orthogonal.

What Portfolio Visualizer users actually complain about

Recurring patterns from public reviews on Reddit, Trustpilot, G2, and AlternativeTo (2024-2026). Paraphrased, not direct quotes.

Interface feels dated and demands familiarity with finance terminology.
Free tier has backtest run limits that frustrate heavy users.
Not for stock-picking: the wrong tool if you want per-security verdicts.

We list these because we built invest-like to avoid each one: structured per-investor verdicts (no opaque scoring), Buffett Brain narrative reasoning (no buried conclusions), published methodology, and pricing for individuals not institutions.

Frequently asked questions

Are invest-like and Portfolio Visualizer competitors?+

Not directly. Portfolio Visualizer is for asset-allocation and portfolio-backtesting; invest-like is for per-stock fundamental verdicts. Many users use both, Portfolio Visualizer for the asset-allocation layer and invest-like for the individual stock layer within that allocation.

Can I backtest individual stocks on Portfolio Visualizer?+

Limited: it's optimised for ETF and asset-class backtesting. Individual-stock backtesting is possible but the platform is not designed around that use case. invest-like publishes per-cohort backtests of its verdict screen at /track-record/ and /benchmarks/.

Does Portfolio Visualizer have AI features?+

No. It's a quantitative-finance simulation tool. invest-like ships AI verdicts, RAG-grounded chat, and the Boardroom debate.

Which is better for retirement planning?+

Portfolio Visualizer is the right tool for the asset-allocation layer (how much in stocks vs bonds vs international, rebalancing strategy, withdrawal simulations). invest-like is for the stock-pick layer within whatever allocation Portfolio Visualizer helps you define.

Try invest-like in under 30 seconds

See the Buffett verdict on Apple, NVIDIA, or any of 21,000+ stocks.

See the Apple verdict Browse the 7 frameworks

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