Morningstar alternative · quantitative edge

A free Morningstar alternative with quantitative edge

Morningstar star rating is a 1–5 scale driven by analyst fair-value estimates. DeepVane is a 0–100 composite across thirteen peer-reviewed academic factor families, regime-conditional and fully transparent. Morningstar excels at fund analysis — DeepVane excels at individual stock scoring with mathematical rigor.

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DeepVane vs Morningstar

One rates on analyst opinion. The other rates on thirteen academic factors.

FeatureDeepVaneMorningstar
Free, no credit cardYesPremium gated
Methodology disclosurePublic + live invariantsPublished framework, closed model
Score type0–100 continuous1–5 star ordinal
Scoring approachPure quant — 13 academic factorsAnalyst-driven fair-value DCF
Confidence intervalsMondrian conformalUncertainty rating (Low/Medium/High)
Regime detectionBayesian BOCPDNo
Fund & ETF coverageStocks onlyBest-in-class fund analysis
Analyst moat ratingsNot used (pure quant)Wide / Narrow / None moat
Universe size1005 curated tickers600,000+ securities
Long-term fundamental researchFactor-based, not DCFDeep analyst reports
Track recordPublic from 2026-05-16Star ratings backtested internally
Phase 3 trial predictionBayesian, every biotech tickerNo

What you get on DeepVane

Quantitative factors vs analyst opinion

Morningstar star ratings are driven by analyst fair-value estimates and qualitative moat assessments. DeepVane combines thirteen peer-reviewed factor families — quality (Novy-Marx 2013), momentum, PEAD, insider flow, NLP tone, accruals, short interest, options, spillover, sector momentum, microstructure, and factor interaction — into one regime-conditional composite. No human opinion enters the score.

Continuous 0–100 vs ordinal 1–5

A 1–5 star scale puts thousands of stocks into five buckets. DeepVane's 0–100 continuous score differentiates between a stock at 72 and one at 78 — both would be "4 stars" in Morningstar. Finer granularity means better ranking and more actionable portfolio decisions.

Conformal intervals, not vague uncertainty

Morningstar assigns Low / Medium / High uncertainty labels. DeepVane outputs a Mondrian conformal prediction interval — "score 74 +/- 11 at 90% coverage for this regime and sector." A numeric interval is more useful than a categorical label when you size positions.

Regime-aware factor weights

DeepVane runs Bayesian Online Change Point Detection on SPY to detect regime shifts and adjusts factor weights accordingly. A value signal that works in recovery may fail in a drawdown. Morningstar star ratings are regime-agnostic — the same DCF methodology applies regardless of market conditions.

Common questions

Is DeepVane free unlike Morningstar Premium?

Yes. The full multi-factor engine, conformal intervals, pattern library, and regime detection are free during early access — no credit card. Morningstar gates analyst reports, fair-value estimates, and portfolio tools behind a Premium subscription ($34.95/month). DeepVane's Pro tier launches in Q3 2026; current beta usage stays free.

How does APEX compare to Morningstar star ratings?

Morningstar stars reflect analyst-estimated fair value vs current price — a 5-star stock is considered deeply undervalued by an analyst. APEX is a 0–100 composite of thirteen academic factor families with Bayesian-shrunk weights that adapt to market regime. APEX does not estimate fair value; it scores the probability-weighted signal strength across peer-reviewed factors.

Does DeepVane cover funds and ETFs like Morningstar?

No. DeepVane focuses exclusively on individual equities. If you need fund ratings, expense-ratio comparisons, or portfolio X-ray analysis, Morningstar remains the industry standard. DeepVane is built for stock-level factor analysis with full mathematical transparency.

Why a smaller universe than Morningstar?

DeepVane's factor pipeline reads SEC EDGAR filings, ClinicalTrials.gov, options feeds, and short-interest data for every ticker — running this on 600,000+ securities exceeds free-tier API quotas. The 1005 curated US equities are selected for liquidity and academic-factor coverage. The universe was 234 in March 2026 and has grown 4x since; expansion continues as data quality allows.

See the score and its math in 30 seconds

Type any of 1005 tickers, see the full APEX multi-factor breakdown, the regime context, every firing pattern, and the conformal prediction interval. No sign-up required.

Try a ticker →See track record