Limited beta: Reverse DCF + AI research workflows

AI-Assisted Stock Analysis

Reverse DCF plus AI research workflows for faster, more structured analysis.

overpriced.ai/analyze?ticker=TSLA
TSLATesla Inc
SAMPLE$411.11

How fast must revenue grow to justify the current stock price?

36.2%

Implied Growth

vs
17.8%

Actual Growth (3yr avg)

-18.4% gapNeeds more growth than currently achieving
OverpricedSpeculative

The market needs 36.2% annual growth for 10 years. Tesla actually grows at 17.8%.

TSLAOverpriced
AAPLUnderpriced
NVDAFair Price
GOOGLUnderpriced
AMZNFair Price
METAOverpriced
MSFTFair Price
JPMUnderpriced
VFair Price
UNHOverpriced
JNJUnderpriced
HDFair Price
TSLAOverpriced
AAPLUnderpriced
NVDAFair Price
GOOGLUnderpriced
AMZNFair Price
METAOverpriced
MSFTFair Price
JPMUnderpriced
VFair Price
UNHOverpriced
JNJUnderpriced
HDFair Price

What This Project Demonstrates

A working example of agentic AI patterns for financial analysis, built for learning, experimentation, and discussion.

Core Engine

Reverse DCF Analysis

Enter a ticker. Get the exact growth rate the market is pricing in for the next 10 years. Compare it to reality. The gap tells you everything.

AAPLApple Inc
$277.86
11.2%impliedvs13.6%actual

+2.4% gap

Fair PriceComfortable
TSLATesla Inc
$411.11
36.2%impliedvs17.8%actual

-18.4% gap

OverpricedSpeculative
AI ChatAI WORKFLOW

Ask Ishi

Ask valuation questions and get data-backed responses with explicit assumptions.

Is NVDA overpriced right now?
Based on the Reverse DCF, NVDA needs 38.2% growth — aggressive but achievable given their 45.8% track record...
ResearchAI WORKFLOW

Research Agent

Generates structured research drafts you can review, challenge, and refine.

Executive SummaryHigh
Bull CaseBear CaseAnalyst Targets

Competitive moat, risk factors, growth sustainability...

Screener

Screener & Opportunities

4 strategy presets. Filter by sector, assessment, and value gap.

Deep ValueGARPQualityHigh Yield
JNJ
82
Comfortable
PG
74
Reasonable
KO
71
Comfortable
ScoringEXPERIMENTAL

OP Score™

A compact summary score to compare opportunities quickly across five dimensions.

7.4/ 10
OP Score4/5 positive

AAPL · 5 signals. 1 score.

ValuationStrong
FundamentalsStrong
GrowthStrong
SentimentMixed
Wall StreetStrong
SentimentAI WORKFLOW

Sentiment Agent

Tracks headlines and social tone as a supporting signal, not a standalone decision maker.

+0.42 BULLISH
Strong institutional buying signals
Elevated short interest noted

Built on Damodaran's Reverse DCF

We don't predict the future. We reverse-engineer what the market already believes — then you decide if it's realistic.

1

We Gather the Data

Real financials: revenue, margins, free cash flow, historical growth rates. Numbers, not estimates.

2

Reverse-Engineer the Market's Bet

Damodaran's Reverse DCF extracts the exact revenue growth rate needed over 10 years to justify the current stock price.

3

You See the Gap

Implied growth vs. actual growth. If the market wants 36% from a company doing 18%, the numbers speak for themselves.

Current PriceReverse DCFImplied GrowthvsActual Growth=Overpriced

What You Can Explore

Current capabilities in the educational web build.

Reverse DCF valuation engine
DCF for unprofitable companies
Stock price charts
Technical analysis (7 indicators)
Valuation cross-check (dual DCF)
Compare up to 5 stocks
Share & email reports
OP Score™ (5-pillar composite scoring)
Ishi — AI valuation chat
AI-assisted research reports
Wall Street analyst consensus & targets
Real-time sentiment tracking
AI-ranked top opportunities
Market news feed
Watchlist with change tracking
4 screener presets (Deep Value, GARP, etc.)
Smart alerts (price, growth, assessment)
Portfolio tracker with P&L
Paper trading ($100K virtual cash)
Market pulse (live indices + movers)
Daily digest emails

Want a demo link?

If you'd like a demo link, drop your email. This is an independent educational build; access is limited while I iterate.

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