CAT vs HCAI

Caterpillar, Inc. vs Huachen AI Parking Management T — Valuation Comparison 2026

By CirclFi Research Team · Updated 2026-06-03 · Data from SEC EDGAR, FRED & GDELT

Quick Summary — CAT scores higher on quality with 9.4/10 vs HCAI's 2.1/10. CAT trades at $909.81 while HCAI trades at $7.85. Both analyzed daily using SEC EDGAR data across 13 institutional models.

CAT

Farm & Heavy Construction Machinery
Caterpillar, Inc.
Quality
9.4
out of 10
Value Trap
18
SAFE
Price
$909.81
Last close
Models
12/13
Active
VS

HCAI

Farm & Heavy Construction Machinery
Huachen AI Parking Management T
Quality
2.1
out of 10
Value Trap
Price
$7.85
Last close
Models
12/13
Active
CAT
Quality Score 9.4/10 — top tier
Limited to 2/13 visible models
HCAI
2 models active
Quality 2.1/10 — below average

CAT vs HCAI — Fair Value Comparison

CAT
$0$358$716$1K Price$909.81 Bayesian …$263.30 (-71.1%) Earnings …$102.52 (-88.7%)
HCAI
$0$3$6$9 Price$7.85 Bayesian …$2.04 (-74.0%) Earnings …$0.30 (-98.1%)
Market Price Model 1 Model 2

Model-by-Model Comparison

ModelType CAT Fair ValueCAT Upside HCAI Fair ValueHCAI Upside
Bayesian DCF Intrinsic $263.30 -71.1% $2.04 -74.0%
Earnings Power Value Intrinsic $102.52 -88.7% $0.30 -98.1%
EROIC Spread Intrinsic $•••.•• ••.•% $•••.•• ••.•%
First Chicago Scenario $•••.•• ••.•% $•••.•• ••.•%
Markov DDM Intrinsic $•••.•• ••.•% $•••.•• ••.•%
ML-RIV Intrinsic $•••.•• ••.•% $•••.•• ••.•%
Dynamic NAV Asset-Based $•••.•• ••.•% $•••.•• ••.•%
PWERM Option-Based $•••.•• ••.•% $•••.•• ••.•%
Regime Cross-Sectional Relative $•••.•• ••.•% $•••.•• ••.•%
Sentiment SOTP Hybrid $•••.•• ••.•% $•••.•• ••.•%
CUCE Ensemble Ensemble $•••.•• ••.•% $•••.•• ••.•%
FTNN Topology Relative $•••.•• ••.•% $•••.•• ••.•%
RCMH-DCF Intrinsic $•••.•• ••.•% $•••.•• ••.•%

CAT vs HCAI — Which Stock Is More Undervalued in 2026?

CAT scores higher with a 9.4/10 quality rating vs HCAI's 2.1/10. Both stocks are analyzed daily using SEC EDGAR filings across 13 independent models.

How Do CAT and HCAI Valuations Compare?

At $909.81, CAT trades +71.1% above its Bayesian DCF fair value of $263.30, while HCAI at $7.85 trades +74.0% above its estimate of $2.04. HCAI shows a wider gap between price and intrinsic value.

Quality of Company: CAT vs HCAI

CAT earns a Quality of Company score of 9.4/10 compared to HCAI's 2.1/10. This is a significant quality gap — the higher-scoring company demonstrates materially stronger fundamentals across profitability, growth consistency, and balance sheet health. The QOC score synthesizes 32 signals spanning profitability margins, revenue growth, free cash flow, capital allocation, and leverage.

Value Trap Risk: CAT vs HCAI

Review the value trap analysis for both CAT and HCAI to assess whether apparent undervaluation reflects genuine opportunity or hidden fundamental risk.

Both in Farm & Heavy Construction Machinery

Both CAT and HCAI operate in Farm & Heavy Construction Machinery, which has 24 stocks tracked by CirclFi. Same-industry comparisons provide the most direct insight into relative valuation since both companies face similar regulatory environments, market dynamics, and competitive pressures. Both companies are analyzed with models spanning intrinsic (Bayesian DCF, EPV), scenario-based (First Chicago), regime-switching (Markov DDM, RCMH-DCF), machine learning (ML-RIV, FTNN), and ensemble methods (CUCE).

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