HCAI vs HYFM

Huachen AI Parking Management T vs Hydrofarm Holdings Group, Inc. — Valuation Comparison 2026

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

Quick Summary — HYFM scores higher on quality with 4.1/10 vs HCAI's 2.1/10. HCAI trades at $7.85 while HYFM trades at $0.99. Both analyzed daily using SEC EDGAR data across 13 institutional models.

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
VS

HYFM

Farm & Heavy Construction Machinery
Hydrofarm Holdings Group, Inc.
Quality
4.1
out of 10
Value Trap
32
LOW
Price
$0.99
Last close
Models
1/13
Active
HCAI
2 models active
Quality 2.1/10 — below average
HYFM
Bayesian DCF sees +88.8% upside
Quality 4.1/10 — below average

HCAI vs HYFM — Fair Value Comparison

HCAI
$0$3$6$9 Price$7.85 Bayesian …$2.04 (-74.0%) Earnings …$0.30 (-98.1%)
HYFM
$0$1$2$3 Price$0.99 Bayesian …$2.27 (+88.8%)
Market Price Model 1 Model 2

Model-by-Model Comparison

ModelType HCAI Fair ValueHCAI Upside HYFM Fair ValueHYFM Upside
Bayesian DCF Intrinsic $2.04 -74.0% $2.27 +88.8%
Earnings Power Value Intrinsic $0.30 -98.1%
EROIC Spread Intrinsic $•••.•• ••.•% $•••.•• ••.•%
First Chicago Scenario $•••.•• ••.•% $•••.•• ••.•%
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 $•••.•• ••.•% $•••.•• ••.•%

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

HYFM scores higher with a 4.1/10 quality rating vs HCAI's 2.1/10. Both stocks are analyzed daily using SEC EDGAR filings across 13 independent models.

How Do HCAI and HYFM Valuations Compare?

At $7.85, HCAI trades +74.0% above its Bayesian DCF fair value of $2.04, while HYFM at $0.99 trades +88.8% below its estimate of $2.27. HYFM shows a wider gap between price and intrinsic value.

Quality of Company: HCAI vs HYFM

HCAI earns a Quality of Company score of 2.1/10 compared to HYFM's 4.1/10. This moderate difference suggests one company has an edge in fundamental quality, though both may offer investment merit depending on valuation. The QOC score synthesizes 32 signals spanning profitability margins, revenue growth, free cash flow, capital allocation, and leverage.

Value Trap Risk: HCAI vs HYFM

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

Both in Farm & Heavy Construction Machinery

Both HCAI and HYFM 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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