VERUS·AI RESEARCH Tract-level housing forecasts

Verus-AI Research

Helotes Real Estate (San Antonio, 2026)

Tract-level analysis of Helotes, San Antonio: Verus-AI scores and 5-year forecasts across 13 scored tracts; population-weighted median value $335,400.

Pop-weighted median value $335,400
Median Verus-AI score 60/100
Scored tracts 13
Mean 5-Yr forecast +30.6%

Where the model sees value

Helotes is a suburb-city on the northwestern edge of the San Antonio metropolitan area. The Verus-AI scored universe covers all 13 tracts within the neighborhood, which together support a total population of 80,394. The population-weighted median home value across those tracts stands at $335,400, and the mean Verus-AI score across all 13 scored Helotes tracts is 59.92, with a median of 60.0 on a 100-point scale.

The score distribution is notably compressed. Among the 13 tracts shown in the ranked table, the minimum score is 46 and the maximum is 72, a range of only 26 points. The 10th-percentile score is 54.2 and the 90th-percentile score is 70.0, meaning the bulk of the neighborhood clusters in a narrow C-to-C+ band.

The five-year forecast picture is more dispersed than the score distribution implies. The mean five-year forecast across all 13 scored Helotes tracts is 30.65%, and the forecast distribution runs from a 10th-percentile of 26.43% to a 90th-percentile of 36.78%, with a median of 31.53%. One tract, 48029182106, carries a five-year forecast of only 16.1%, a figure that sits well below the neighborhood's 10th-percentile forecast and is the primary driver of the score distribution's lower tail. That outlier warrants separate treatment and is addressed in the tract-level section below.

Household income trends across the neighborhood are mixed. Several tracts show positive year-over-year income growth, but four of the five lowest-ranked tracts recorded negative income changes in the most recent annual comparison. The sharpest income decline among the 13 tracts shown in the ranked table belongs to tract 48029181703, at -13.0%, and across all 13 scored Helotes tracts the sharpest income decline is also recorded for tract 48029181703 at -13.0%. These are single-period observations drawn from the 2014-2024 history window and should be read alongside the longer trend rather than as definitive signals of structural deterioration.

Verus-AI score distribution across Helotes's scored tracts
Verus-AI score distribution across Helotes's scored tracts01245465972Verus-AI score (0-100)
Verus-AI score distribution across Helotes's scored tracts: across the 13 scored Helotes tracts.

Helotes tracts ranked by Verus-AI score

Helotes tracts ranked by Verus-AI score
Rank Tract Verus-AI Score Grade 5-Yr Forecast Current Value Gross Rent Yield
1 48029181824 72 B- +32.3% $252,336 9.3%
2 48029181718 71 B- +37.0% $267,700 8.2%
3 48029181720 66 C+ +31.5% $325,500 5.8%
4 48029181721 62 C +31.2% $270,700 10.1%
5 48029181826 61 C +35.9% $277,100 9.2%
6 48029181809 60 C +37.0% $211,710 9.6%
7 48029182002 60 C +26.8% $491,500 3.9%
8 48029181724 58 C- +30.6% $320,500 7.0%
9 48029181811 58 C- +32.1% $277,700 5.2%
10 48029182001 56 C- +31.8% $353,500 5.4%
11 48029181703 55 C- +26.3% $335,400 5.0%
12 48029181825 54 D+ +29.8% $336,900 4.9%
13 48029182106 46 D +16.1% $418,200 n/a
Statistically comparable neighborhoods
Neighborhood Metro Similarity Verus-AI Score Current Value
Live Oak San Antonio 97.5% 72 $249,500
Willis Houston 97.4% 64 $291,100
Alamo Ranch San Antonio 96.9% 68 $281,800
Converse San Antonio 95.4% 64 $262,200
Kirby San Antonio 95.2% 72 $241,700
Helotes summary
Metric Value
Scored tracts 13
Population (scored + unscored) 80,394
Population-weighted median value $335,400
Mean Verus-AI score 59.9 / 100
Median Verus-AI score 60.0 / 100
Forecast spread (p10 to p90) +26.4% to +36.8%
Designated Opportunity-Zone tracts 0 of 13
Most common FEMA climate rating Relatively Moderate

What is driving the spread

The ranked table below presents all 13 scored Helotes tracts in descending order by Verus-AI score. The grade distribution across those 13 tracts runs from B- at the top to D at the bottom, with two tracts graded B-, one C+, four C, four C-, one D+, and one D. No tract in the ranked set carries a grade above B-, which is consistent with the compressed score distribution noted above. Twelve of the 13 tracts carry a Low risk designation; only tract 48029181809 is rated Moderate risk, and all 13 tracts carry either a Low or Moderate risk designation.

Tract 48029181824 leads the 13 tracts shown in the ranked table with a Verus-AI score of 72 and a B- grade. Its current value of $252,336 is among the lower price points in the set, and its rent-to-price annual yield of 9.27% is among the more favorable yield readings in the table. The five-year forecast for this tract is 32.3%, implying a forecast value of $333,837 by 2029. The forecast chart for this leading tract illustrates the 80% confidence interval widening from a band width of $27,014 at the 2025 horizon to $75,693 at the 2029 terminal year, with a terminal lower band of $298,129 and a terminal upper band of $373,822. That widening band is a standard feature of multi-year forecasts and reflects compounding uncertainty rather than a specific risk signal. The tract's year-over-year income growth of 12.94% is the strongest reading among the 13 tracts shown in the ranked table, though the 2014 observed value of $152,600 rising to $252,336 by 2024 provides the longer context.

Tract 48029181718 scores 71, one point below the leader, and carries the joint-highest five-year forecast among the 13 tracts shown in the ranked table at 37.01%, a figure it shares with tract 48029181809. Its current value of $267,700 and median household income of $95,144 position it in the middle of the neighborhood's price range. Tract 48029181826 also merits attention: it scores only 61 but carries a five-year forecast of 35.85% and a rent-to-price annual yield of 9.23%, a combination that suggests the score is being held down by factors other than price appreciation potential, likely the slight negative income trend of -0.35% year-over-year.

Tract 48029182002 presents the most analytically interesting tension in the ranked set. Among the 13 tracts shown in the ranked table, it carries the highest current value at $491,500, yet its Verus-AI score is only 60, a C. Its rent-to-price annual yield of 3.93% is the lowest among the 13 tracts shown in the ranked table where yield data is available, and its five-year forecast of 26.84% is below the neighborhood median forecast of 31.53%. The model appears to penalize the combination of a high entry price, a thin yield, and a below-median appreciation outlook relative to the income base, even though the tract's median household income of $171,426 is the highest in the set. Institutional buyers accustomed to evaluating yield-adjusted total return will recognize the dynamic: premium-priced assets in high-income tracts do not automatically translate to superior risk-adjusted scores.

The five lowest-ranked tracts, shown in the bottom table, carry grades of D, D+, C-, C-, and C-. All five carry Low risk designations. Four of the five recorded negative year-over-year income changes: tract 48029181825 at -10.17%, tract 48029181703 at -13.0%, tract 48029182001 at -3.03%, and tract 48029181811 at -1.46%. Tract 48029182106, the sole D-grade tract with a score of 46, is the exception in that its income growth was positive at 3.1%, but its five-year forecast of 16.1% and a CAGR of only 3.03% are the weakest appreciation projections among the 13 tracts shown in the ranked table, and rent-to-price yield data is unavailable for this tract. The juxtaposition of positive income growth and a weak appreciation forecast for tract 48029182106 suggests the model is weighting structural housing-market factors, such as current valuation at $418,200 relative to forecast appreciation capacity, more heavily than the near-term income signal for this particular tract.

The Verus-AI comparables table identifies five neighborhoods with structural similarity to Helotes, ranked by similarity score. The closest match is Live Oak in the San Antonio metro, with a similarity of 97.5% and a Verus-AI score of 72, matching the leading Helotes tract's score. Its current value of $249,500 is close to the leading tract's $252,336, reinforcing the structural alignment. Alamo Ranch, also in the San Antonio metro, ranks third at 96.9% similarity with a score of 68 and a current value of $281,800. Converse and Kirby, both in the San Antonio metro, round out the set at 95.4% and 95.2% similarity respectively, with scores of 64 and 72.

The second-ranked comparable, Willis in the Houston metro, carries a similarity of 97.4% and a Verus-AI score of 64, with a current value of $291,100. Its presence at the second-highest similarity rank among the five comparables is analytically notable. The model's identification of a Houston-metro comparable at this similarity level suggests it is detecting structural parallels in suburban income profiles and housing stock characteristics that transcend geographic proximity within a single metro.

Across the five comparables, Verus-AI scores range from 64 to 72 and current values range from $241,700 for Kirby to $291,100 for Willis. The fact that all five comparables score at 64 or above, while the Helotes neighborhood mean score is 59.92, suggests that the comparable set skews modestly higher in quality than the Helotes average, which is consistent with the comparables being drawn from the more favorable end of structurally similar tracts rather than a random sample of the similarity distribution.

All 13 Helotes tracts have received a climate rating in the Verus-AI overlay. No tracts within the neighborhood carry an Opportunity Zone designation, so that particular tax-incentive overlay does not apply to any of the 13 scored tracts.

The modal climate rating across the 13 tracts is Relatively Moderate, which applies to 6 of the 13 tracts. Five tracts carry a Relatively Low rating, one carries a Very Low rating, and one carries a Relatively High rating. The distribution is therefore skewed toward the lower end of the climate risk spectrum, with 12 of the 13 tracts rated Relatively Moderate or below. The single Relatively High-rated tract is an outlier within the neighborhood's climate profile, though the data does not specify which tract carries that designation, and readers should consult the individual tract overlays for tract-level climate attribution.

The absence of Opportunity Zone designations across all 13 tracts means that investors seeking OZ-related tax treatment will not find it within the Helotes scored universe. The predominantly low-to-moderate climate ratings are consistent with Helotes's inland suburban position, though the presence of one Relatively High-rated tract is a reminder that even within a generally favorable climate profile, individual tract-level variation exists and warrants review before committing to a specific parcel.

Exhibit 1
Five-year forecast for the top-scoring tracts181824+32.3%181718+37.0%181720+31.5%181721+31.2%181826+35.9%181809+37.0%182002+26.8%181724+30.6%181811+32.1%182001+31.8%
Exhibit 2
Observed and forecast median value, leading tract 48029181824$135K$199K$263K$327K$392K201420242029ObservedForecast

The forward view

The Verus-AI scores presented here are model-derived estimates calibrated on a 100-point scale. The forecast horizon covers 2025 through 2029, a five-year window, and the historical observation window used to train and validate the model spans 2014 through 2024. Confidence bands on the forecast charts represent 80% intervals, meaning the model assigns an 80% probability that the realized value will fall within the upper and lower bounds shown; they are not guarantees and should not be interpreted as such.

The -13.0% income decline recorded for tract 48029181703 and the -10.17% decline recorded for tract 48029181825 are single-period observations. Both should be interpreted alongside the broader 2014-2024 history rather than as definitive trend breaks; a single-year income decline can reflect survey-year volatility, household composition changes, or data revision as readily as a structural deterioration in the income base.

The score scale runs from a minimum of 46 to a maximum of 72 across the 13 tracts shown in the ranked table, with a 10th-percentile score of 54.2 and a 90th-percentile score of 70.0. These figures describe the within-neighborhood distribution and should not be used to rank Helotes tracts against tracts in other neighborhoods without reference to the broader scored universe. Rent-to-price yield data is unavailable for tract 48029182106; any yield-based comparison that includes this tract should account for the missing data point rather than imputing a value.

Comparable neighborhoods are identified by structural similarity scores, which reflect alignment across input features including income profiles, housing stock characteristics, and demographic variables. A high similarity score does not imply identical forecast outcomes, and the presence of a Houston-metro comparable in the set reflects feature-space proximity rather than a claim about geographic or regulatory equivalence. Climate ratings are model-derived overlays and are provided as informational context; the analysis does not extend to insurance pricing, lending terms, or regulatory implications of any specific climate rating.

Exhibit 3
Statistically comparable neighborhoods (similarity %)Live Oak+97.5%Willis+97.4%Alamo Ranch+96.9%Converse+95.4%Kirby+95.2%
Exhibit 4
Five-year forecast dispersion across Helotes's scored tracts01245+16.1%+26.6%+37.0%Five-year forecast appreciation

Questions

What is the average Verus-AI score for Helotes tracts?
Across all 13 scored Helotes tracts, the mean Verus-AI score is 59.92 and the median is 60.0 on a 100-point scale. The score distribution is compressed, running from a minimum of 46 to a maximum of 72, which indicates relatively limited dispersion within the neighborhood.
Which Helotes tract has the highest Verus-AI score?
Among the 13 tracts shown in the ranked table, tract 48029181824 carries the highest Verus-AI score at 72, earning a B- grade with a Low risk designation. Its current value is $252,336 and its five-year forecast appreciation is 32.3%, implying a forecast value of $333,837 by 2029.
What is the five-year home value forecast for Helotes?
The mean five-year forecast across all 13 scored Helotes tracts is 30.65%, with a median forecast of 31.53%. The forecast distribution runs from a 10th-percentile of 26.43% to a 90th-percentile of 36.78%, though one tract, 48029182106, carries a notably lower five-year forecast of 16.1%.
Are any Helotes tracts in Opportunity Zones?
No tracts within the Helotes scored universe carry an Opportunity Zone designation; the OZ-designated count across all 13 tracts is zero. Investors seeking Opportunity Zone tax treatment will not find it within this neighborhood.
What are the climate risk ratings for Helotes tracts?
All 13 Helotes tracts have received a climate rating. Six carry a Relatively Moderate rating, five carry a Relatively Low rating, one carries a Very Low rating, and one carries a Relatively High rating, making Relatively Moderate the modal designation across the neighborhood.
How does the median home value in Helotes compare across its tracts?
The population-weighted median home value across all 13 scored Helotes tracts is $335,400. Among the 13 tracts shown in the ranked table, current values range from $211,710 for tract 48029181809 to $491,500 for tract 48029182002, indicating meaningful price dispersion despite the compressed score distribution.

Methodology

Forecasts are produced by the Verus-AI model from tract-level Census demographic, employment, and market inputs. The five-year figure is a cumulative point forecast for 2025-2029; confidence bands reflect in-sample model uncertainty only and do not capture macroeconomic shocks, policy changes, or idiosyncratic events. Gross rent yield is derived from ACS tract-level median gross rent; tracts with suppressed or sentinel ACS rent values are shown as n/a. Rankings reflect the model's point estimates (model data as of 2026-05-10) and are not investment advice. Tracts retired in the post-2020 Census geometry are excluded where coverage is insufficient. Five-year forecast appreciation is capped by the model at +37.01%, displayed as +37.0%; a tract at that ceiling carries the model's maximum, and its true expectation may be higher.