About
zScale is the economic intelligence layer for regions building the AI economy. We bring business activity, labor market signals, capital flows and regional benchmarking into one source of truth, so universities, EDCs, employers and workforce boards can run on the same numbers.
The story
The data behind every regional economic decision exists. Business registrations, labor projections, academic outcomes, capital programs, corporate filings, agency reports. The information is public. Most of it is updated quarterly or better. The problem zScale solves is not access. It is connection.
A university provost designing a new program needs to see employer demand, regional wage trends and graduate outcomes side by side. An EDC director responding to a corporate prospect needs talent supply data, capital program eligibility and competitive benchmarks in the same view. A site selector evaluating Texas needs to compare regions across costs, talent pools and incentive packages in minutes, not weeks.
These decisions are happening every day, with the same underlying data. zScale is the connection layer that brings the data into the same conversation, in real time, in one query interface. The question driving the work: are the skills we are using today actually matching where the economy is heading tomorrow?
How we work
We do not sell models. We sell connected, verifiable, current data. Every signal in the platform traces back to a public source. Every recommendation comes with the underlying numbers attached.
The platform exists to make specific decisions easier. A site selection. A program redesign. A capital application. A workforce strategy. We measure ourselves by whether the decision got made faster and with more confidence.
Most institutional intelligence takes weeks to compile. We aim for seconds. Real-time data means our customers can react to economic signals as they emerge, not after they have shaped the next quarter.
Founder
Founder
Before zScale, I spent 15 years building enterprise data systems at Fortune 100 companies, leading programs with $500M+ budgets and teams of 200+ people. The work taught me that connected, real-time data is what separates organizations that move from organizations that wait.
I started zScale after working alongside universities, EDCs and workforce boards across Texas. The pattern I kept hearing was the same: skilled teams producing thoughtful analysis, asking for a way to see the full picture in one place, in real time. zScale is what they described.
What we publish
Bi-weekly research on the regional economic shifts shaping talent, capital and policy decisions.
Read the latest issue →A continuously updated public database of institutional expansions, corporate moves, innovation programs, talent pipelines and site selection signals across Texas.
Explore the tracker →Region comparison, expansion readiness scoring, EDC directory and talent source finder. Self-serve tools for the people making regional decisions.
See what's coming →Credentials
zScale is operated by zScale Capital LLC and maintains the credentials required for institutional and government partnerships.
For procurement, partnership or formal contracting inquiries: sushma@zscalecapital.com
Common questions
zScale is the AI-powered workforce and economic intelligence platform helping community colleges, technical schools, EDCs, and workforce boards align programs to in-demand jobs and track outcomes. We connect public labor market data, employer signals, program completions, and graduate outcomes into one source of truth that institutions and regional development teams use to make funding, curriculum, and site selection decisions.
A workforce intelligence platform pulls together labor market demand (job postings, employer expansions, BLS projections), program supply (your CIP completions and outcomes), and the crosswalk between them (CIP to SOC). For community colleges and technical schools, zScale turns that into actionable views: which programs feed which in-demand occupations, where curriculum gaps are opening, which credentials are losing market value, and how graduate earnings track against regional self-sufficiency thresholds.
zScale maintains an updated CIP-to-SOC crosswalk and feeds it with weekly job postings, BLS OEWS wage data, TWC projections, and employer expansion signals across Texas. Every program in your catalog gets mapped to the occupations it feeds, color-coded by demand tier, and flagged when wages, openings, or growth diverge from regional benchmarks. Used by institutional research, registrar, and academic affairs teams to defend curriculum decisions to boards.
For economic development corporations and chambers, zScale tracks talent supply versus employer demand by metro and county across the DFW MSA and broader Texas. Site selection packages include program completions by CIP code, graduate outcomes, employer density, wage benchmarks, and named partnerships between colleges and employers in the region. The same data powers regional comparison views for board reports and prospect responses.
Texas HB8 ties community college performance funding to credentials of value, fundable awards (CBM009), and disadvantaged-learner capture (CBM00A 44A and 44B). zScale offers a free public HB8 readiness check that flags credential-of-value gaps, CBM009 misclassification risks, and 44A/B capture issues across a college's program catalog. The output is a per-program readiness report ready for institutional research and registrar teams.
Community colleges, technical schools, economic development corporations, workforce boards, and site selection consultants. Buyer personas span institutional research directors, registrars, academic deans, EDC research teams, workforce board program directors, and corporate site selectors evaluating Texas markets.
zScale is headquartered in Texas and currently covers the Dallas-Fort Worth metropolitan area in depth (Tarrant, Dallas, Collin, Denton, Grapevine, Southlake, Frisco) with statewide Texas coverage expanding. The platform is built to scale to additional metros as institutional partners come online.
zScale is built for the specific buyers we serve. We do not ship a generic dashboard. The workflows are shaped around community college funding cycles, EDC site selection RFPs, board reporting calendars, and registrar program-review timelines. The AI agent layer answers natural-language questions over the same data ("which programs should we cut", "where is HVAC demand growing fastest", "what does our talent pipeline look like for a 300-job manufacturing prospect") instead of forcing users to build their own queries.
Sushma Vadlamannati is the founder and CEO of zScale. Before zScale she spent 15 years building enterprise data systems at Fortune 100 companies, leading programs with $500M+ budgets and teams of 200+ people. She is also an active investor and startup advisor who has backed and mentored 50+ early-stage founders on business models, product-market fit and fundraising. Sushma started zScale after working alongside universities, EDCs and workforce boards across Texas, where the recurring ask was the same: a way to see workforce, employer and program data in one place in real time. zScale is what they described, a workforce intelligence platform that brings real-time labor market intelligence together, tailored to each institution, region and employer base.
For demos, partnerships, press or research collaboration: sushma@zscalecapital.com
