Industries
One question about outcomes, asked in very different worlds
Whatever the field, leaders face the same question: which action actually improves the outcome, and for whom? Pick your industry to see the outcomes we help you move, the evidence behind them and the work we have delivered.
Higher Education
Success · careers · outcomes
Four applications on one causal engine help colleges and universities see which actions will improve student success, career and institutional outcomes, and by how much.
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K12 Education
Attendance · literacy · student support
Causal AI for K-12 schools: attendance, student success and literacy, with evidence-based interventions, prospective bandits and staff upskilling.
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Healthcare
Digital twins · care management
Causal AI for precision medicine and member care: ICU digital twins, counterfactual treatment policies checked against trials, integrated care management and virtual trial cohorts.
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Water Utilities
Conservation · assets
AI for water utilities: conservation programs that cause measurable reductions, asset management with Agua Works AI, and upskilled field crews.
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Fintech
Channel ROI · retention
Causal AI for fintech: lead-channel ROI, retention and customer lifetime value, with agents that give specialists evidence-based recommendations.
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Social Impact
Prevention evidence · states and counties
Evidence to prevent human trafficking, state by state and county by county.
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Case studies
Work with partners, industry by industry
Higher Education
DeliveredUT Arlington
Higher Education · mobility
Sweet spots
programs with the strongest mobility impact
Identified program sweet spots and quantified social-mobility impact using time-series data.
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DeliveredNational University
Higher Education · lifecycle
6 models
lead → apply → enroll → persist
Six lifecycle models, from lead to persistence, on scalable Kubernetes MLOps.
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In progressColorado State University
Higher Education · RCT
RCT
with student-level randomization
Running a randomized controlled trial that uses prediction scores and LMS behaviour trends.
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BetaSouthern New Hampshire University
Higher Education · learning
Beta
learning, human skills and wellness outcomes
Agentic flexible learning pathways with n-of-1 causal learning, now in beta testing.
Read the case studyK12 Education
ResultKidsReadNow
K12 Education · literacy
+0.2 SD
3rd-grade reading vs. non-KRN schools (about 7 percentile points)
+0.2 SD in 3rd-grade reading (about 7 percentile points) vs. comparison schools.
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In progressEast Central ISD
K12 Education · attendance
A causal AI attendance app that links district and research evidence to prospective bandits, with staff upskilling built in.
Read the case studyHealthcare
Result
PeaceHealth & NIH
Healthcare · behaviour
3k → 8.5k
daily steps; 40+ peer-reviewed papers
Daily steps rose from about 3,000 to 8,500 in a randomized trial; 40+ papers published.
Read the case studyDelivered
Humana
Healthcare · payer
Millions
of members; ComputerWorld best-of-breed award
Deployed in operations for millions of members; a ComputerWorld best-of-breed award.
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In progressMcure Biosciences
Healthcare · trials
Digital twin
of the ICU patient environment
A hybrid ICU digital twin for an upcoming clinical trial.
Read the case studyResearch
ICU policy simulator
Healthcare · research
A research prototype that simulates ICU treatment policies on 6,460 sepsis stays from MIMIC-IV.
Read the case studyWater Utilities
ResultCarrizo Springs
Water
4–7×
more cost-effective than expanding supply
Conservation is 4–7× more cost-effective than expanding supply.
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ProjectedCrystal City
Water · assets
3–6%
projected efficiency gain
A projected 3–6% efficiency gain, from paper records to AI-assisted asset management.
Read the case studyFintech
ResultAmericor
Fintech
7%
better retention
7% better retention, higher-LTV leads and faster settlements.
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DeliveredJG Wentworth
Fintech
Roadmap
to an MLOps conversion system
Actionable insights on channel ROI and marketing mix, plus a roadmap for an MLOps system to raise conversions.
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Don't see your industry?
The approach works wherever decisions have measurable outcomes: public sector, nonprofits, workforce and more.
Book a working sessionWhat happens next
- We reply within one business day.
- A 45-minute working session works through your decision with you.
- We show a prototype on synthetic data shaped like yours.