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CML Insight, Inc.

Austin, Texas

United States (English)

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CML+ products

Turn any enterprise data into evidence-based action

CML+ finds which actions change your outcomes, tests the best ones with you, and gets smarter with every result. One engine powers every product, and an AI tutor and coach helps your people adopt it.
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Your enterprise datasystems of record · KPIs · public data · published evidenceCML+causal AI engineHigher Ed4 DialsK-12Attendance AIWaterAgua Works AIHealthcareCustom SaaSFintechCustom SaaSSocial goodResearchYour domainwhat flows next
One engine, a growing family of products

Products built on CML+

Apply the CML+ platform to a domain's data and decisions, and a product emerges.

Higher Education

Student success, careers and institutional outcomes

  • Course DialAct early, measure what each action changed
  • Advising DialNewN-of-1 trials: what works for this student
  • Career DialChoices that change a 3–5 year career path
  • Outcome DialCausal impact per dollar, by program

Includes the AI tutor & coach

K-12 Education

Attendance, literacy and student success

  • Attendance AIWhat brings students back to school

Includes the AI tutor & coach

Water Utilities

Conservation and infrastructure

  • Agua Works AIAsset management for water systems

Includes the AI tutor & coach

Healthcare

Digital twins, care management and trials

  • Custom SaaS appsCustom SaaSDigital twins, care management and trials, on your data
  • ICU policy simulatorResearchTest treatment policies on ICU digital twins

Includes the AI tutor & coach

Fintech

Growth and customer lifetime value

  • Precision channel ROICustom SaaSSpend where it causes growth
  • Retention pathwaysCustom SaaSKeep the customers you win

Includes the AI tutor & coach

Social Impact

Combating human trafficking

  • From intuition to evidenceResearchResponsible AI work with Polaris

No label: offered to customers now · New: our newest product · Custom SaaS: an application built on your data and run for you as SaaS · Research: prototypes and published work

Your domain

Any decision with data behind it

Bring one outcome you want to improve. We apply CML+ to your data, and you get a working application, with training for your team, not a report.

Start with one decision
  1. 1Pick one decisionOne outcome, one program or cohort, data you already have.
  2. 2See what worksCausal estimates and simulations rank your options, with the evidence.
  3. 3Test, then scaleRun the best option as a live experiment. What you learn makes the product better.
Included in every product

An AI tutor and coach that brings your people along

New tools only pay off when people use them. Every CML+ product ships with an AI tutor and coach for training, adoption and skills.

Plan training for your team
  • Product training

    Learn the product in your own workflow, with your own data.

  • Change management

    Coaching for leaders and teams as new ways of working roll out.

  • Personalized learning

    Content, pacing and assessment adapt to each person's role and prior knowledge.

  • Causal reasoning skills

    Every recommendation shows its reasoning, so people get better at judging evidence.

Results our partners have seen

Evidence, not just dashboards

  • +0.2 SD3rd-grade reading scores vs. comparison schools (about 7 percentile points)Kids Read Now · education
  • 7%better customer retention, with faster debt settlementAmericor · fintech
  • 4–7×more cost-effective conservation than expanding supplyCarrizo Springs · water
  • 3k → 8.5kdaily steps in an NIH-funded randomized trialPeaceHealth & NIH · health

Bring one decision you want to get right

In a 45-minute working session we look at your data and outcome, and show what CML+ would recommend and how you would test it.

Book a working session

What happens next

  1. We reply within one business day.
  2. A 45-minute working session works through your decision with you.
  3. We show a prototype on synthetic data shaped like yours.

Trusted by Organizations

CML Insight customer AdvantageFirst Lending
CML Insight customer Americor
CML Insight customer Carrizo Springs
CML Insight customer Center for Astrophysics
CML Insight customer Compass Connections
CML Insight customer Crystal City
CML Insight customer Colorado State University
CML Insight customer East Central ISD
CML Insight customer Fair Appraisal Now
CML Insight customer JG Wentworth
CML Insight customer Kids Read Now
CML Insight customer Lium
CML Insight customer Mcure Biosciences
CML Insight customer National University
CML Insight customer Polaris
CML Insight customer Prescience AI
CML Insight customer Southern New Hampshire University
CML Insight customer Texas 2036
CML Insight customer UCF
CML Insight customer UTA
CML Insight customer Vayu