AI data pipelines we tailor with your team.
Healytex delivers three core data pipeline services: SDTM Automation AI, ADaM AI, and TLF Studio AI. Each starts from a template pipeline that we customize with your team to fit your biometrics standards, execution languages and operating environment.
Three AI pipelines on one customizable foundation.
Every template pipeline is governed, metadata-driven, traceable and built for regulated work. From there we work with your biometrics team to adapt mappings, derivations, shells and execution to your study standards, languages and downstream systems.
SDTM Automation AI
Accelerate source-to-SDTM conversion with AI-assisted mapping, controlled terminology and specification generation. Your team reviews, approves and runs the template pipeline in your own environment.
- Template data pipeline that builds SDTM domains from raw data
- AI-assisted source-to-target mapping proposals
- CDISC SDTM conformance and Define-XML alignment
- Reusable sponsor standards and derivation logic
- Validation, lineage and expert review checkpoints
ADaM AI
Generate analysis-ready ADaM datasets (ADSL, BDS structures, population flags and derivations) from approved SDTM and analysis specifications, through a template pipeline tuned to your SAP and programming standards.
- Template data pipeline that derives ADaM from SDTM
- AI-assisted derivation spec drafting from SAP inputs
- Traceable ADSL, BDS and custom analysis structures
- Adaptable to SAS, R or your validated toolchain
- QC workflows with full provenance and version control
TLF Studio AI
Produce tables, listings and figures from approved shells and analysis datasets. This cuts repetitive statistical programming while leaving output formatting, footnotes and review workflows under your control.
- Template data pipeline that generates TLFs from ADaM
- Shell-driven tables, listings and figures
- Configurable layouts aligned to sponsor style guides
- Integration with your analysis and QC environment
- Submission-ready output packages with audit evidence
We shape each pipeline around the systems you already run.
Our pipelines are a strong starting point, but every biometrics organization runs different systems, languages and quality models. We work alongside your team to shape each pipeline around what you actually operate.
- Discover & scope. You share study data, specifications, execution languages (SAS, R, etc.), QC expectations and integration constraints. We map the gap between our template pipelines and your production reality.
- Select & customize. We configure the relevant template data pipeline for SDTM, ADaM or TLF, and work with your biometrics experts to adapt mappings, derivations, shells and validation to your standards.
- Build & validate. Together we iterate on the tailored pipeline in a governed workflow: review AI-assisted proposals, approve specifications, run controlled execution and close validation findings before production use.
- Deploy & hand off. When the engagement succeeds, you receive a bespoke pipeline integrated with your environment. Your team owns it and runs it.
- Maintain & support. After go-live, we stay available for maintenance, protocol amendments, study extensions and ongoing services, so the pipeline keeps pace as your portfolio changes.