Automating Study Report and
SEND Integration in
Nonclinical Safety Studies
How nonclinical CROs and Study Directors can simultaneously generate GLP-compliant Study Reports and submission-ready SEND datasets from a single governed data source, cutting turnaround to 2 to 3 weeks after data lock with 40 to 60 percent cost savings.
Watch the Replay
The complete 28-minute session, including the live Xbiom platform demonstration, is available below. Click to play.
What You Will Learn from This Session
Four critical insights for nonclinical CROs and Study Directors evaluating GLP study report and SEND automation.
Simultaneous Study Report and SEND Generation
Xbiom's single locked data model generates both the GLP Study Report and the SEND package concurrently. No sequential handoffs. No duplicated work.
See at 4:10 and 5:30Timeline Reduced to 2 to 3 Weeks After Data Lock
Eliminates the relay-race handoff between reporting and SEND teams. Both deliverables are ready in 2 to 3 weeks versus the industry-standard 8 to 10 weeks.
See at 9:26 and 9:43CFR Part 11-Compliant AI Drafting
An LLM within a validated, CFR Part 11-compliant framework auto-drafts results, methodology sections, and summaries. Study Director retains full supervisory control and final approval.
See at 7:47 and 8:12Full Bi-Directional Data Traceability
Every data point, signal, and finding links directly to its source in as-collected data. Critical for audit readiness and FDA/PMDA nonclinical regulatory submission quality.
See at 6:38Webinar at a Glance
Navigate directly to the section most relevant to your workflow.
Introduction and Industry Problem
Overview of the current nonclinical CRO workflow: most organizations run GLP Study Reports and SEND datasets as two separate, duplicated processes from the same underlying data, costing the industry an estimated $150 million annually in redundant effort.
The Sequential Workflow Bottleneck
Deep dive into the inefficient sequential process that adds 8 to 10 weeks post-study completion, with separate teams duplicating effort and creating traceability gaps that elevate regulatory submission risk.
Introducing Single Track Processing
How Xbiom's unified data model enables concurrent generation of GLP Study Reports and submission-ready SEND packages, eliminating the relay-race handoff and delivering both deliverables in 2 to 3 weeks after data lock with full CDISC SEND compliance.
ROI and Cost Savings Analysis
Quantified impact: 40 to 60 percent cost reduction per nonclinical study, elimination of the standalone SEND generation timeline, and 2 to 3 weeks saved on Study Report generation through AI-LLM drafting within Xbiom.
Live Platform Demo Begins
Xbiom platform walkthrough led by Cassandra O'Malley, Technical Director of Nonclinical Programs at PointCross Life Sciences.
Data Ingestion from LIMS and Protocol
Live demonstration of how protocol, facility, and LIMS data are ingested into one continuous governed data flow within Xbiom, establishing the single source of truth for both Study Report and SEND output.
Active Study Monitoring with the IGO Interface
The Graphical Interface of our Study (IGO) provides real-time monitoring of animal health and study signals, giving Study Directors live visibility throughout the nonclinical study lifecycle before data lock.
Automated Report Drafting by AI LLM
How Xbiom generates draft report text and summary tables from annotated study signals within a validated, CFR Part 11-compliant environment. Study Director reviews, edits, and approves all AI-generated content before report finalization.
SEND Domain Mapping and Submission Package
Automated domain mapping and trial design population produces a submission-ready SEND dataset with Define.xml and nSDRG, generated simultaneously alongside the final Study Report with full bi-directional traceability to as-collected source data for FDA/PMDA submission.
What Is Single Track Processing?
A unified nonclinical data workflow within the Xbiom platform that generates both Study Report and SEND deliverables from one governed data stream.
Eliminating the Bottleneck in Nonclinical Study Reporting and SEND Submission
Most nonclinical CROs and Study Directors generate Study Reports and SEND datasets through two separate workflows, both drawing from the same underlying data. This redundancy drives up costs, extends timelines, and introduces traceability gaps that create submission risk with FDA and PMDA.
PointCross eliminates this bottleneck with Single Track Processing within the Xbiom nonclinical data management platform. An AI-augmented approach simultaneously produces compliant GLP Study Reports and submission-ready SEND datasets from a single governed data source, delivering both in 2 to 3 weeks after data lock with 30 to 50 percent cost savings per study.
- GLP-compliant Study Reports compiled directly for Study Directors from LIMS and as-collected data
- Submission-ready SEND datasets, Define.xml, and nSDRG generated automatically with full traceability to the Study Report
- Elimination of redundant hand-offs between reporting and SEND preparation workflows
- End-to-end data lineage from as-collected source data through to FDA/PMDA regulatory submission
Questions from the Session
Our nonclinical and regulatory experts have answered every question raised during the live session. Click any question to expand the answer.
Yes, Single-Track can be implemented at any point. Ideally, to maximize the benefits of Single-Track, it is best to implement as soon as the protocol is signed. For CROs with multiple studies, the benefits are realized over time.
Yes, reusing templates across studies is a core design principle. Templates are managed centrally in Xbiom's MDR (Metadata Repository), which is a system of record. Templates are organized by Study Report Type (e.g., repeat-dose, single-dose) within the MDR.
- Organized by study type: templates are structured by Study Report Type so the right template is always matched to the right study design.
- Consistent structure, study-specific content: the same template drives generation across all studies of that type; the AI populates it with each study's unique data while the format and sections remain standardized.
- Set up once, reused continuously: templates are configured during the implementation and immediately available for all subsequent studies, with the Study Director able to view the live template alongside generated content at any time.
Sub-reports are accepted primarily as PDFs, whether LIMS-generated, externally sourced lab reports, or even scanned handwritten pages. Certificates of Analysis (test article, vehicle, diet/feed, bedding, and water) and formulation/analytical records in standard document formats (DOCX & Excel) are also supported. Any additional formats required as appendices or addenda to the study report are accommodated as needed.
Xbiom's Single Track process automates SEND generation through several layers of logic and guided workflows:
- Trial Design automation — the Trial Design Editor automatically populates TS, TE, TA, and TX domains directly from the protocol document, with SEND team review propagating decisions to all downstream domains.
- Auto-derivation of SEND variables — derived fields such as –DY, –NOMDY, –BLFL, and TPT variables are automatically generated from available date-time stamps.
- ORRES splitting and CT normalization — findings are automatically split into original finding, specimen, and laterality, with controlled terminology mappings applied and confirmed or overridden by the SEND team.
- Unit Conversion & Normalization — automatically converts source measurement units to CDISC standard units (ORRESU, STRESU).
- MDR propagation — methods, instruments, and practices captured in the Metadata Repository are automatically propagated across relevant SEND domains.
- Supplemental Domain Generation — SUPP datasets are automatically generated based on the IG selected and data mappings.
- Draft SEND preview early — the SEND QC team can generate and review draft XPTs at any time before the Final Report, surfacing gaps and conformance issues well before submission.
Yes — validation against FDA business/validation rules and CDISC compliance rules is fully supported through Xbiom's eDataValidator (eDV), built directly into the SingleTrack platform:
| Rule Set | Details |
|---|---|
| FDA Business Rules v1.5 (Nonclinical) | Describes business requirements for regulatory review to ensure study data are compliant, useful, and support meaningful analysis. |
| FDA Validator Rules v1.6 (Nonclinical) | Accompanies business rules with details on FDA's assessment of study data for review and analysis purposes. |
| CDISC SEND Conformance Rules | Validates dataset structure, variable completeness, controlled terminology usage, and define.xml consistency. |
| PointCross Extended Rules | Additional business-logic checks including cross-domain plausibility checks and sponsor-specific requirements. |
| Define.xml Validation | Validates define.xml against CDISC Define Conformance Rules and PMDA Define Rules. |
Errors and warnings in the QC dashboard are interactive — each flag links directly to where the issue occurs in the dataset. The SEND QC team can run these checks at any time during draft SEND generation, making validation an ongoing process rather than a last-minute gate before submission.
SingleTrack is designed to accommodate organizational and Study Director style preferences at multiple levels:
1. Templates built around your organization's style. Your existing report templates and Tables of Contents are loaded directly into the MDR at setup. The AI generates all report sections using your templates as the formatting and structural baseline. LLM prompts are also configured specifically for your CRO's style preferences from the outset.
2. Study Director controls the final text — always. The AI is an assistant, not the author. The Study Director controls the final published text through three mechanisms:
- Direct editing — any AI-generated section can be edited directly in the interface.
- Prompt-driven regeneration — the Study Director can provide natural language inputs to adjust tone, style, or format (e.g., “re-draft with softer language” or “reformat findings as a table”) and the AI regenerates the section while preserving data integrity.
- Style reference — the Study Director can reference an existing sample report section and the AI will adopt that style across the regenerated output.
Yes — waiting for histopathology does not mean waiting to start. Sections covering study conduct, methods, test item, formulations, clinical pathology, in-life observations, and other completed domains can all be drafted and reviewed while histopathology is still pending. Your report could be ready the same day you receive histopathology results.
Each report section moves through a clear three-stage workflow — Draft → Ready for Review → Completed — independently of other sections. The system provides a real-time view of the report's completeness, making clear which sections are finalized and which are awaiting data.
Once histopathology data is received, it is ingested into Xbiom and the AI generates the histopathology results and summary sections through the same workflow. Draft Conclusions and Summary sections are generated last, after all domain-level results are in place.
If you have an in-house SEND team — the system makes them significantly more efficient. SingleTrack automates the heavy lifting of SEND generation so your existing team shifts from manual, repetitive data work to a review and confirmation role. The same team can handle a much larger study volume without adding headcount.
If you do not have an in-house SEND team — the system is designed to enable that too. SingleTrack's automation means SEND generation no longer requires a large team of SDTM/SEND specialists. The Transformer automatically produces submission-ready SEND XPT files directly from the locked data layer without manual intervention.
PointCross also provides ongoing support — including weekly office hours, on-demand assistance, and support for novel or complex study designs while your internal capability develops.
Data accuracy is addressed at multiple layers, starting from the source rather than being checked after the fact:
- Data flows directly from source — no manual transcription. LIMS data is ingested automatically; CoAs, sub-reports, and facility records are ingested directly into Xbiom. The AI generates report text from this integrated data layer, eliminating the primary source of transcription error.
- Protocol vs. actual automated comparison. The system automatically compares protocol-defined details against actual study conduct data, generating alerts and flagging deviations for reporting.
- AI-generated text validated against source data. LLMs interact with the platform exclusively through read-only interfaces and cannot modify source data. The system automatically validates all AI-generated text to ensure no material change in meaning relative to the data-supported findings.
- Full source traceability visible to the Study Director. Every generated report section shows where each piece of content came from — template, protocol, CoA, LIMS data — side by side with the generated text.
- Human-in-the-loop review at every stage. All AI-generated content is subject to Study Director review, edit, and sign-off. The system does not publish anything autonomously.
- 21 CFR Part 11 controls. All modifications are governed by 21 CFR Part 11 electronic records controls, providing a full audit trail of every change made to report content.
Yes — SingleTrack provides full bi-directional data traceability. Every data point, signal, and finding in the study report links directly to its source in as-collected data, and conversely, every raw data point can be traced forward to where and how it appears in the final report and SEND dataset. This traceability is visible to the Study Director at all times and is critical for audit readiness and FDA/PMDA regulatory submission quality.
Every amendment is captured and extracted automatically. When an amendment is uploaded, the AI identifies and summarizes the key changes, with each change traceable back to its source in the amendment document.
The study schedule and design always reflect the current protocol version. Planned vs. actual data collections are continuously tracked against the active protocol version, with deviations flagged and annotated automatically in real time — building the deviation log as the study progresses rather than reconstructing it at the end.
Amendments propagate through to SEND. Protocol changes are automatically reflected in the SEND trial design domains, keeping SEND metadata in sync with the current approved version of the protocol.
Post-submission amendments are versioned too. If a report or SEND dataset needs to be amended after final publication, the system supports a formal re-lock process producing a new versioned deliverable with a full audit trail.
Related Resources
Explore the platform and research behind what was demonstrated in this webinar.
Single Track Processing
The full product overview of how Xbiom simultaneously generates GLP Study Reports and submission-ready SEND datasets from a single governed data source.
Explore Single Track Processing →SEND Dataset Generation for Nonclinical Studies
How PointCross generates 100% submission-quality SEND datasets with Define.xml and nSDRG, fully consistent and traceable to the audited GLP Study Report.
Explore SEND Generation →Three Steps to Transforming CRO Productivity
The research paper behind Single Track Processing: how merging Study Report and SEND workflows reduces turnaround time, eliminates redundant effort, and raises submission quality.
Read the White Paper →Ready to See Single Track Processing Live?
Schedule an interactive, in-depth demo and see how Xbiom applies to your study type, LIMS environment, and FDA/PMDA submission requirements.
Questions? Email ask@pointcross.com
