for Life sciences

Regulatory Submissions. Simplified.

Harmony Regulatory Affair & Compliance 1

Where AI brings structure,
speed, and confidence.

Harmony is built to simplify and strengthen regulatory authoring for life sciences teams.

From creating CTDs to managing revisions and responding to regulator queries, Harmony supports
every stage of the regulatory lifecycle with clarity and control.

Where Submissions Break Down

Where Submissions
Break Down

The hidden friction across regulatory workflows.

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Manual CTD authoring

Heavy manual effort across drafting, formatting, and assembly.

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Version control issues

Inconsistent updates across documents and teams.

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Repeated regulator queries

Gaps and inconsistencies triggering avoidable rework.

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Slow global submissions

Delays caused by region-specific requirements and coordination.

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Siloed RA, QA, CMC teams

Disconnected workflows limiting visibility and collaboration.

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Audit readiness stress

Last-minute checks to meet compliance expectations.

Built for the Future of
Regulatory Affairs

AI-powered capabilities designed to accelerate submissions
and strengthen compliance.

Doctor explaining pharmacovigilance insights to a patient using AI-powered literature search data on a digital report.
Built for the Future of Regulatory Affairs

By automating regulatory authoring and lifecycle management, Harmony cuts submission time, reduces formatting effort, and accelerates QOS/QIS writing.

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Built for regulated life sciences.
Designed for trust.

Built in close collaboration with regulatory experts, Harmony is designed to meet the real demands of life sciences teams.

By combining deep domain understanding with responsible AI, Harmony helps organizations move faster while maintaining trust, compliance, and control at every stage.

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Life Sciences-Tuned LLMs

Models trained for regulatory language and domain accuracy.

CFR

21 CFR Part 11 Compliant

Built with audit trails, controls, and validation.

Global Region-Ready

Global Region-Ready

Supports regional requirements across global markets.

Secure Private Deployment

Secure Private Deployment

Enterprise-grade security with isolated environments.

Strategic Benefits of AI-Powered Literature Search

40%

Faster Safety Reporting

70%

Reduction in Manual Workload

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Precision and Accuracy

Eliminates manual errors by automating the extraction, validation, and classification of critical data. Smart Agents ensure higher quality.

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Operational Efficiency

Handles large volumes of literature swiftly, drastically reducing processing time compared to traditional methods.

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Regulatory Compliance

Ensures all reporting meets stringent compliance standards with validated and reliable data.

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Scalable Solution

Adapts to growing data needs, enabling continuous monitoring and efficient data management over time.

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Enhanced Focus

Frees up pharmacovigilance teams to concentrate on strategic initiatives, research, and in-depth analysis.

See the Impact Firsthand

Discover how our AI-Powered Literature Search Assistant can streamline your operations, enhance compliance, and deliver actionable insights with ease.

Our Success Story

Transforming Literature Search for a Global Pharma Leader

Business Situation

A leading pharmaceutical company faced significant challenges in managing the manual review of a growing number of scientific publications.

This process was time-consuming and prone to human error, delaying critical safety evaluations and regulatory compliance.

Pharma team discussing AI-powered literature search transformation in a clinical setting with a digital tablet.

The Solution

By implementing our AI-Powered Literature Search Assistant, the company automated key aspects of its literature search and validation process.

Smart agents, powered by large language models (LLMs), enabled rapid extraction and classification of article data, ensuring compliance with predefined MAH regions and patient type validations.

Outcome

Why choose us?

One-of-a-Kind RCA Solution for Life Sciences

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Proven Expertise

Backed by a track record of successful implementations, our solution has consistently delivered measurable results for global pharma leaders.

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Tailored for Life Sciences

Designed specifically to address the unique challenges of pharmacovigilance teams, ensuring relevance and impact.

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Cutting-Edge AI

Leverage the latest advancements in AI and NLP to transform your literature search process with unparalleled precision.

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End-to-End Automation

From data extraction to validation, our solution handles it all, reducing manual efforts and boosting efficiency.

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Dedicated Support

Benefit from expert guidance and support at every step to ensure smooth deployment and ongoing success.

Not all AI platforms are built for regulated life sciences.

Most tools focus on publishing or workflows, adding AI as an afterthought. Harmony is designed AI-first, purpose-built for regulatory complexity.

Capability DeepForrest Harmony Competitor 1 Competitor 2 Competitor 3 Competitor 4
AI Automation in Authoring 55-75% AI-native authoring 10-20% add-on LLMs 5-15% rule-based 30-45% templates 15-25% assisted
eCTD Publishing Planned integration 70-85% full suite 80-90% publishing-led 20-30% partial 60-75% integrated
Diff Checker Accuracy 70-90% semantic, context-aware 30-50% 15-25% 40-60% 30-40%
Approach AI-native RA platform Platform + AI add-ons Rules-driven Template-based Workflow-centric
Best For Speed + intelligence Publishing heavy teams Compliance checks Document assembly Traditional RA ops

Capability

DeepForrest Harmony

Competitor 1

Competitor 2

Competitor 3

Competitor 4

AI
Automation in Authoring

55–75% AI-native authoring

10–20% add-on LLMs

5–15% rule-based

30–45% templates

15–25% assisted

eCTD Publishing

Planned integration

70–85% full suite

80–90% publishing-led

20–30% partial

60–75% integrated

Diff Checker Accuracy

70–90% semantic, context-aware

30–50%

15–25%

40–60%

30–40%

Approach

AI-native RA platform

Platform + AI add-ons

Rules-driven

Template-based

Workflow-centric

Best For

Speed + intelligence

Publishing heavy teams

Compliance checks

Document assembly

Traditional RA ops

Harmony

Flexible Pricing for
Regulatory Teams

Enterprise-ready pricing designed for regulatory scale, speed, and compliance

Our Success Stories That Speak for Themselves

60-Minute CTDs

Zero Compromise on Compliance

Doctor consulting with a patient using digital tools to optimize scheduling and reduce wait times.

Emcure

60-Minute CTDs. Zero Compromise on Compliance

Doctor consulting with a patient using digital tools to optimize scheduling and reduce wait times.

Reducing Claims Processing Time by

85%

Transforming Patient Feedback into Actionable Insights

Healthcare professional compassionately holding a patient's hand, emphasizing patient feedback for improved care experiences.

Enhancing Patient Experiences Through NLP-Powered Chatbots

80%

Faster investigations

Reducing No-Shows by

50%

Professionals discussing AI-driven NLP solutions for improving compliance and healthcare data management.

Improving Compliance and Data Management with NLP Solutions

Take the Next Step

Transform your regulatory workflow with Harmony

Harmony Regulatory Affair & Compliance 15
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Seamless Data Collection

The system automatically processes incoming articles, extracting key information like titles, author details, and publication links, saving valuable time for teams.

Region-Based Validation

Ensures compliance by matching primary authors’ addresses with predefined regulatory regions, simplifying the validation process and reducing errors.

Smart Text Analysis

Extracts meaningful insights from articles using advanced text analysis, making it easier to identify critical safety information.

Efficient Information Retrieval

Uses intelligent indexing to enable quick searches and targeted queries, ensuring teams can find the exact information they need.

Accurate Classification

Confirms whether articles focus on human cases or other studies, providing clear and reliable validation reports for regulatory submissions.

30% Shorter Wait Times

Challenge

A preventive healthcare provider struggled with patient flow, leading to high wait times and inefficient resource allocation.

Solution

Developed a patient journey simulator with enhanced visualizations and predictive analytics, enabling stakeholders to make data-driven adjustments to patient scheduling and resource allocation.

Outcome

Reduced patient wait times by 30%, improved resource allocation, and enhanced operational efficiency, leading to higher patient satisfaction.

60-Minute CTDs. Zero Compromise on Compliance

Challenge

Manual, multi-document CTD authoring caused weeks of delays, rework, and compliance risk.

Solution

Harmony enabled AI-assisted CTD generation with region-ready templates and human-in-the-loop oversight.

Outcome

CTDs created in under 60 minutes, 3× faster submissions, and 70% less manual effort.

Reducing Claims Processing Time by 85%

Challenge

Manual document handling caused significant delays, with each claim taking up to 50 minutes to process.

Solution

AI-driven automated document processing using OCR and LLMs for classification, data extraction, and validation.

Outcome

85% reduction in processing time, increased accuracy, and enhanced focus on higher-value tasks.

Transforming Patient Feedback into Actionable Insights

Challenge

A healthcare organization collected CSAT and PSAT survey data but lacked real-time insights from free-text responses, resulting in missed opportunities for immediate service recovery. Manual processing of over 10,000 survey responses annually was time-consuming and prone to errors.

Solution

Enabled immediate service recovery, improved operational efficiency, and enhanced patient satisfaction through data-driven decision-making.

Outcome

Enabled immediate service recovery, improved operational efficiency, and enhanced patient satisfaction through data-driven decision-making.​

Enhancing Patient Experiences Through NLP-Powered Chatbots Challenge

Challenge

Patients often experienced long wait times for information and assistance, impacting satisfaction and engagement.

Solution

Developed and deployed AI chatbots and avatars capable of answering patient queries in real-time, using NLP to interpret and respond accurately across multiple channels.

Outcome

Faster response times, reduced patient frustration, and improved overall satisfaction, allowing healthcare providers to manage patient communication effectively.

80% Faster Investigations

Challenge

Maintaining laboratory reliability, meeting stringent regulatory standards, and managing costs across 140+ countries.

Solution

AI-driven RCA with automated workflows, advanced pattern recognition, and compliance tools to streamline investigations and ensure regulatory readiness.

Outcome

80% faster investigation times, enhanced quality compliance and audit readiness, and significant cost savings with reduced manual efforts.

Reducing No-
Shows by 50%

Challenge

A healthcare organization experienced a 50% no-show rate for advanced health assessments, leading to wasted resources, lost revenue, and workflow disruptions.

Solution

Implemented a multimodal predictive model combining Support Vector Machine (SVM) and Bagged Random Forest techniques to accurately forecast no-shows and optimize scheduling.

Outcome

Achieved a 25% reduction in no-shows, 92% prediction accuracy, and $160K in cost savings by improving resource utilization and minimizing disruptions.

Enhancing Compliance and Data Management with NLP Solutions

Challenge

A healthcare organization faced challenges in managing regulatory data and compliance reporting, requiring labor-intensive manual extraction from complex data sources.

Solution

Implemented an NLP-driven data abstraction solution to automatically extract necessary data from unstructured records, enhancing accuracy and compliance readiness.

Outcome

Reduced time spent on compliance reporting, increased data accuracy, and allowed staff to focus on core healthcare tasks.