Pharmaceutical development and operations workflow intelligence
AI-powered pharmaceutical development & operations platform

Intelligent Drug Development & Pharmaceutical Operations

Qevralthyq AI is an AI-powered platform built for pharmaceutical development teams, CROs, CDMOs, and analytical laboratories. It connects sponsor intake, scientific scoping, material verification, formulation development, analytical testing, quality review, and project closeout into one coordinated workflow—helping teams reduce manual effort, identify risks earlier, maintain traceable evidence, and deliver projects with greater efficiency.

Development lead reviewing project capacityScoping scientist reviewing sponsor requirementsQuality reviewer checking batch recordsBuilt for pharmaceutical development teams, CROs, CDMOs & analytical laboratories.
pharmaceutical development operations dashboardAI-powered development operations

The Central Operations Dashboard For Every Pharmaceutical Development Team

The Qevralthyq AI Dashboard unifies pharmaceutical development operations, providing real-time visibility into active engagements, laboratory instrument capacity, analytical testing, quality reviews, and sponsor deliverables. AI forecasts instrument utilization, predicts project delays, identifies workflow bottlenecks, and highlights activities requiring human attention—helping teams improve resource planning, maintain quality oversight, and deliver projects on time.

Qevralthyq AI — Pharmaceutical development operations dashboard
1

Active Engagements

18 active sponsor engagements (+2 vs last month), shown with on-time deliverables (87%), AI confidence (92%) and the 5 items that need client human attention this week.

1 / 4
pharmaceutical development impact & ROIPHARMACEUTICAL OPERATIONS BENCHMARK
40%
Document Processing Time Reduction
Target reduction in manual processing of sponsor RFPs, technical specifications, Certificates of Analysis (CoAs), and development documents through AI-assisted extraction and verification.
-25%
Development Workflow Delays
Target reduction in delays caused by missing materials, laboratory scheduling conflicts, pending analytical tests, and incomplete quality reviews across pharmaceutical development projects.
12+ hrs
Weekly Administrative Time Recovered
Target weekly time savings per project coordinator through AI-assisted document reconciliation, scientific summaries, report preparation, and coordination between development, testing, and quality teams.
95%
First-Pass Documentation Completeness
Target rate for development, testing, and quality documentation packages to pass initial completeness checks without missing required fields, supporting evidence, or documentation rework.

Note: These figures are illustrative performance targets for Qevralthyq AI's pharmaceutical development workflows, not measured customer results. Actual improvements depend on project complexity, document quality, laboratory capacity, regulatory requirements, and implementation conditions.

The Nestack healthcare suite

Built for every corner of modern healthcare.

Healthcare moves differently in every care setting, with unique clinical teams, patient journeys, documentation standards, and regulatory frameworks. Your intelligence platform should be purpose-built to work the way your care specialty operates.

core pharmaceutical development modules

Connected pharmaceutical development, each stage powered by purpose-built AI.

Qevralthyq AI connects pharmaceutical development operations across eight specialized modules—from sponsor Intake and Scoping to Materials, Development, Testing, Quality, and Closeout, with a centralized Dashboard for oversight. Purpose-built AI extracts technical data, supports scientific planning, verifies materials, analyzes laboratory results, identifies quality exceptions, and predicts project delays—all while maintaining traceable records and human-controlled approvals.

Qevralthyq AI — Intake dashboard
Intake01 / 07

Intelligent Sponsor Intake & Document Verification

Intake simplifies pharmaceutical development requests by automatically extracting drug specifications, formulation requirements, and technical details from sponsor documents. AI verifies information across RFPs, Target Product Profiles, and Certificates of Analysis, identifies missing requirements, and flags inconsistencies. Verified information moves directly into Scoping for technical planning and estimation.

Qevralthyq AI — Scoping dashboard
Scoping02 / 07

AI-Powered Scientific Scoping & Estimation

Scoping transforms verified sponsor requirements into structured pharmaceutical development plans. AI recommends scientific activities, estimates laboratory resources, material quantities, instrument hours, project costs, and timelines while identifying potential technical risks. The approved scope provides material requirements to Materials and scientific execution plans to Development.

Qevralthyq AI — Materials dashboard
Materials03 / 07

Intelligent Material Verification & Traceability

Materials manages the verification of pharmaceutical ingredients, laboratory samples, and reference standards required for drug development. AI compares received materials against Certificates of Analysis, checks lot numbers and quantities, and identifies missing documentation or storage exceptions. Authorized materials and their traceability records are passed to Development.

Qevralthyq AI — Development dashboard
Development04 / 07

AI-Assisted Drug Formulation & Development

Development supports scientists in executing formulation experiments and pilot-batch manufacturing. AI compares experimental formulations, checks material quantities, calculates batch yields, and identifies unusual processing conditions or missing batch records. Completed development samples, formulation details, and manufacturing evidence move to Testing for analytical evaluation.

Qevralthyq AI — Testing dashboard
Testing05 / 07

Intelligent Analytical Testing & Result Verification

Testing helps laboratory teams evaluate drug samples through analytical methods such as HPLC, LC-MS/MS, dissolution, and stability testing. AI analyzes authorized instrument data, verifies calculations, compares results with approved specifications, and flags potential out-of-specification findings. Reviewed analytical results and supporting evidence are forwarded to Quality.

Qevralthyq AI — Quality dashboard
Quality06 / 07

AI-Powered Quality Review & Compliance

Quality supports pharmaceutical quality teams in reviewing analytical results, batch records, deviations, and investigation evidence. AI identifies missing documentation, inconsistent test results, and unresolved quality issues while assisting with OOS investigations and CAPA records. Authorized quality decisions and approved technical evidence move to Closeout for final deliverable preparation.

Qevralthyq AI — Closeout dashboard
Closeout07 / 07

Intelligent Regulatory Handover & Project Closeout

Closeout brings together approved development reports, analytical results, quality records, and regulatory documentation for final sponsor delivery. AI checks document completeness, reconciles reported values with approved evidence, and supports handover summaries and milestone invoicing. Following required approvals and client acceptance, the project is formally closed and archived.

how it works

A unified pharmaceutical development workflow for every stage of drug development. 

Qevralthyq AI connects pharmaceutical development operations into one coordinated workflow—from sponsor intake and scientific planning to material verification, formulation development, analytical testing, quality review, and final sponsor delivery. Purpose-built AI reduces manual work, identifies potential delays, and maintains traceable evidence throughout the development lifecycle.

  1. step one01

    Sponsor Intake, Scientific Scoping & Material Verification

    Pharmaceutical projects begin with sponsor requirements and technical documents. AI extracts drug specifications, identifies missing information, assists with study planning and cost estimation, and verifies material identity, quantities, and supporting certificates. Approved requirements and authorized materials move forward to drug development.

  2. step two02

    Drug Formulation, Development & Analytical Testing

    Scientists execute formulation experiments and pilot-batch manufacturing using approved protocols and verified materials. AI compares formulations, checks batch calculations, analyzes laboratory results, and flags potential testing exceptions. Development records and analytical evidence move to Quality for independent review.

  3. step three03

    Quality Review, Regulatory Handover & Project Closeout

    Quality teams review analytical results, batch records, deviations, and investigation evidence. AI identifies documentation gaps, supports evidence reconciliation, and helps prepare final technical and regulatory deliverables. Following authorized approvals and sponsor acceptance, project documentation is archived and contractual milestones are invoiced.

built-in AI capabilities

Don’t settle for AI that only reads.
Choose AI that acts.

Most generic AI tools summarize pharmaceutical documents without connecting them to real development activities. Qevralthyq AI supports sponsor intake, scientific planning, material verification, formulation development, analytical testing, quality review, and final handover—helping teams identify discrepancies, reduce manual work, and act on verified evidence.

TRADITIONAL AI
Basic AI

Reads documents, summarizes information, and answers questions without executing connected pharmaceutical development workflows.

QEVRALTHYQ AI + PHARMACEUTICAL AI AGENTS
01

Verify Sponsor Documents

Extracts drug specifications from RFPs, TPPs, and technical documents. Identifies missing requirements and prepares verified requests for scientific scoping.

M+CMistral OCR + Claude API
TOOL
02

Generate Scientific Scope

Analyzes sponsor requirements, estimates study activities, laboratory resources, material quantities, and project costs, and prepares draft technical scopes.

CClaude API
TOOL
03

Verify Pharmaceutical Materials

Compares incoming material labels, Certificates of Analysis, and receipt records. Flags lot mismatches, missing certificates, and storage exceptions.

M+OMistral OCR + OpenAI API
TOOL
04

Analyze Formulation Development

Compares formulation experiments, checks material quantities and batch calculations, and identifies unusual process conditions requiring scientific review.

O+PyOpenAI API + Python
TOOL
05

Review Analytical Test Results

Evaluates imported HPLC and LC-MS/MS results, checks analytical calculations, and flags potential out-of-specification results for laboratory review.

Py+HFPython + Hugging Face
TOOL
06

Detect Quality Documentation Gaps

Reviews batch records, analytical evidence, deviations, and investigation documents. Identifies missing information and prepares evidence for authorized QA review.

C+MClaude API + Mistral OCR
TOOL
07

Prepare Regulatory Handover

Reconciles approved technical reports, quality records, and contracted deliverables. Drafts sponsor handover summaries and supports milestone invoice preparation.

C+OClaude API + OpenAI API
TOOL
FROM SPONSOR INTAKE TO QUALITY APPROVAL — AI-ASSISTED DEVELOPMENT AT EVERY STAGE

Note: AI capabilities assist with document processing, scientific analysis, operational checks, and evidence preparation. Final scientific decisions, regulatory approvals, and pharmaceutical quality disposition remain under authorized human control.

compliance

Built to the rules you are already held to

Pharmaceutical development, CRO, CDMO, and analytical laboratory teams operate under strict data integrity, quality, and regulatory expectations. Qevralthyq AI is designed to support these standards through controlled access, audit trails, traceable development records, and human-approved quality decisions.

  • 21 CFR Part 11

    FDA Electronic Records & Electronic Signatures Support (21 CFR Part 11)

    Qevralthyq AI is designed to help development and laboratory teams keep electronic records trustworthy through role-based access controls, time-stamped audit trails, version history, and traceable review and approval steps across sponsor documents, batch records, analytical results, and quality records.

    Designed to support electronic record controls and audit trails
  • 21 CFR 210 & 211

    Current Good Manufacturing Practice (cGMP) Support (21 CFR Parts 210 & 211)

    Qevralthyq AI supports cGMP-aligned documentation workflows for development and pilot batches, including material verification, batch record completeness checks, deviation and OOS investigation tracking, and CAPA records. Authorized quality personnel retain batch review and disposition decisions.

    Designed to support cGMP documentation and quality oversight
  • ALCOA+

    FDA Data Integrity Guidance & ALCOA+ Principles

    Qevralthyq AI helps teams keep data attributable, legible, contemporaneous, original, and accurate, as well as complete, consistent, enduring, and available. Every extraction, comparison, and flag links back to its source evidence, and AI outputs are reviewed by authorized scientists before they take effect.

    Designed to support data integrity and evidence traceability

Note: These are standards the platform is built to support inside your workflows — obligations that fall on you as the licensee. They are not certifications held by us, and support in the product is not a substitute for your own counsel or compliance officer.

add-ons

Add the hardware your pharmaceutical workflow needs.

Qevralthyq AI connects with compatible laboratory hardware to support material traceability, environmental monitoring, and controlled pharmaceutical development workflows. From barcode-based sample verification to temperature monitoring, these integrations help reduce manual errors and provide reliable evidence for laboratory and quality review.

Laboratory scientist scanning a pharmaceutical package label with a handheld barcode scanner
Material Traceability

Laboratory Barcode Scanner

Capture sample IDs, material lot numbers, and container details directly from pharmaceutical labels. Qevralthyq AI uses the captured information to verify material identity, detect discrepancies, and support traceability across Materials, Development, and Testing.

AI Capability

Material Identity Verification

Connected Modules

Materials · Development · Testing

Note: Hardware devices are optional integrations. Compatibility, data transfer, calibration, qualification, and regulatory suitability depend on the selected device, laboratory environment, and applicable quality requirements.

Connectivity

Your whole stack, connected.

Qevralthyq AI is designed to connect with pharmaceutical R&D, laboratory, manufacturing, quality, and regulatory systems through supported APIs and secure data exchange. It brings sponsor documents, scientific experiments, material records, analytical test results, quality evidence, and regulatory deliverables into one coordinated workflow—helping teams reduce manual reconciliation, identify operational risks, and maintain traceability from intake to closeout.

Benchling
Benchling
LabWare LIMS
LabWare LIMS
SampleManager LIMS
SampleManager LIMS
Waters Empower
Waters Empower
Chromeleon CDS
Chromeleon CDS
Mettler Toledo LabX
Mettler Toledo LabX
Körber PAS-X
Körber PAS-X
SAP S/4HANA
SAP S/4HANA
Benchling
Benchling
LabWare LIMS
LabWare LIMS
SampleManager LIMS
SampleManager LIMS
Waters Empower
Waters Empower
Chromeleon CDS
Chromeleon CDS
Mettler Toledo LabX
Mettler Toledo LabX
Körber PAS-X
Körber PAS-X
SAP S/4HANA
SAP S/4HANA
Benchling
Benchling
LabWare LIMS
LabWare LIMS
SampleManager LIMS
SampleManager LIMS
Waters Empower
Waters Empower
Chromeleon CDS
Chromeleon CDS
Mettler Toledo LabX
Mettler Toledo LabX
Körber PAS-X
Körber PAS-X
SAP S/4HANA
SAP S/4HANA
Veeva QMS
Veeva QMS
Veeva QualityDocs
Veeva QualityDocs
Veeva RIM
Veeva RIM
MasterControl
MasterControl
Dotmatics
Dotmatics
Microsoft SharePoint
Microsoft SharePoint
Microsoft Power BI
Microsoft Power BI
Databricks
Databricks
Veeva QMS
Veeva QMS
Veeva QualityDocs
Veeva QualityDocs
Veeva RIM
Veeva RIM
MasterControl
MasterControl
Dotmatics
Dotmatics
Microsoft SharePoint
Microsoft SharePoint
Microsoft Power BI
Microsoft Power BI
Databricks
Databricks
Veeva QMS
Veeva QMS
Veeva QualityDocs
Veeva QualityDocs
Veeva RIM
Veeva RIM
MasterControl
MasterControl
Dotmatics
Dotmatics
Microsoft SharePoint
Microsoft SharePoint
Microsoft Power BI
Microsoft Power BI
Databricks
Databricks

Note: Third-party product names, logos, and trademarks belong to their respective owners. Listed systems represent potential integration targets relevant to pharmaceutical development operations.

our prices

Support that fits your organization.

A first conversation is often just that — a conversation. From there, one plan at one price connects your pharmaceutical development operations, laboratory workflows, and AI-powered intelligence. No per-seat maths, no tiers to decode.

the whole organization, one plate
$200/mo

Starting at $200/mo — every module, every development stage, and every authorized user on the plan.

  • dashboard
  • intake
  • scoping
  • materials
  • development
  • testing
  • quality
  • closeout
Know more

Nothing is locked in. Move at the pace your organization moves — change, pause or scale whenever your project workload requires.

onboarding & deployment

A guided rollout, tailored to your development environment.

A kickoff call with our implementation team maps your laboratories, development workflows, laboratory system interfaces, and quality procedures before we hand over the keys. We configure your intake and scoping rules, migrate active projects, align analytical specifications, and stay through the first project handover so the transition creates zero disruption to your scientific work.

Essential

one-time
$1,000+starting fee
  • Kickoff call with scientific and quality leadership to map your Intake, Scoping, Materials, Development, Testing, Quality, and Closeout workflows
  • Qevralthyq AI workspace provisioned with your branding, role-based scientist and QA credentials, and audit policies
  • Import of active projects, sponsor contacts, approved material lists, specifications, and laboratory instrument inventories
  • Intake and Scoping configured with sponsor document templates, Target Product Profile fields, and estimation rules
  • Materials and Development configured with Certificate of Analysis checks, lot verification rules, and batch record templates
  • Testing, Quality, and Closeout configured with analytical specifications, review checklists, and handover package formats
  • Dashboard views for active engagements, instrument capacity, and project risk seeded for your teams
  • Live-readiness walkthrough and an operational onboarding handbook before your first project goes live

Final fee scoped from facilities, integrations & record volume.

Recommended

Plus

one-time
$2,500+starting fee

Everything in Essential, plus:

  • Guided migration of active project files, historical analytical results, batch records, and quality documents
  • Two core system integrations wired up — your LIMS, ELN, CDS, or eQMS (for example LabWare, Benchling, Empower, or Veeva QMS), subject to vendor interfaces
  • Authorized instrument exports connected so Testing and Quality can compare results against approved specifications
  • Automated capacity thresholds and project-delay alerts tuned to your laboratory scheduling and instrument availability
  • Live role-specific training for project coordinators, scientists, laboratory analysts, and QA reviewers
  • A dedicated onboarding specialist through go-live

Final fee scoped from facilities, integrations & record volume.

Enterprise

one-time
$5,000+starting fee

Everything in Plus, plus:

  • Tailored multi-site rollout across development laboratories, CDMO facilities, and analytical testing sites
  • Enterprise integrations with SSO/SAML, plus validation support aligned to 21 CFR Part 11 and cGMP documentation practices
  • High-volume historical records migration with lot and sample reconciliation and longitudinal project history
  • Automated deviation, OOS, and CAPA evidence checks tuned to your quality procedures and review workflows
  • Role-based training tracks and administrative enablement for laboratory directors, QA leadership, and program managers
  • Named enterprise onboarding director with committed go-live milestones and post-launch review

Final fee scoped from facilities, integrations & record volume.

how it runs

Two ways to run Qevralthyq AI — same platform, same subscription rate. Only the onboarding may differ by your requirements.

Cloud (SaaS)

Runs in Nestack’s managed cloud — the fastest way to go live. We handle hosting, updates and scaling so your project teams log in and start working.

Private / self-hosted

The same Qevralthyq AI platform deployed inside your own infrastructure — your cloud, VPC or on-prem — for development organizations handling confidential sponsor formulations, analytical data, and regulated quality records. Your data never leaves your environment, and the subscription rate stays the same.

Note: The subscription is identical on either model; only the onboarding scope differs by your security and deployment requirements.

Sister platform — Nestack Agent Care

Your Biotechnology AI agents, run like production systems.

Telemetry, evaluations, guardrails, human review, and a crew on call when one of them starts drifting at 3am.

  • 180Failure modes catalogued
  • 82Rated SEV-1
  • 1,660+Baseline eval cases
  • 24/7Agent monitoring

Pinned to the Biotechnology agent playbook — not a generic agent checklist.

common questions

Clear answers, before you begin.

Introducing AI into pharmaceutical development requires careful consideration of scientific accuracy, regulatory compliance, data integrity, and existing laboratory workflows. Here are the key questions pharmaceutical teams should address before adopting Qevralthyq AI.

About Qevralthyq AI

Pricing is proposed as an enterprise subscription based on modules, facilities, workflow volume and integration scope. Final pricing and implementation terms are agreed commercially.