Scientists and researchers collaborating in a modern life sciences laboratory
Biotechnology & Life Sciences Operations Platform · insub_BIO001

Scientific Operations, From Hypothesis To Quality Release.

Xyrqelveth AI is the enterprise scientific operations platform connecting the entire biotechnology and life sciences lifecycle. It brings research hypotheses, experimental protocols, sample custody, laboratory data capture, statistical analysis, bioprocess scaling, and quality release into one traceable, inspection-ready system—so your teams spend less time reconciling disconnected records and more time advancing breakthroughs.

Chief Scientific OfficerLaboratory Operations DirectorBioinformatics LeadBuilt for biotechnology R&D, CROs & life sciences
the dashboard module
operational overview · insub_BIO001

Executive Command Center For Scientific Operations.

The central command center for your entire laboratory. Real-time AI aggregates active studies, assay quality, and open deviations onto one screen, flagging bottlenecks and suggesting next steps before delays occur.

Xyrqelveth AI — Executive Operations Command Center dashboard
01Time Recovered
4×

Accelerated Study Turnaround

Reduces cycle times by 75% from sample intake to authorized result availability, recovering 12+ hours weekly per lab by eliminating manual spreadsheet mapping.

02AI Automation
< 90s

Source-Grounded AI Extraction

Ingests plate-reader exports, spectrophotometer files, and vendor CoAs in seconds with 95%+ field accuracy, verifying every value directly against source raw data.

03Audit Readiness
99.4%

Zero Documentation Gaps

Overcomes the difficulty of fragmented evidence by maintaining end-to-end sample-to-result lineage aligned with FDA 21 CFR Part 11, GLP, and ICH standards.

the complete scientific lifecycle

Connected operational modules, woven into one.

Xyrqelveth AI connects every stage of biotechnology research into one traceable platform. From initial hypothesis and protocol design to laboratory execution and quality release, every workflow shares unified data lineage.

Xyrqelveth AI — Research Planning module
Research Planning
01 / 07

Scientific Knowledge & Hypothesis Development

Accelerate study planning and target exploration. Built-in AI synthesizes literature and internal archives to formulate testable hypotheses and evaluate feasibility before lab spend.

literature synthesiscitation-grounded evidencehypothesis registergap detection
Xyrqelveth AI — Experiment Design module
Experiment Design
02 / 07

Controlled Protocols & Assay Architecture

Convert scientific objectives into executable protocols and plate layouts. AI verifies dilutions, checks required controls, and sets criteria to guarantee assay reproducibility.

controlled protocol draftingmissing-control checksplate-map editordilution calculations
Xyrqelveth AI — Sample Management module
Sample Management
03 / 07

Accessioning, Custody & Laboratory Readiness

Track biological specimens from intake to cold storage. AI reconciles manifests, verifies 2D barcodes, and monitors temperature alerts so only qualified samples reach testing.

barcode accessioningmanifest reconciliationcryo storage mappingchain of custody
Xyrqelveth AI — Lab Operations module
Lab Operations
04 / 07

Controlled Execution & Raw Data Capture

Guide bench execution and capture instrument telemetry in real time. AI reads raw outputs from plate readers and qPCR machines, eliminating manual data entry.

instrument report parsingraw data ingestionELN execution logssample-to-result lineage
Xyrqelveth AI — Data Analysis module
Data Analysis
05 / 07

Scientific QC, Statistics & Biomarker Assessment

Transform raw instrument readings into quality-verified conclusions. AI automates assay QC calculations, flags batch variation, and ranks top biological candidates instantly.

automated assay QCbatch effect detectionbiomarker rankingreproducible lineage
Xyrqelveth AI — Process Development module
Process Development
06 / 07

Process Characterization & Bounded Optimization

Scale bench discoveries into robust bioprocess workflows. AI monitors live bioreactor telemetry—including pH, temperature, and feeds—to maximize yield and prevent batch drift.

bioreactor telemetryyield estimationCQA & CPP mappingprocess drift detection
Xyrqelveth AI — Quality Compliance module
Quality Compliance
07 / 07

Evidence Review, Deviations & Controlled Release

Govern study evidence, deviations, and release workflows. AI checks records for missing signatures and expired calibrations, maintaining immutable audit trails aligned with GxP and Part 11.

FDA 21 CFR Part 11GLP Part 58deviation dispositionCAPA investigation
how it works

A seamless workflow, from hypothesis to release. 

Biotechnology and life sciences research requires unbroken provenance across scientific literature, experimental protocols, biological specimens, laboratory instruments, and analytical conclusions.Xyrqelveth AI connects every stage into an intuitive, compliant workflow—ensuring complete evidence lineage while keeping qualified scientists in total control.

  1. step one

    Research Planning & Protocol Design

    Scientists and Principal Investigators synthesize scientific literature, historical study archives, and biological hypotheses into approved research briefs. Embedded AI detects missing positive and negative controls, verifies dilution calculations, and structures 96-well and 384-well plate layouts before laboratory execution begins.

  2. step two

    Sample Custody & Laboratory Execution

    Biological specimens are accessioned with 2D barcode verification, freezer location mapping (-80°C/LN2), and storage temperature monitoring. Technicians execute assays directly against approved protocols, while automated connectors capture raw microplate reader, qPCR, and chromatography outputs without manual transcription.

  3. step three

    Data Analysis, Process Optimization & Quality Release

    Bioinformatics teams evaluate assay QC, Z'-factors, batch effects, and biomarker candidates with full computational reproducibility. Bioprocess models optimize bioreactor yield, while quality assurance leads review source-linked evidence packages and deviations for confident FDA 21 CFR Part 11 and GLP release.

Life sciences laboratory research, assay execution, and scientific analysis
From initial hypothesis formation and protocol design to laboratory execution, analytical interpretation, and quality release, Xyrqelveth AI keeps your scientific enterprise connected.
Traditional SaaS vs Xyrqelveth AI

Don’t settle for the AI your software chose.

Most platforms ship one generic model and you work inside its limits. Xyrqelveth AI puts an orchestration layer between scientific documents, laboratory instruments, and specialized models, so every step of research and development runs on the intelligence best suited for regulated execution.

Traditional SaaS
Built-in
AI

One model, one pass, and no step you can point somewhere else.

You work within its limits.

Xyrqelveth AI · Routed Life Sciences flow
  • 01

    Read incoming laboratory assay reports & vendor CoAs

    Layout-aware OCR extracts multi-well optical densities, reagent concentrations, and lot specifications without flattening complex plate tables.

    MistralDocument AI / OCR
  • 02

    Classify scientific protocols & accession manifests

    A fine-tuned classifier separates study SOPs, plate maps, and specimen accession manifests page by page at high throughput.

    Hugging FaceInference Providers
  • 03

    Synthesize literature & disease targets in one long context

    Long-context analysis holds complete multi-paper literature syntheses and target annotations, mapping contradictory evidence directly to citations.

    GeminiGemini API
  • 04

    Extract into 21 CFR Part 11 & GLP Part 58 schema

    Constrained decoding against strict ALCOA+ data integrity schemas prevents malformed entries from landing in your enterprise LIMS or ELN.

    OpenAIResponses API
  • 05

    Draft assay deviation & CAPA root-cause investigation

    Structures 5-Whys and Ishikawa cause-and-effect hypotheses citing exact plate-reader runs, calibration logs, and operator observation notes.

    ClaudeAnthropic Messages API
  • 06

    Calculate assay Z'-factor & evaluate quality control rules

    Deterministic scientific computation calculates coefficient of variation (CV%), Z'-factor, and control limits across all evaluated micro-plates.

    DeepSeekDeterministic QC Engine
  • 07

    Correlate biomarker candidates with public pathway registries

    Semantic rerankers and biomedical embeddings link candidate genes and proteins to UniProt, Ensembl, and GO ontology evidence tables.

    CohereRerank + Embed
  • 08

    Mask proprietary molecular IP & assay sequences before export

    A small open-weight model runs inside your private VPC, ensuring confidential molecular formulas and proprietary assay protocols never leave your firewall.

    LlamaSelf-hosted in your VPC
One validated Scientific Evidence Package240+ verified trace points · 99.2% mean confidence · 0 unverified claims

Note: Model and product names are trademarks of their respective owners, used here to describe what runs where. Routing is configurable per workflow — no endorsement or partnership is implied.

Compliance

Built to the rules you are already held to

Biotechnology and life sciences operations require dependable record integrity and workflow traceability. Xyrqelveth AI provides software controls to support your internal compliance procedures, audit readiness, and organized quality reviews.

  • 21 CFR Part 11 — Electronic Record Controls

    Scientific Data Integrity & Audit Readiness

    Helps maintain traceable scientific records through role-based access, document version tracking, and activity histories. Supports organized evidence review and preparation for regulated workflows.

  • 21 CFR Part 58 — Nonclinical Study Records

    Laboratory Study Traceability

    Connects experimental protocols, biological sample records, instrument data, and laboratory results in a traceable workflow. Helps research teams maintain organized study documentation and identify missing evidence before review.

  • ICH Q8, Q9 & Q10 — Quality Risk Guidance

    Process Development & Quality Risk Support

    Helps biotechnology teams compare process parameters, track quality measurements, identify deviations, and document optimization decisions. Supports evidence-based process development and structured quality reviews.

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 workflow needs.

Xyrqelveth AI interfaces seamlessly with validated laboratory instruments, automated barcode scanners, and bioprocess sensor gateways. Each device bridges physical experimental evidence directly into the governing laboratory operations and quality compliance modules.

  • Traceability & Biobanking

    Automated 2D Cryo & Vial Barcode Scanner

    High-speed optical imaging scanner engineered for 2D matrix cryo-vials, SBS-format plate tubes, and specimen cassettes across liquid nitrogen and -80°C biobanking workflows.

  • Assay Execution & Screening

    Microplate Reader & Spectrophotometer Gateway

    Universal serial and network interface bridge connecting absorbance, fluorescence, and luminescence multi-mode plate readers directly to automated assay calculations.

  • Bioprocess Development

    Bioreactor Telemetry & In-Line Process Sensor Node

    Sanitary in-line probe interface capturing continuous pH, dissolved oxygen (DO), temperature, and agitation profiles across benchtop and pilot bioreactors.

  • Controlled Laboratory Environments

    Laboratory Environmental & Ultra-Low Freezer Transmitter

    Multi-channel wall and chamber sensor monitoring ultra-low freezer temps (-86°C), incubator CO2 levels, and clean-air cabinet airflow for GLP/GMP compliance.

Note: Hardware, installation, and integration are not included in the standard subscription. Additional charges apply based on the hardware selected, integration modules required, and implementation scope.

Connectivity

Your whole stack, connected.

Oracle Cloud ERP, Veeva Vault, Benchling, Snowflake Life Sciences, and AWS HealthOmics — the systems your biotechnology and life sciences enterprise already runs on. 24 integrations across LIMS, ELN, SDMS, bioprocess telemetry, and quality eQMS, reading authentic public APIs and scientific data standards.

Oracle Life Sciences ERPVeeva Vault QMSSalesforce Life SciencesDocuSign 21 CFR Part 11AWS HealthOmics & IoTMicrosoft Teams Lab HuddlesSlack Scientific AlertsSnowflake Bio Data CloudTableau Assay AnalyticsPower BI Laboratory DashboardsJira Deviation & CAPALinear Scientific SprintsOracle Life Sciences ERPVeeva Vault QMSSalesforce Life SciencesDocuSign 21 CFR Part 11AWS HealthOmics & IoTMicrosoft Teams Lab HuddlesSlack Scientific AlertsSnowflake Bio Data CloudTableau Assay AnalyticsPower BI Laboratory DashboardsJira Deviation & CAPALinear Scientific SprintsOracle Life Sciences ERPVeeva Vault QMSSalesforce Life SciencesDocuSign 21 CFR Part 11AWS HealthOmics & IoTMicrosoft Teams Lab HuddlesSlack Scientific AlertsSnowflake Bio Data CloudTableau Assay AnalyticsPower BI Laboratory DashboardsJira Deviation & CAPALinear Scientific Sprints
Azure Life Sciences CloudGoogle BigQuery GenomicsDatabricks Bio-AITwilio Excursion AlertsSendGrid Audit NotificationsHubSpot CRO PipelineZapier Laboratory AutomationOracle Bioprocess SupplyVeeva Regulatory SubmissionsDocuSign GxP VerificationAWS S3 Scientific StoragePower BI Bioprocess MetricsAzure Life Sciences CloudGoogle BigQuery GenomicsDatabricks Bio-AITwilio Excursion AlertsSendGrid Audit NotificationsHubSpot CRO PipelineZapier Laboratory AutomationOracle Bioprocess SupplyVeeva Regulatory SubmissionsDocuSign GxP VerificationAWS S3 Scientific StoragePower BI Bioprocess MetricsAzure Life Sciences CloudGoogle BigQuery GenomicsDatabricks Bio-AITwilio Excursion AlertsSendGrid Audit NotificationsHubSpot CRO PipelineZapier Laboratory AutomationOracle Bioprocess SupplyVeeva Regulatory SubmissionsDocuSign GxP VerificationAWS S3 Scientific StoragePower BI Bioprocess Metrics

Note: Tool names and marks belong to their respective owners. No endorsement or partnership implied.

our prices

Predictable support for scientific operations.

A first conversation is often just that — a conversation. From there it is one plan at one price, whichever stages of biotechnology and life sciences operations you hand to Xyrqelveth AI. No per-bench math, no complex tiers to decode.

the complete platform
$200/mo

Starting at $200/mo — all core operational modules, unlimited audit-trail records, billed monthly.

  • dashboard command center
  • research planning
  • experiment design
  • sample management
  • lab operations
  • data analysis
  • process development
  • quality compliance
Know more

Nothing is locked in. Move at the pace your site validation requires — scale or pause whenever it suits you.

Note: AI API usage is charged separately. Clients must recharge their AI credit balance based on their usage.

onboarding

What your onboarding fee covers

A structured implementation that gets your laboratory and research site fully validated and operational before your first billing cycle — we import your study protocols and SOPs, configure sample accession rules, connect instrument telemetry gateways, and validate every Xyrqelveth AI module to your site procedures.

Each fee is a starting point marked with a “+”. We scope the final onboarding once we understand your laboratory layout, instrument interfaces, LIMS/ELN integrations, data migration volume, compliance requirements, and deployment model — so you only pay for the validation work your organization actually needs.

Essential

$1,000+one-time
  • Kickoff call with Chief Scientific Officer, Laboratory Director, and Bioinformatics leads to map studies, laboratory workflows, and assays
  • Xyrqelveth AI workspace provisioned with your organization branding, lab configurations, and admin accounts
  • Import of approved study protocols, assay SOPs, and plate-map structures
  • Sample Management configured to barcode accessioning, custody rules, and cryo storage racks
  • Laboratory report ingestion templates set up for top 10 assay outputs and reagent CoAs
  • Roles and permissions configured for research scientists, laboratory technicians, and study directors
  • Validation Starter Pack with user requirement specifications and GxP traceability matrices
  • Live-readiness dry-run and an onboarding handbook before your first billing cycle

Plus

most chosen
$2,500+one-time

Everything in Essential, plus:

  • Guided migration of historical study records, assay datasets, and open deviation records, validated on import
  • Two integrations wired up — your LIMS (Benchling/LabWare) or eQMS (Veeva Vault/MasterControl)
  • Document processing trained on custom vendor CoAs, instrument outputs, and assay plate exports
  • Automated QC thresholds (CV%, Z'-factor) and exception alerts tuned to laboratory specifications
  • Live training sessions for bench scientists, bioinformaticians, and quality reviewers, with recordings to keep
  • A dedicated scientific operations and validation specialist through go-live

Enterprise

$5,000+one-time

Everything in Plus, plus:

  • Tailored rollout across multiple global R&D sites, laboratory facilities, and CRO/CDMO partners
  • Bespoke integrations with bioreactors, plate-readers, SSO, and 21 CFR Part 11 audit log archiving
  • Bulk scientific records migration with de-duplication, dataset reconciliation, and legacy report parsing
  • Quality & Compliance workflows and deviation templates aligned to FDA GLP Part 58 and 21 CFR Part 11
  • Role-based training tracks and administrator enablement for global research and regulatory teams
  • Named onboarding director with a committed go-live date and post-launch audit defense support
how it runs

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

Cloud (SaaS)

Runs in Nestack's SOC 2 Type II and ISO 27001 managed cloud with tenant isolation — the fastest way to operationalize your laboratory. We handle infrastructure, automated backups, and software updates so your scientific team logs in and starts research.

Private / self-hosted / VPC

The same Xyrqelveth AI platform deployed inside your own validated infrastructure — your private AWS/Azure VPC or on-premise server cluster — for life sciences organizations with strict data sovereignty, genomic privacy, or proprietary molecular IP requirements. Your data never leaves your environment, and the subscription rate stays the same.

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
  • 82Sev-1 failure modes
  • 1660+Baseline eval cases
  • 24/7Agent monitoring

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

common questions

Your questions. Answered plainly.

Deploying AI into regulated biotechnology R&D and laboratory environments raises critical scientific and operational questions. These are the ones Chief Scientific Officers, Lab Directors, and QA Leads ask us first.

About Xyrqelveth AI

Xyrqelveth AI subscription pricing is tailored to your organization's size, selected workflows, user requirements, and integration needs. Whether you're a growing biotech company or an established research organization, we'll help you identify a suitable subscription package. Request a personalized quote to understand your options before making a commitment.

Didn’t find your answer? Send us a message — we’ll respond with care and clarity.