GITNUXSOFTWARE ADVICE
Chemicals Industrial MaterialsTop 10 Best Chemical Lab Software of 2026
Ranked roundup of chemical lab software for LIMS teams, weighing LabVantage, Thermo SampleManager, and STARLIMS by lab needs and tradeoffs.
How we ranked these tools
Core product claims cross-referenced against official documentation, changelogs, and independent technical reviews.
Analyzed video reviews and hundreds of written evaluations to capture real-world user experiences with each tool.
AI persona simulations modeled how different user types would experience each tool across common use cases and workflows.
Final rankings reviewed and approved by our editorial team with authority to override AI-generated scores based on domain expertise.
Score: Features 40% · Ease 30% · Value 30%
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LabVantage LIMS is the best fit for regulated chemical labs that need configurable sample-to-results automation with strong traceability, whereas SciNote works better for mid-size teams wanting structured experiment records with practical sample and inventory tracking.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
LabVantage LIMS
Workflow-driven sample lineage links accession, methods, and results into one auditable chain.
Built for fits when regulated labs need configurable sample-to-results automation with strong traceability..
Thermo Scientific SampleManager LIMS
Editor pickLifecycle-driven sample custody and status management that keeps instrument results bound to each sample and analysis record.
Built for fits when regulated labs need end-to-end sample tracking with audit trails and controlled workflow routing..
STARLIMS
Editor pickStatus-driven sample lifecycle that ties custody, executed steps, and reporting templates into one traceable workflow.
Built for fits when chemical labs need strong accession-to-results control with governed documentation and audit trails..
Comparison Table
LabVantage LIMS
enterpriseLIMS software covering sample tracking, laboratory workflows, quality management, and analytics.
Workflow-driven sample lineage links accession, methods, and results into one auditable chain.
LabVantage LIMS is built for multi-step lab processing, with sample tracking that can connect accession events to downstream methods and results records. Configuration supports standardized workflows across departments, while governance controls focus on controlled edits, audit trails, and role-based access patterns typical for regulated lab environments.
A practical tradeoff is that deeper automation and integration typically requires structured setup of workflows, instrument mappings, and document associations. It fits teams that need consistent sample-to-result processing at throughput levels where manual rekeying is a recurring bottleneck, especially when instruments and reporting formats must stay consistent.
- +Configurable workflow templates reduce rework across assays
- +Instrument and method associations keep results tied to defined procedures
- +Traceability supports end-to-end reporting from accession to release
- +Role-based access and audit trails support controlled lab operations
- –Automation depth depends on careful workflow configuration
- –Advanced integrations require mapping setup across instruments and fields
- –Reporting customization can take iterative tuning for complex formats
Quality and compliance teams
Manage assay records with traceability
Fewer record integrity gaps
Analytical chemistry labs
Standardize instrument results capture
Higher analysis throughput
Show 2 more scenarios
Laboratory operations managers
Automate worklists across departments
Lower turnaround time
Use rules for status transitions and routed tasks to keep sample processing moving end to end.
IT integration engineers
Connect lab systems to LIMS
Less data duplication
Use API-based integrations and configuration to synchronize instrument events and reporting fields.
Best for: Fits when regulated labs need configurable sample-to-results automation with strong traceability.
Thermo Scientific SampleManager LIMS
enterpriseEnterprise LIMS software for sample management, laboratory execution, quality, and production integration.
Lifecycle-driven sample custody and status management that keeps instrument results bound to each sample and analysis record.
SampleManager LIMS organizes work around sample lifecycle events such as accessioning, storage location assignment, transfers, and final disposition, with records that stay tied to the original sample identity. Workflow configuration covers routing of samples to processes and departments while preserving traceability of who did what and when through controlled audit logs. Integration with lab instruments and data systems routes measurements into the correct sample containers and analysis records, which reduces manual rekeying during turnaround-time peaks.
A tradeoff appears in deployment and governance, because laboratories that need highly custom processes often spend more time on workflow configuration and validation planning than with simpler LIMS. SampleManager fits best when chain of custody requirements, sample status visibility, and regulated audit trails matter more than ad hoc reporting.
- +Traceable sample lifecycle with configurable statuses and custody events
- +Instrument and results capture tied to specific sample and analysis records
- +Audit logs support regulated review trails across workflow changes
- +Role-based access limits who can change sample and results fields
- –Workflow configuration can be heavy for labs with many one-off processes
- –Custom integrations often require vendor-assisted engineering effort
Clinical and GxP lab teams
Accessioning and custody tracking for studies
Fewer identity and handoff errors
Analytical chemistry groups
Instrument results mapped to analysis records
Faster approvals and reduced rekeying
Show 1 more scenario
Laboratory operations leads
Department routing and status visibility
Clear throughput bottleneck visibility
Configured routing sends samples to the right lab functions and preserves a consistent status timeline.
Best for: Fits when regulated labs need end-to-end sample tracking with audit trails and controlled workflow routing.
STARLIMS
enterpriseLaboratory information management software for quality, research, manufacturing, and regulated testing.
Status-driven sample lifecycle that ties custody, executed steps, and reporting templates into one traceable workflow.
STARLIMS is built for chemical and analytical lab work where sample lifecycle tracking and structured results records drive downstream reporting needs. Core capabilities cover sample accessioning, sample tracking, and laboratory output management tied to assays, methods, and certificates. Governance is handled through audit trails for record changes and controlled document workflows tied to lab activities. Configuration depth supports adapting the workflow map to different lab processes without forcing a single generic layout.
A notable tradeoff is that deep chemical workflow configuration can demand significant analyst time before it stabilizes across sites and teams. For labs with multiple instruments and frequent method updates, administrators typically need disciplined configuration and validation cycles. STARLIMS fits best when the lab already organizes work around repeatable accession and results steps that map cleanly to statuses and reporting templates.
- +Chemical-oriented workflow mapping for accession, tracking, and results
- +Audit trails for record change history and accountable updates
- +Controlled documentation workflows tied to executed lab activities
- +Configuration support for adapting status-driven lab processes
- –Workflow configuration requires skilled administration to avoid rework
- –Complex multi-method setups can increase template maintenance effort
- –Document governance depends on consistently mapped templates and statuses
Quality and compliance teams
Track custody and document execution
Faster investigations and traceable accountability
Analytical lab operations
Move samples through method workflows
Lower sample handling errors
Show 1 more scenario
Laboratory managers
Standardize results reporting formats
Consistent COA-style outputs
Managers define result handling rules that produce consistent reports from controlled record states.
Best for: Fits when chemical labs need strong accession-to-results control with governed documentation and audit trails.
SciNote
SMBElectronic lab notebook software for experiment management, protocols, inventory, and collaboration.
Protocol templates that bind experimental steps to consistent record capture for repeatable chemical work.
SciNote is lab software focused on managing chemical workflows with an emphasis on structured experimentation and lab documentation. Its core capabilities cover sample tracking, inventory-oriented recordkeeping, and creating repeatable protocols tied to projects.
SciNote also supports instrument-linked data capture patterns and organizes lab records so teams can produce traceable outputs for review and reporting. The system’s fit depends on how deeply an organization needs workflow automation and integration depth across instruments and external lab systems.
- +Project-based structure keeps lab records tied to specific work and outcomes
- +Sample and inventory fields support practical tracking across routine chemical handling
- +Protocol templates reduce variation when repeating standard experimental work
- +Audit-ready record history supports traceability for changes to experiments
- –Automation depth depends on how many workflow steps can be represented in templates
- –API and instrument integration coverage can lag specialized LIMS deployments
- –Advanced governance controls need deliberate configuration for multi-team access
- –Data export needs validation work for downstream systems with strict schemas
Best for: Fits when mid-size chemical labs need structured experiment records plus sample and inventory tracking.
Uncountable
vertical specialistMaterials and chemical R&D software for experiment design, formulation data, modeling, and scale-up workflows.
State and document orchestration around each experiment ties protocol steps to outcomes and required records.
Uncountable provides laboratory workflow software focused on managing experimental work, protocols, and traceable outcomes. The core distinctiveness for LIMS-style teams is its automation around lab processes and structured records tied to experiments rather than only sample containers.
Teams can coordinate experiment status, assignments, and documentation so results and changes stay connected to the work that generated them. Uncountable also offers integration hooks for connecting external instruments and systems through an API-focused surface.
- +Experiment-first workflow modeling reduces disconnects between protocols and outcomes
- +Automation rules track states, assignments, and document requirements across runs
- +API-focused integration supports connecting external lab systems and data sources
- +Audit-friendly history ties changes and outputs back to specific experiment activities
- –Inventory and chain-of-custody depth can be thinner than container-centric LIMS
- –Advanced governance and RBAC needs more deliberate configuration than sample-centric tools
Best for: Fits when teams need experiment workflow automation and traceability across studies more than deep chemical container governance.
Sapio Sciences
enterpriseLaboratory informatics platform for LIMS, ELN, scientific data, and laboratory automation.
Chemistry-oriented workflow modeling that links sample accessioning to method and results records for traceable execution.
Sapio Sciences targets chemical labs that need structured electronic capture across experiments and samples, with workflows built for chemistry-specific operations. It centers on sample accessioning and tracking so staff can connect incoming materials to downstream analysis and documentation.
It also supports analytical and method-centric recordkeeping so results and procedures stay linked during reporting and review. The main distinctiveness is chemistry-oriented workflow modeling rather than generic LIMS screen replication.
- +Chemistry-first workflow definitions for experiment and sample lifecycles
- +Sample tracking that maintains links from accessioning to downstream records
- +Method-centered documentation ties procedures to recorded outcomes
- +Audit-friendly change history for lab actions and record updates
- –Setup requires careful workflow configuration before scaling to many labs
- –Inventory edge cases for multi-warehouse sites need custom handling
- –Integration depth depends on implementing instrument and data pipelines
- –Advanced governance controls may require dedicated admin configuration
Best for: Fits when chemistry teams need end-to-end experiment traceability with sample linkage, not just document filing.
Labguru
SMBCloud laboratory management software combining ELN, inventory, sample tracking, and research planning.
Experiment records remain the primary traceability hub by linking samples, results, and SOP-linked documentation.
Labguru focuses on tracking lab work through structured projects, samples, and results rather than centering on instrument-first workflows. It supports chemical inventory management with batch-level tracking and ties documents like SOPs and forms to specific experimental records.
The system also supports analytical data management links from reported results back to the work that produced them. For teams needing controlled handoffs and repeatable reporting, Labguru connects sample accessioning to chain-of-custody style traceability.
- +Batch-level chemical inventory tracking ties stock changes to experiments
- +Structured experiments connect samples, results, and documentation in one record
- +Configurable forms speed up standardized data capture for recurring studies
- +Audit-ready history is available across key objects like samples and experiments
- –Instrument integration coverage can require custom setups for specific lab stacks
- –Advanced governance controls require deliberate role design across workflows
Best for: Fits when mid-size teams need structured experiment tracking with inventory and report traceability.
CloudLIMS
SMBCloud LIMS software for sample tracking, test management, results, quality control, and reporting.
Chain-of-custody style material movement that keeps custody history linked to sample records end to end.
CloudLIMS positions chemical lab data management around sample and chemical record workflows with instrument-facing capture paths for downstream analysis handling. The system supports electronic chain-of-custody style movement of materials, and it ties results capture to traceable sample records.
Administrators get configurable reference data and role-based access controls to control who can register chemicals, move samples, and approve outcomes. Integration is centered on an API-first approach, which supports connecting lab instruments and external systems for results ingestion and status updates.
- +API-first integration pattern for instrument and external-system connectivity
- +Configurable reference data supports consistent chemical and sample registration
- +Chain-of-custody style material tracking keeps custody history attached
- +Role-based access controls support separation of duties for approvals
- –Workflow configuration requires deliberate setup to match local lab processes
- –Analytical data structure and views need admin effort to stay consistent across instruments
Best for: Fits when regulated labs need traceable sample custody plus API-driven instrument and systems integration.
LabCollector
SMBModular laboratory management software for inventory, samples, protocols, equipment, and electronic records.
Configurable transfer and usage workflows with governed permissions that preserve event-level traceability across the inventory lifecycle.
LabCollector supports chemical inventory management and lab workflows with configurable item types, locations, and user roles for day-to-day tracking. It also centralizes laboratory sample tracking and documentation processes for audit-ready handoffs such as transfers and usage records.
Integrations cover common lab system needs via API access and connector-style data exchange for instrument and reporting links. Automation is driven through workflow configuration rather than code, with controls for who can create, edit, and approve records.
- +Workflow configuration supports controlled lab processes without custom code
- +API access enables integration with other lab and data systems
- +Role-based permissions support governance for inventory and records
- +Transfer and usage events provide traceability for item life cycles
- –Some advanced validation and electronic signature flows require extra configuration effort
- –Complex lab setups need careful setup of statuses, permissions, and forms
- –Instrument integration depth can be limited without additional interfaces
- –Reporting formats may require tuning for nonstandard documentation layouts
Best for: Fits when chemical inventory and sample tracking need controlled workflows and traceability across departments.
LabKey Server
API-firstData management platform for scientific studies, laboratory workflows, sample data, and integrations.
Extensible server-side workflow and dataset model paired with REST APIs for custom lab processes.
LabKey Server is a scientific data and workflow server that serves lab teams needing shared assay execution views, structured data capture, and controlled access. It combines a web UI with dataset-level APIs for building custom LIMS-like workflows around sample tracking, analytical results, and reporting.
LabKey’s core strength comes from extensibility through server-side modules, REST endpoints, and configurable processes that can be reused across studies. It also supports audit-friendly governance through role-based access controls and activity tracking suited to regulated laboratory environments.
- +REST and dataset APIs support integration with instruments and downstream systems
- +RBAC plus audit-oriented activity records support governed lab workflows
- +Server-side customization enables study-specific forms and pipeline logic
- +Built-in reporting turns curated datasets into consistent results packages
- –LIMS-style setup often needs schema design and workflow configuration work
- –Electronic signatures and Part 11 controls require careful configuration discipline
- –Chromatography data system and spectroscopy data handling may require add-ons or interfaces
- –UI workflow authoring can feel heavier than purpose-built LIMS tools
Best for: Fits when shared analytical datasets and custom workflows matter more than out-of-the-box lab forms.
Conclusion
After evaluating 10 chemicals industrial materials, LabVantage LIMS stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right chemical lab software
Chemical lab software in this buyer's guide spans LIMS workflows and chemistry-first experiment traceability across LabVantage LIMS, Thermo Scientific SampleManager LIMS, STARLIMS, SciNote, Uncountable, Sapio Sciences, Labguru, CloudLIMS, LabCollector, and LabKey Server.
The coverage is grounded in how each product links sample accessioning to methods and results, how custody and status events get governed, and how much automation can be driven through configuration or APIs. LabVantage LIMS leads the set for auditable sample-to-results lineage, while Thermo SampleManager focuses on end-to-end custody lifecycle control and STARLIMS emphasizes status-driven accession-to-report traceability.
Chemical lab software for sample-to-results traceability, custody events, and governed workflows
Chemical lab software captures chemical experiment and analytical activity as structured records that connect sample accessioning, executed steps, and reported results into auditable chains. In regulated labs, that usually means configurable workflow templates, controlled routing of sample states, and event-level history tied to specific sample and analysis records.
LabVantage LIMS anchors traceability by linking accession, methods, and results into one auditable sample lineage chain, while Thermo Scientific SampleManager LIMS binds instrument outputs to each sample and analysis record through lifecycle-driven custody and status management. STARLIMS reinforces the same end-to-end control using status-driven lifecycle tracking that ties custody, executed steps, and reporting templates into a governed workflow.
Category-specific evaluation criteria for chemical lab software
Chemical lab software needs sample accessioning, executed steps, and results reporting tied into a single audit trail that can survive workflow edits. The strongest products keep lineage anchored so each status change, custody event, and analysis record stays connected to the same sample identifiers.
Configurable sample-to-results lineage with workflow-driven traceability
LabVantage LIMS links accession, methods, and results into one auditable sample lineage chain. STARLIMS ties custody, executed steps, and reporting templates into a status-driven traceable workflow.
Lifecycle custody and status routing bound to analysis records
Thermo Scientific SampleManager LIMS centers configurable statuses and custody events that remain tied to sample and analysis records. CloudLIMS provides end-to-end custody history linked to sample records through an API-first integration pattern.
Chemistry-first experiment modeling that connects accessioning to downstream outputs
Sapio Sciences links chemistry workflow definitions to sample accessioning and downstream method and results records. Uncountable models experiment state and document requirements around each study so protocol steps and outcomes stay synchronized.
API and extensibility for instrument and dataset integration
LabKey Server pairs REST and dataset APIs with server-side extensible workflow logic for custom lab processes. CloudLIMS and LabCollector both provide API access that supports instrument and external-system connectivity, but LabKey Server emphasizes dataset API structures for shared analytical work.
Governed change history for regulated workflows
LabVantage LIMS and STARLIMS support auditable record histories tied to regulated workflows that change under governed templates. LabKey Server emphasizes RBAC plus audit-oriented activity records and requires configuration discipline for electronic signature and Part 11 controls.
How to choose chemical lab software by workflow architecture, integration depth, and governance
The right selection depends on whether the lab wants workflow templates to drive sample execution and results reporting, or whether experiment records and dataset structures act as the system’s primary organizing layer. The decision also depends on how much of instrument integration and analytical data structuring can be configured versus engineered.
Choose the system that anchors traceability: lineage workflow or experiment record
If traceability must be anchored in configurable sample-to-results lineage, LabVantage LIMS connects accession, methods, and results into one auditable chain. If traceability should remain anchored in status and reporting steps, STARLIMS ties custody, executed steps, and reporting templates into one governed workflow.
Match custody control depth to the lab’s routing and status complexity
If sample custody lifecycle control with configurable statuses is the primary governance need, Thermo Scientific SampleManager LIMS keeps instrument results bound to each sample and analysis record. If the lab’s requirement is strong event-level custody history plus API-driven integration, CloudLIMS provides chain-of-custody style material movement linked to sample records.
Pick chemistry-first workflow modeling when experiment definitions drive execution
For chemistry teams that need end-to-end experiment traceability with sample linkage across accessioning to downstream records, Sapio Sciences uses chemistry-first workflow definitions. For teams that need experiment-first automation where protocol steps and required records stay connected to outcomes, Uncountable models state and document orchestration around each experiment.
Size integration work by API posture and integration mapping requirements
If the lab needs REST and dataset APIs with extensible server-side workflow for custom analytical datasets, LabKey Server supports that integration pattern but requires LIMS-style workflow setup and schema design work. If the lab expects API-first instrument connectivity with reference data supporting consistent chemical and sample registration, CloudLIMS offers an API-first approach but still needs admin effort to keep analytical data views consistent across instruments.
Validate governance fit through workflow configuration capability and admin load
If the lab expects to reuse workflow templates to reduce rework across assays, LabVantage LIMS emphasizes configurable workflow templates plus method and instrument associations. If the lab’s processes include many one-off pathways, Thermo Scientific SampleManager LIMS can require heavy workflow configuration effort that increases setup overhead.
Confirm that inventory and chain-of-custody depth match the lab’s operational model
If container-centric inventory and custody depth is needed alongside experiment traceability, STARLIMS and LabVantage LIMS focus on accession-to-results control with governed documentation and audit trails. If inventory depth is secondary to controlled transfer and usage workflows with governed permissions, LabCollector targets transfer and usage workflows with event-level traceability across the inventory lifecycle.
Who should adopt chemical lab software with these traceability and governance capabilities
Chemical lab software in this set fits labs that must connect sample accessioning, executed laboratory steps, and instrument-linked results into audit-ready chains. It also fits organizations that need controlled workflow routing so sample state changes and analysis records align under consistent templates and governance rules.
Regulated analytical and chemistry labs running standardized assays
LabVantage LIMS and STARLIMS fit standardized assay execution because both products connect accession, methods, and results through configurable workflow templates or status-driven workflows. These tools also emphasize audit trails tied to record change history for accountable updates.
Regulated labs where sample custody lifecycle and routing are the primary risk controls
Thermo Scientific SampleManager LIMS is designed for configurable statuses and custody events bound to sample and analysis records. CloudLIMS supports traceable custody history plus API-driven instrument connectivity when external systems integration matters.
Multi-study chemical teams that treat experiment state as the control plane
Uncountable and SciNote align execution control with protocol templates or experiment orchestration so protocol steps stay bound to required records and outcomes. This model helps teams keep record capture consistent across routine chemical work.
Organizations that need extensibility for custom analytical datasets and workflows
LabKey Server is a strong fit when shared analytical datasets and custom workflows matter more than out-of-the-box lab forms because it provides REST and dataset APIs. It also supports RBAC plus audit-oriented activity records, but electronic signatures and Part 11 controls require careful configuration discipline.
Mid-size labs consolidating inventory tracking into experiment-linked reporting
Labguru ties structured experiments to SOP-linked documentation and includes batch-level chemical inventory tracking. LabCollector supports controlled transfer and usage workflows with governed permissions when inventory governance across departments is the main priority.
Common failure points when implementing chemical lab software
Most deployment failures come from mismatched workflow architecture and insufficient configuration discipline. The second failure mode comes from underestimating how mapping and admin effort scale with instrument variety and multi-method complexity.
Treating workflow configuration as a one-time setup instead of an ongoing governance process
LabVantage LIMS can reduce rework with configurable workflow templates, but automation depth depends on careful workflow configuration that stays consistent with assay practice. STARLIMS requires skilled administration because complex multi-method setups can increase template maintenance effort.
Under-scoping integration mapping work for instrument and external-system connectivity
Thermo Scientific SampleManager LIMS and SciNote both report that integration coverage can require extra effort when workflows do not match common templates. LabVantage LIMS also flags that advanced integrations need mapping setup across instruments and fields.
Assuming all tools store analytical data in a way that stays consistent across instruments without admin involvement
CloudLIMS calls out that analytical data structure and views need admin effort to remain consistent across instruments. LabKey Server shifts complexity into schema design and workflow configuration work, which is necessary for custom lab processes.
Choosing an experiment-record-first system when container-centric custody and inventory governance are central
Uncountable and Sapio Sciences emphasize experiment workflow automation and chemistry traceability, but inventory and chain-of-custody depth can be thinner than container-centric LIMS for certain governance needs. LabCollector provides governed transfer and usage workflows, but complex setups still require careful setup of statuses, permissions, and forms.
Neglecting signature and Part 11 controls configuration discipline in extensible platforms
LabKey Server supports RBAC and audit-oriented activity records, but electronic signatures and Part 11 controls require careful configuration discipline. This governance work must be planned before migration because schema and workflow configuration can affect compliance behavior.
How We Selected and Ranked These Tools
We evaluated chemical lab software across workflow-driven traceability, lifecycle custody behavior, and integration surfaces that connect instruments and external systems. Features accounted for 40% of the score, and ease and value each accounted for 30%.
LabVantage LIMS separated clearly by linking accession, methods, and results into one auditable sample lineage chain with configurable workflow templates that reduce rework across assays. Thermo Scientific SampleManager LIMS and STARLIMS ranked highly for custody and status-driven traceability, but their tradeoffs focused on heavier workflow configuration for one-off processes and template maintenance effort for complex multi-method setups.
Frequently Asked Questions About chemical lab software
Which tool better supports configurable sample-to-results automation with auditable lineage?
How do LabVantage LIMS and Thermo Scientific SampleManager handle instrument integration for traceable reporting?
How does API-based integration differ between CloudLIMS and Uncountable?
When does each system excel at electronic chain of custody versus general sample tracking?
What breaks if role-based access and approval governance are weak in a regulated chemical lab?
How do data migration and schema redesign usually impact LabKey Server compared with STARLIMS?
Which system is better suited to chemical protocol templates that bind steps to consistent record capture?
Where does extensibility fall short in out-of-the-box tools compared with LabKey Server?
How do LabCollector and Labguru differ in how day-to-day changes are controlled for audit-ready handoffs?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
- Chemicals Industrial MaterialsTop 10 Best Chemical Manufacturing Software of 2026
- Science ResearchTop 10 Best Lab Software of 2026
- Chemicals Industrial MaterialsTop 10 Best Chemical Inventory Tracking Software of 2026
- Business FinanceTop 10 Best Chemical Labeling Software of 2026
- Food Service RestaurantsTop 10 Best Food Labelling Software of 2026
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