LIMS and ELN Lab Software in AI answers

Data as of Oct 21, 2026Based on 233 AI responsesReviewed by Dimitry Apollonsky

AI summary

Benchling holds a clear lead, recommended for biology electronic notebooks and protocol building from raw notes. For next-generation sequencing instrument connections, Illumina Clarity LIMS is the usual answer.

What’s changing · since July

Since July, Benchlingrising became the most named brand for protocol building with safety steps. Agilent SLIMSrising and Sapio Sciencesrising gained ground across the market, with Agilent SLIMSrising becoming one of the three most named options for direct sequencing integration.

Most-mentioned brands

Rank and Mentioned in · since Jul 5

#	Brand	Recommended for	Mentioned in
1	Benchling 43% molecular biology electronic lab notebooks and protocol drafting	molecular biology electronic lab notebooks and protocol drafting	43%
2	Sapio Sciences 31% configurable tablet workflows and science-led genomics data management	configurable tablet workflows and science-led genomics data management	31%
2	Illumina Clarity LIMSIllumina product line 30% direct native integration with next-generation sequencing instruments	direct native integration with next-generation sequencing instruments	30%
4	SciNote 23% traceable checklists and compliance management for research teams	traceable checklists and compliance management for research teams	23%
4	LabWare 21% enforcing multi-stage testing protocols and SOP compliance on mobile devices	enforcing multi-stage testing protocols and SOP compliance on mobile devices	21%
4	Thermo Fisher Scientific 20% laboratory execution systems guiding step-by-step SOPs on tablets	laboratory execution systems guiding step-by-step SOPs on tablets	20%
4	LabArchives 20% collaborative notebook data management for academic biology labs	collaborative notebook data management for academic biology labs	20%
4	Illumina 20% standardized plug-and-play ecosystems for genomics workflows	standardized plug-and-play ecosystems for genomics workflows	20%
4	Agilent SLIMSAgilent Technologies product line 18% combining LIMS and ELN features for NGS pipelines and quality control	combining LIMS and ELN features for NGS pipelines and quality control	18%
10	StarLIMS 15% native mobile execution modules for regulated clinical workflows	native mobile execution modules for regulated clinical workflows	15%
10	LabVantage 13%		13%
10	eLabFTW 11%		11%
13	Labguru 9%		9%
13	Agilent Technologies 9%		9%
13	Thermo Scientific SampleManager LIMSThermo Fisher Scientific product line 9%		9%
13	Sapio LIMSSapio Sciences product line 9%		9%
13	LabVantage LIMSLabVantage product line 7%		7%
13	Agilent OpenLab SyncAgilent Technologies product line 6%		6%
13	RSpace 6%		6%
13	LabVantage LESLabVantage product line 6%		6%
13	Labstep 6%		6%
22	Thermo Scientific Core LIMSThermo Fisher Scientific product line 6%		6%
22	Lockbox LIMSThird Wave Analytics product line 6%		6%
22	Tulip · tulip.co 5%		5%
22	SciSure 4%		4%
22	Protocol Builder Pro 4%		4%
22	Dotmatics 3%		3%
22	Oxford Nanopore Technologies 3%		3%
22	Genemod 3%		3%
22	CloudLIMS 3%		3%
31	Scholarly 3%		3%
31	Labii 3%		3%
31	Idbs 3%		3%
31	Vicena AI 2%		2%
31	LabProtocol.co 2%		2%
31	protocols.io 2%		2%
31	Scispot 2%		2%
31	Sapio ELNSapio Sciences product line 2%		2%
31	Labkey 2%		2%
31	PacBio 2%		2%
31	ChatGPT WorkOpenAI product line 2%		2%
31	ChemGenius.ai 2%		2%
31	Tulip · tulip.io 2%		2%
31	Mettler Toledo 1%		1%
31	LabKey Sample ManagerLabkey product line 1%		1%
31	LIMS.Science 1%		1%
31	WorkfloPlus 1%		1%
31	CGM LABDAQCompuGroup Medical product line 1%		1%
31	QBench 1%		1%
31	Third Wave Analytics 1%		1%
31	SnapGene 1%		1%
31	Element Biosciences 1%		1%
31	Tare 1%		1%
31	Olto Discovery 1%		1%
31	Protocol BuilderTeton Data product line 1%		1%
31	Protoly 1%		1%
31	FlaskTrack 1%		1%
31	ELabELN 1%		1%
31	Verbex 1%		1%
31	Lab Proto 1%		1%
31	ChatSOP 1%		1%
31	ChemLab AI 1%		1%
31	ClaudeOwned by Anthropic 1%		1%
31	CGI LIMS 1%		1%
31	SafetyBuilder.ai 1%		1%
31	Autoscribe Informatics — Matrix Gemini LIMSAutoscribe Informatics product line 1%		1%
31	OpenAI 1%		1%
31	Veeva LIMSVeeva product line 1%		1%
31	GPT-4oOpenAI product line 1%		1%
31	GeminiAlphabet product line 1%		1%
31	LabCollector 1%		1%
31	Anthropic 1%		1%
31	Seal 1%		1%
31	LabWare MOBILE 1%		1%
31	Signals NotebookRevvity Signals product line 1%		1%
31	IDBS E-WorkBookIdbs product line 1%		1%
31	EL&N 1%		1%
31	QLIMSOnQ Software product line 1%		1%
31	Autoscribe Informatics 1%		1%
31	GraphPad 1%		1%
31	LabVantage Genomics 1%		1%
31	MGI Tech 1%		1%
83	BioRender <1%		<1%
83	National Institutes of Health <1%		<1%
83	LabBuilder <1%		<1%
83	Danaher Life SciencesDanaher product line <1%		<1%
83	Sous.bio <1%		<1%
83	Protovera <1%		<1%
83	National Academies of Sciences, Engineering, and Medicine <1%		<1%
83	Basepair <1%		<1%
83	LabForge <1%		<1%
83	Provenza Floors <1%		<1%
83	BenchSci <1%		<1%
83	Opentrons <1%		<1%
83	ChemCopilot <1%		<1%
83	BIOVIA ONE LabDassault Systèmes product line <1%		<1%
83	Experimentally <1%		<1%
83	AI Protocol Generator <1%		<1%
83	ForgeSOP <1%		<1%
83	CITI Program <1%		<1%

Who leads each AI engine

ChatGPT SearchChatGPT Search: Benchling
Google AI ModeGoogle AI Mode: =1Sapio Sciences Benchling

Mentioned in on each engineChatGPT SearchGoogle AI Mode

Widest split: Sapio Sciences, 18% on ChatGPT Search and 44% on Google AI Mode.

Mentioned in on each AI engine, by brand
Brand	ChatGPT Search	Google AI Mode
Benchling	48%	39%
Sapio Sciences	18%	44%
Illumina Clarity LIMS	31%	29%
LabWare	26%	17%
Agilent SLIMS	7%	30%
Thermo Fisher Scientific	25%	15%
LabArchives	24%	17%
SciNote	22%	25%
Illumina	18%	21%
StarLIMS	22%	7%

Latest insights

Weeks of Jul 27 – Aug 30, 2026 · Since Jul 5

Sapio Sciences Gap between platforms: The platform gap for Sapio Sciences in LIMS and ELN Lab Software narrowed to 22.7 points, Google AI Mode ahead
Illumina Clarity LIMS Slipping: Illumina Clarity LIMSThermo Fisher Scientific moved ahead of Illumina Clarity LIMS in LIMS and ELN Lab Software
Illumina Clarity LIMS Gaining: Illumina Clarity LIMS moved ahead of LabWare in LIMS and ELN Lab Software
Illumina Clarity LIMS Slipping: Illumina Clarity LIMS fell behind SciNote in LIMS and ELN Lab Software
Illumina Clarity LIMS Gaining: Illumina Clarity LIMS now leads LabArchives in LIMS and ELN Lab Software, #5 to #6

and 7 more insightssee the ranking

Questions by topic1

Electronic lab notebook for biology scientists
- What's the best electronic lab notebook (ELN) for a scientist in a biology lab?
- What are the top-rated electronic lab notebooks for someone working in a biology lab?
- Which ELN software is most suitable for a scientist working in a biology laboratory?

I need a laboratory information management system that integrates directly with next-generation sequencing instruments.
What’s the strongest protocol builder from raw lab notes with safety steps?
We are a genomics lab processing high volumes of samples. What LIMS offers the best native integration with NGS (Next-Generation Sequencing) machines?
How do we standardize workflows? What LIMS allows us to enforce "step-by-step" execution of SOPs for technicians on tablets?

Sources AI cites99

61% of citations point at the ranked brands’ own sites. youtube.com, intuitionlabs.ai, reddit.com are the most-cited sites outside the ranked brands’ own domains.

LIMS and ELN Lab Software in AI answers

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