Data as of Aug 25, 2026 · Based on 947 AI responses · Shares cover the last 30 days · See how Parse measures this
LIMS and ELN Lab Software
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Sapio Sciences has emerged as the top-cited platform for lab informatics, frequently recommended for its integrated LIMS, ELN, and data management capabilities. However, AI responses increasingly segment the market, consistently highlighting as the leader for biology-specific electronic lab notebooks (ELNs) and for protocol building and management.
| # | Brand | What AI says | Mention rate |
|---|---|---|---|
| 1 | Cited for its unified platform combining LIMS, ELN, and scientific data management. | 39% | |
| 2 | Dominant ELN for molecular biology, praised for its built-in design tools. | 36% | |
| 3 | A common alternative combining ELN functions with inventory and sample management features. | 29% | |
| 4 | Frequently recommended for protocol management and as a flexible, cost-effective ELN for academia. | 28% | |
| 5 | A well-established ELN, frequently cited for academic and institutional collaboration. | 26% | |
| 6 | 22% | ||
| 7 | Mentioned as an enterprise-grade LIMS for complex, multi-assay lab workflows. | 22% | |
| 8 | 18% | ||
| 9 | Consistently cited for enforcing SOPs in enterprise and regulated environments. | 17% | |
| 10 | 17% | ||
| 11 | 16% | ||
| 12 | Rose to prominence in early 2026 for its NGS-focused | 14% | |
| 13 | 11% | ||
| 14 | 10% | ||
| 15 | 9% | ||
| 16 | 8% | ||
| 17 | 8% | ||
| 18 | 7% | ||
| 19 | 7% | ||
| 20 | 5% | ||
| 21 | 5% | ||
| 22 | 5% | ||
| 23 | 5% | ||
| 24 | 4% | ||
| 25 | 4% |
Who wins on each AI
The same market, seen by two models.
Sources AI cited
sapiosciences.com is the page AI reaches for most here, cited in 58% of analyzed answers.
Soared from no mentions in Oct 2025 to a 40% mention rate by Mar 2026.
“A noteworthy option combining LIMS and ELN features for NGS.” → “A leading, modern, AI-driven platform with broad integration capabilities.”
Emerged as a top recommendation for NGS labs in early 2026 with its Lockbox LIMS.
Dropped from rank #5 to #14 between Oct 2025 and Mar 2026 as SciNote gained prominence.
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| 57% | 37% | ||
| 13% | 43% | ||
| 37% | 22% | ||
| 26% | 31% | ||
| 31% | 22% |
The two models disagree most about Agilent Technologies (ChatGPT #22, Google #10) and LabVantage (ChatGPT #8, Google #20).
Across 947 AI responses, Sapio Sciences is mentioned most, named in 39% of them, followed by Benchling (36%) and Labguru (29%).
Parse measures each brand's mention rate — the share of answers naming it — across 947 AI responses to this market's buyer questions over the last 30 days. Answers are collected daily and the ranking is re-measured on the same 30-day window.
Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.
Answers focus on platforms with purpose-built genomics workflows, with responses evolving over the analysis period. Early answers cited a mix of players like Sapio Sciences and
Scispot, but by early 2026,
Third Wave Analytics (with
LIMS) and emerged as strong, specialized competitors.
Answers focus on platforms with purpose-built genomics workflows, with responses evolving over the analysis period. Early answers cited a mix of players like Sapio Sciences and
Scispot, but by early 2026,
Third Wave Analytics (with LIMS) and emerged as strong, specialized competitors.
Responses to this prompt closely mirror those for high-volume NGS labs, recommending platforms with strong instrument connectivity. Sapio Sciences and became prominent recommendations through the window. Later in the period, , and were also frequently cited as strong, flexible contenders for NGS integration.
Brands mentioned
Brands mentioned
Responses to this prompt closely mirror those for high-volume NGS labs, recommending platforms with strong instrument connectivity. Sapio Sciences and
Third Wave Analytics became prominent recommendations through the window. Later in the period,
Labii,
LabCollector and
LIMS.Science were also frequently cited as strong, flexible contenders for NGS integration.