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So why do most labs still capture only a fraction of these benefits? We explain.",[],{"dimensions":322,"alt":325,"copyright":326,"url":327,"id":328,"edit":329},{"width":323,"height":324},2237,1458,"A lab automation engineer working with her laptop",null,"https://images.prismic.io/unitelabs/aiqBmKlQnVZVEM6T_Labautomator3.jpg?auto=format,compress","aiqBmKlQnVZVEM6T",{"x":26,"y":26,"zoom":38,"background":330},"transparent","Jamie Beach","2026-06-16",[334,553],{"variation":335,"version":336,"items":337,"primary":338,"id":551,"slice_type":552,"slice_label":326},"default","initial",[],{"content":339},[340,343,346,349,352,355,359,373,385,393,403,412,421,428,437,447,450,453,462,471,485,490,493,496,502,516,524,533,548],{"type":318,"text":341,"spans":342,"direction":315},"The benefits of lab automation seem clear: fewer errors, higher throughput, big cost savings. Yet most labs are still operating as “islands of automation”. Scientists are still moving data around on a USB stick. ",[],{"type":318,"text":344,"spans":345,"direction":315},"Why? It all comes down to connectivity and shared language…",[],{"type":318,"text":347,"spans":348,"direction":315},"Most labs add new devices as the science requires, and each device ships with its own vendor software. Therein lies the challenge: these devices cannot talk to each other easily. So they remain siloed, dependent on a helpful human walking their data from one location to another.",[],{"type":318,"text":350,"spans":351,"direction":315},"The solution? API-first connectivity and instrument-agnostic automation that produces clean, machine-readable, structured data. That’s the foundation AI-driven labs need, and it will rapidly become table stakes for any lab wanting to do complex science in the near future.",[],{"type":318,"text":353,"spans":354,"direction":315},"At UniteLabs, we believe that the ultimate goal is to build a factory of science-ready data that becomes your competitive moat… Faster pipetting is just the cherry on top.",[],{"type":356,"text":357,"spans":358,"direction":315},"heading2","What Are the Benefits of Lab Automation?",[],{"type":318,"text":360,"spans":361,"direction":315},"Let’s recap with the big wins that lab automation can deliver (at least in theory):",[362],{"start":363,"end":364,"type":365,"data":366},35,49,"hyperlink",{"id":367,"type":299,"tags":368,"lang":17,"slug":369,"first_publication_date":370,"last_publication_date":371,"uid":369,"url":372,"link_type":23,"isBroken":8},"aeuO4BIAACsA8Q09",[302],"what-is-lab-automation","2026-04-26T12:11:22+0000","2026-06-16T12:45:55+0000","/resources/blog/what-is-lab-automation/",{"type":318,"text":374,"spans":375,"direction":315},"Firstly, fewer errors is an appealing benefit when each lab run can cost many thousands of dollars. Somewhere between 87% and 93% of lab errors are thought to happen in the pre- and post-analytical steps of an experiment, when manual work typically happens.",[376,380],{"start":377,"end":378,"type":379},9,21,"strong",{"start":381,"end":382,"type":365,"data":383},100,117,{"link_type":133,"url":384,"target":136},"https://academic.oup.com/clinchem/article-abstract/65/5/634/5608051?redirectedFrom=fulltext",{"type":318,"text":386,"spans":387,"direction":315},"Another long-run study in clinical labs found a 300-fold drop (!) in error rates over a decade, attributable to automation plus other factors like standardization, quality control rules, and better training. That’s huge.",[388],{"start":389,"end":390,"type":365,"data":391},40,45,{"link_type":133,"url":392,"target":136},"https://journals.sagepub.com/doi/full/10.1258/acb.2009.009222",{"type":318,"text":394,"spans":395,"direction":315},"Secondly, higher throughput becomes a reality. A major multicenter study of full automation in microbiology measured productivity gains of 18% to 93% across sites. Why the big variance? The more steps you automate, the bigger the gains.",[396,399],{"start":397,"end":398,"type":379},10,27,{"start":364,"end":400,"type":365,"data":401},72,{"link_type":133,"url":402,"target":136},"https://journals.asm.org/doi/10.1128/jcm.01969-20",{"type":404,"url":405,"alt":406,"copyright":326,"dimensions":407,"id":410,"edit":411},"image","https://images.prismic.io/unitelabs/aiqB4qlQnVZVEM7U_Labautomator2.jpg?auto=format,compress","A platform leader working with her laptop",{"width":408,"height":409},1869,1051,"aiqB4qlQnVZVEM7U",{"x":26,"y":26,"zoom":38,"background":330},{"type":318,"text":413,"spans":414,"direction":315},"Thirdly, scientists win more time for science with lab automation. In microbiology labs, manual pre-analytical work like specimen processing and plating consumes around a third of their time.",[415,417],{"start":416,"end":390,"type":379},24,{"start":418,"end":419,"type":365,"data":420},153,161,{"link_type":133,"url":384,"target":136},{"type":318,"text":422,"spans":423,"direction":315},"Automation hands that time back. One study found labs freed the equivalent of between 3.9 and 13.6 full-time employees after automating, and could move staff onto work that needs human judgment.",[424],{"start":425,"end":426,"type":365,"data":427},33,48,{"link_type":133,"url":402,"target":136},{"type":318,"text":429,"spans":430,"direction":315},"Fourthly, cost savings start to look significant. One site in the same multicenter study cut labor cost per specimen by 38%. And the annual labor savings across all sites ran up to millions of dollars.",[431,433],{"start":397,"end":432,"type":379},22,{"start":434,"end":435,"type":365,"data":436},83,88,{"link_type":133,"url":402,"target":136},{"type":318,"text":438,"spans":439,"direction":315},"Finally, human operators enjoy improved safety, as they are physically touching equipment and samples less often. For example, repetitive pipetting is a documented cause of strain injuries like carpal tunnel and tendonitis. And we’d rather a robot handle an infectious or toxic specimen than a human (sorry, robots).",[440,443],{"start":441,"end":442,"type":379},31,46,{"start":418,"end":444,"type":365,"data":445},169,{"link_type":133,"url":446,"target":136},"https://www.labmanager.com/reducing-repetitive-strain-injury-rsi-with-automated-liquid-handlers-35193",{"type":356,"text":448,"spans":449,"direction":315},"Why Those Benefits Don’t Materialize In the Real World",[],{"type":318,"text":451,"spans":452,"direction":315},"So why are most labs leaving many of these benefits on the table? Because labs usually have devices from a range of vendors, each of which ships with its own software and “speaks” a different protocol.",[],{"type":318,"text":454,"spans":455,"direction":315},"This means that labs tend to end up with multiple “islands of automation”, which can’t communicate, orchestrate, or produce a stream of valuable data. This is the problem that UniteLabs solves with our Python-based approach to automation. Find out more.",[456],{"start":457,"end":458,"type":365,"data":459},239,252,{"id":460,"type":15,"tags":461,"lang":17,"slug":18,"first_publication_date":19,"last_publication_date":20,"uid":21,"url":227,"link_type":23,"isBroken":8},"aXCz0BAAACEA8zfd",[],{"type":404,"url":463,"alt":464,"copyright":326,"dimensions":465,"id":468,"edit":469},"https://images.prismic.io/unitelabs/aW-P0QIvOtkhBvVJ_Automate.png?auto=format%2Ccompress&rect=38%2C0%2C1996%2C1080&w=1072&h=580","UniteLabs is modular by design, and scalable by nature",{"width":466,"height":467},1072,580,"aW-P0QIvOtkhBvVJ",{"x":470,"y":26,"zoom":38,"background":330},38,{"type":318,"text":472,"spans":473,"direction":315},"The impact on scientists and lab automators here is real: scientists spend too much time walking data from one machine to another, and lab automators are forced to write brittle workaround scripts, and act as a support hotline (because they understand the devices deeply).",[474,479],{"start":475,"end":416,"type":365,"data":476},14,{"id":477,"type":15,"tags":478,"lang":17,"slug":53,"first_publication_date":54,"last_publication_date":55,"uid":56,"url":57,"link_type":23,"isBroken":8},"abF1UBEAACIAchKF",[],{"start":480,"end":481,"type":365,"data":482},29,43,{"id":483,"type":15,"tags":484,"lang":17,"slug":31,"first_publication_date":32,"last_publication_date":33,"uid":34,"url":35,"link_type":23,"isBroken":8},"abA3BxEAACIAb8C9",[],{"type":318,"text":486,"spans":487,"direction":315},"Our main takeaway is this: the benefit ceiling of lab automation is determined by how well your devices talk to each other. An “automated” lab with siloed instruments only captures a small fraction of the potential you actually paid for. ",[488],{"start":26,"end":489,"type":379},25,{"type":318,"text":491,"spans":492,"direction":315},"We want to change that.",[],{"type":356,"text":494,"spans":495,"direction":315},"The “Hidden” Benefit That Hits Hardest",[],{"type":318,"text":497,"spans":498,"direction":315},"While faster, cheaper, safer lab research is obviously a good thing, there’s one extra benefit to lab automation that we at UniteLabs believe has an even bigger impact: reams of useful data.",[499],{"start":500,"end":501,"type":379},81,86,{"type":318,"text":503,"spans":504,"direction":315},"API-integrated lab instruments produce clean, machine-readable, structured data at scale. This data can be piped into a LIMS, ELN, or data lake of choice, ready to go. That’s the foundation that advanced labs are buying today to deliver the discoveries of tomorrow. ",[505],{"start":506,"end":507,"type":365,"data":508},107,112,{"id":509,"type":299,"tags":510,"lang":17,"slug":511,"first_publication_date":512,"last_publication_date":513,"uid":514,"url":515,"link_type":23,"isBroken":8},"ahBylBEAAC4AD2ae",[302],"lab-data-management-explained","2026-05-25T15:56:27+0000","2026-06-16T12:48:48+0000","lab-data-management","/resources/blog/lab-data-management/",{"type":404,"url":517,"alt":518,"copyright":326,"dimensions":519,"id":522,"edit":523},"https://images.prismic.io/unitelabs/aCybjCdWJ-7kSWrf_AIDriven.jpg?auto=format%2Ccompress&rect=1%2C0%2C7092%2C3546&w=1000&h=500","A look inside an AI-driven lab",{"width":520,"height":521},1000,500,"aCybjCdWJ-7kSWrf",{"x":38,"y":26,"zoom":38,"background":330},{"type":318,"text":525,"spans":526,"direction":315},"\"We remove vendor software from the middle,\" says Robert Zechlin, Co-CEO of UniteLabs. \"That gives customers better observability into what the instrument is actually doing, and makes it possible to control different instruments in a more consistent way.\"",[527,530],{"start":390,"end":364,"type":365,"data":528},{"link_type":133,"url":529,"target":136},"https://www.rdworldonline.com/unitelabs-is-building-the-software-layer-for-automated-labs/",{"start":531,"end":532,"type":379},50,64,{"type":318,"text":534,"spans":535,"direction":315},"We’re already talking to many of these labs, and we see the same goal crop up time and again: they tell us that they want to close the loop and build a “factory” of science-ready data, with full context and sample lineage.",[536,542],{"start":537,"end":538,"type":365,"data":539},125,139,{"id":540,"type":15,"tags":541,"lang":17,"slug":74,"first_publication_date":64,"last_publication_date":75,"uid":76,"url":77,"link_type":23,"isBroken":8},"aMKx0xMAACIAgODy",[],{"start":543,"end":544,"type":365,"data":545},165,183,{"id":546,"type":15,"tags":547,"lang":17,"slug":83,"first_publication_date":64,"last_publication_date":84,"uid":85,"url":86,"link_type":23,"isBroken":8},"aMKyExMAACEAgOFR",[],{"type":318,"text":549,"spans":550,"direction":315},"They’re betting this becomes their defensible moat and frees up their scientists and lab automators to focus on the work they actually signed up for.",[],"rich_text$f0713c76-0376-475c-b6a3-493d5380c0b5","rich_text",{"variation":335,"version":336,"items":554,"primary":555,"id":601,"slice_type":602,"slice_label":326},[],{"subheading":556,"image":560,"text":569},[557],{"type":356,"text":558,"spans":559,"direction":315},"Discover UniteLabs",[],{"dimensions":561,"alt":564,"copyright":326,"url":565,"id":566,"edit":567},{"width":562,"height":563},519,346,"Lab scientists discussing an experiment","https://images.prismic.io/unitelabs/aCybiydWJ-7kSWre_ClosetheLoop.jpg?auto=format%2Ccompress&rect=0%2C2%2C5192%2C3461&w=519&h=346","aCybiydWJ-7kSWre",{"x":26,"y":568,"zoom":38,"background":330},2,[570,578,589],{"type":318,"text":571,"spans":572,"direction":315},"Want to find out more about the UniteLabs platform? Head to our Solutions Overview.",[573],{"start":574,"end":575,"type":365,"data":576},63,82,{"link_type":133,"url":577,"target":136},"https://unitelabs.io/lab-automation-solutions/",{"type":318,"text":579,"spans":580,"direction":315},"Read our latest case study to discover how biotech startup Cradle boosted lab efficiency 4x by integrating UniteLabs with Benchling to automate data and workflows.",[581,586],{"start":582,"end":583,"type":365,"data":584},16,26,{"link_type":133,"url":585,"target":136},"https://unitelabs.io/resources/blog/cradle-benchling-case-study/",{"start":587,"end":588,"type":379},59,65,{"type":318,"text":590,"spans":591,"direction":315},"Or simply book a call with one of our experts to find out how we can transform your lab!",[592],{"start":397,"end":378,"type":365,"data":593},{"id":594,"type":15,"tags":595,"lang":17,"slug":596,"first_publication_date":597,"last_publication_date":598,"uid":599,"url":600,"link_type":23,"isBroken":8},"aikV-REAACsAckaw",[],"book-a-demo","2026-06-10T09:41:16+0000","2026-06-11T10:44:25+0000","book-demo","/company/book-demo/","uneven_text_image_pair$2c100931-adb3-429a-a179-b5abc1784721","uneven_text_image_pair",1781618439629]