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Top 10 COSS startups in the ROSS Index for 2023

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Top 50 COSS startups in the ROSS Index for 2023

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ROSS Index: Contributors, stars, and funding

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A newfangled account highlight the demand for startups building open source shaft and technologies for the snowballing AI revolution , with the contiguous data infrastructure vertical also inflame up .

Runa Capital , a venture chapiter ( VC ) firm that left Silicon Valley andmoved its headquarters to Luxembourgin 2022 , has publish the Runa Open Source Startup ( ROSS ) Index forthe past four yr , shining a igniter on thefastest - growing commercial-grade open seed software(COSS ) startups . The company publishes quarterly update , but last yr itproduced its first annual report , drive a top - down view of the whole of 2022 — something it ’s repeating now for 2023 .

Data is close aligned with AI because AI relies on data for learning and name predictions , and this requires infrastructure to negociate the collection , entrepot , and processing of that data . And these digressive trends clash in this theme .

hit top - stain in the ROSS Index for last year wasLangChain , a two - year - old San Francisco – based inauguration that has developedan candid source frameworkfor building apps based on large oral communication models ( LLMs ) . The company ’s main project passed 72,500 star in 2023 , with Sequoia go on tolead a $ 25 million Series A beat into LangChainjust last month .

Elsewhere in the top 10 isReflex , anopen source frameworkfor creating web apps in thoroughgoing Python , with the ship’s company behind the product recentlysecuring a $ 5 millionseed investment;AITable , a spreadsheet - establish AI chatbot builder and something consanguine toan opened source Airtablecompetitor;Sismo , a privacy - focused political program that allows drug user toselectively disclose personal datato applications;HPC - AI , which is work up a distributed AI growth and deployment platform in a get-up-and-go to become something like the OpenAI of Southeast Asia ; and undefended generator vector database Qdrant , whichrecently secured $ 28 millionto capitalize on the burgeoning AI gyration .

A broader looking at at the “ top 50 trending ” open reference startups last year reveals that more than half ( 26 ) are related to AI and information infrastructure .

It ’s difficult to properly equate the 2023 index with the previous class from a vertical perspective , due largely to the fact that businesses often pivot or change their product positioning to suit what ’s hot today . With theChatGPT hype traingoing full throttle last year , this may have led former - stage startup to alter their focusing , or even just place greater emphasis on the existing “ AI ” element of their ware .

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But asgenerative AI ’s breakthrough year , it ’s well-fixed to see why demand for open author componentry might skyrocket , as caller of all sizes search to keep apace with proprietary AI juggernauts such as OpenAI , Microsoft , and Google .

Geographies

Open beginning computer software has also always been very distributed , with developers from all over the globe contributing . This ethos often translates into commercial open source startup that might not have a traditional mall of gravity anchored by a brick - and - mortar HQ .

However , the ROSS Index go some manner toward bringing geographics into the picture , reporting that 26 company on the list have an HQ in the U.S. , though 10 of these companionship originated elsewhere and still have founder or employee base in other locales .

In total , the top 50 hailed from 17 disjoined nation , with 23 of the companies incorporate in Europe — a 20 % rise on the former twelvemonth ’s index . France counted the most COSS startups with seven , includingSismoandMassa , which are in the top 10 , while the U.K. soared from just one inauguration in 2022 to six in 2023 , placing it in second place from a European perspective .

Other notable tidbits to emerge from the story include programming languages — the ROSS Index recorded 12 linguistic communication used by the top 50 last year , versus 10 in 2022 . ButTypeScript , a JavaScript superset developed by Microsoft , remained the most popular , used by 38 % of the top 50 startups . Both Python and Rust grew in popularity , with Go and JavaScript dropping .

The top 50 ROSS Index participants jointly make headway 12,000 contributors in 2023 , while the overall GitHub star - count increase by nearly 500,000 . The forefinger also expose that funding into the top 50 COSS startups last year hit $ 513 million , an increment of 32 % on 2022 and 145 % on 2021 .

Methodology and context

It ’s deserving looking at themethodology behind all this — what divisor act upon whether a company is considered “ top trending ” ? For starters , all company included must have at least 1,000 GitHub stars ( a GitHub metric similar to a “ like ” in societal media ) to be considered . But asterisk - enumeration alone does n’t order us much about what ’s trending , given that stars are accumulated over metre — so a project that has been on GitHub for 10 years is likely to have accumulated more stars than one that has subsist for 10 months . alternatively , Runa measures the relative growth of the stars over a given period using an annualized growth rate ( AGR ) — this looks at the star value now versus a previous corresponding period to see what has grown most imposingly .

A degree of manual curation is involved here , too , given that the goal is to eke out open source “ startups ” specifically — so the Runa investment team pulls out projects that belong to a “ mathematical product - centre commercial organization , ” and it has to have been founded few than 10 years ago with less than $ 100 million in know funding .

define what constitutes “ open source ” has its own inherent challenge , too , as there is a spectrum of how “ capable source ” a inauguration is — some are more akin to “ open meat , ” where most of their major feature article are shut away behind a exchange premium paywall , and some have permit that are more restrictive than others . So for this , the conservator at Runa adjudicate that the startup must simply have a product that is “ somewhat associate to its open - source [ repositories ] , ” which obviously involves a point of subjectivity when deciding which 1 make the cut .

There are further nuance at play too . The ROSS Index adopts a specially liberal interpretation of “ overt root ” — for example , both Elasticand MongoDBabandoned their exposed source rootsfor licence that are “ beginning available , ” to protect themselves from being take reward of by the major cloud providers . harmonise to the ROSS Index ’s methodology , both these companies would restrict as “ open source ” — even though their permission are not formally approved as such by theOpen Source Initiative , and these specific exemplar companies no longer cite to themselves as “ open reservoir . ”

Thus , according to Runa ’s methodology , it expend what it name the “ commercial perception of loose - source ” for its report , rather than the actual license the party attach to its project . This means that restricted source - available licenses likeBSL(business reference license ) andSSPL(server side public license ) , which MongoDB introduced as part of its passage away from open source in 2018 , are very much on the fare as far as commercial ship’s company in the ROSS Index are concerned .

“ Such licenses maintain the OSS spirit — all its freedoms , except for slightly limited redistribution , which does not dissemble developers but grants original trafficker a long - terminus private-enterprise sharpness , ” Konstantin Vinogradov , Runa Capital ’s London - based universal partner , explained to TechCrunch . “ From a VC perspective , it is just an evolved playbook for exactly the same eccentric of companies . The opened root definition applies to software products , not companies . ”

There are other notable filter in shoes too . For instance , companies that are mostly focalise on provide professional services , or side projection with limited dynamic musical accompaniment or with no commercial element , are not include in the ROSS Index .

For comparative intention , there are other index finger and list out there that give a confidential information on the “ what s red-hot ” in the open author landscape . Another VC firm called Two Sigma Ventures maintains theOpen Source Index , for representative , which is alike in concept to Runa ’s , except it spans all manner of open source projects ( not just startups ) and has additional filter in topographic point , let in the ability to view by GitHub ’s “ watchers ” system of measurement , which some argue gives a more accurate picture of a labor ’s true popularity .

GitHub itself also put out atrending repositoriespage , which , like to Two Sigma Ventures , does n’t concentrate on the business organisation behind the projection .

So the ROSS Index has emerge as a utilitarian complementary tool for figuring out which open source “ startups ” specifically are worth keeping tabs on .