Knowledge Tree
Elastic
Facts (10)
Sources
LLM Observability: How to Monitor AI When It Thinks in Tokens | TTMS ttms.com Feb 10, 2026 3 facts
claimElastic has developed an LLM observability module that collects prompts, responses, latency metrics, and safety signals into Elasticsearch indices for organizations using the Elastic Stack.
claimElastic's AI guide states that if an AI system leaks sensitive data or produces inappropriate content, the consequences can range from regulatory fines to serious reputational damage, impacting the company's bottom line.
procedureIn-house LLM observability involves using existing logging and monitoring infrastructure, such as Splunk or Elastic, and open-source tools to instrument AI applications by recording prompts, outputs, and custom metrics like token counts and error rates.
Archetypes of open-source business models | Electronic Markets link.springer.com Jun 14, 2022 3 facts
referenceThe article 'It’s not OK: Elastic takes aim at AWS, at the risk of major collateral damage' by Tom Krazit (2021) discusses the conflict between Elastic and Amazon Web Services (AWS) regarding open source licensing and business strategy.
accountElastic relicensed its open-source search engine after Amazon launched the Amazon OpenSearch Service, which Elastic viewed as exploiting their open-source product, as noted by Banon (2021).
claimElastic's decision to relicense its open-source search engine was controversially discussed in the open-source community because the firm had previously promised not to change its license model, according to Krazit (2021).
Business model: Open Source - Learning Loop learningloop.io 2 facts
claimDuring the 2000s and 2010s, companies generated revenue from open source products or platforms through services, dual-licensing models (such as MySQL), or the 'open core' model (such as Elastic and MongoDB).
claimElastic generates revenue by offering a cloud-hosted version of the Elasticsearch software alongside additional commercial features.
What is the impact of open-source on the tech industry? - Milvus milvus.io 1 fact
claimElastic and MongoDB changed their software licenses to prevent Amazon Web Services from offering managed versions of their databases without reciprocity, highlighting the tension between monetization and open-source sustainability.
Open-source license - Wikipedia en.wikipedia.org 1 fact
claimElastic, an open-core developer, switched from the Apache license to the 'source-available' Server Side Public License.