ESTC vs MDB

Elastic positions itself as a 'Search AI' company and is actively shipping AI-specific products and integrations. Key AI launches/releases this quarter include Agent Builder (general availability), Elastic Workflows (technical preview), NVIDIA cuVS GPU-accelerated vector indexing (technical preview), and expanded Elastic Inference Service (EIS) capabilities including Cloud Connect and Jina model support. Integrations with Amazon Bedrock AgentCore and recognition from AWS (Agentic AI Specialization) are notable partnership proof points. Management frames the company's competitive advantage around providing real-time context for LLMs and reports robust commercial performance (Q3 total revenue $450M, +18% YoY) with positive non-GAAP profitability metrics. Guidance for Q4 and fiscal year point to continued growth. Overall tone is bullish with high innovation intensity and moderate-to-high confidence in execution, while standard macro, FX, and market risks are called out in forward-looking language.

MongoDB reported strong Q4 FY2026 results: total revenue $695.1M (up 27% YoY), non-GAAP gross margin 75%, non-GAAP operating income $158.8M, GAAP net income $15.5M, and free cash flow $176.7M. The company launched and integrated multiple AI-specific offerings under the Voyage AI by MongoDB brand (including Voyage 4 embedding models), added Automated Embedding for Community Vector Search, embedding and reranking model APIs for Atlas, and introduced an AI-powered data operations assistant for MongoDB Compass and Atlas Data Explorer. MongoDB expanded its MongoDB for Startups program (members > $200B aggregate valuation) and highlighted deep integrations with AWS AI services (Amazon Bedrock, SageMaker, Amazon Q). Management frames AI and developer-facing embedding/vector search, reranking, and retrieval capabilities as strategic drivers of Atlas adoption and future revenue, and issued Q1 FY2027 revenue guidance of $659M–$664M and FY2027 revenue guidance of $2.86B–$2.90B with non-GAAP EPS guidance of $1.15–$1.19 (Q1) and $5.75–$5.93 (FY). Tone is bullish with high innovation signals and moderate risk language around AI reputation and macro factors.