AI21 Labs vs Elastic

AI21 Labs — Foundation Models · Private · $1.4B valuation · 3 of 3 figures sourced  |  Elastic — Infrastructure · Public · $10.2B mkt cap · 4 of 4 figures sourced

Relationship

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

Aligned comparison

FieldAI21 LabsElastic
Size$1.4B valuation$10.2B mkt cap different basis
Employees—4,019
Founded20172012 5 yrs earlier
StatusPrivatePublic
CategoryFoundation ModelsInfrastructure
Stack layerAPI service, Agent platform, Data service, Model APIAgent platform, Application, Model API, Platform
HeadquartersTel Aviv, IsraelAmsterdam, Netherlands

Capability overlap

Shared · 3

Agent orchestrationModel inferenceKnowledge retrieval

Not verified for Elastic · 4

Document extractionModel trainingText generationSearch answers

Recorded for AI21 Labs. Elastic’s product records say nothing either way — a missing record is not a missing capability.

Not verified for AI21 Labs · 6

Data analysisEvaluation and observabilityModel hostingThreat detection and responseVector searchWorkflow automation

Recorded for Elastic. AI21 Labs’s product records say nothing either way — a missing record is not a missing capability.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

AI21 Labs

Agent platform

AI21 MaestroAgent platform

Planning system that runs multi-step tasks against a company's own data and validates the output against stated requirements.

Model API

AI21 StudioModel API

Hosted developer platform providing API/SDK access to AI21's Jamba foundation models with metered token pricing, a playground, file library, and web/file search tools.

Elastic

Agent platform

Elastic Agent BuilderAgent platform

A builder for custom AI agents that answer questions and take actions over data indexed in Elasticsearch, using configurable tools, skills and prompts.

Elastic WorkflowsAgent platform

An automation engine that runs both scripted steps and AI agents which reason through investigations and execute response actions against data in Elasticsearch.

Model API

Elastic Inference ServiceModel API

Hosted inference endpoint that runs Elastic-managed LLMs, the ELSER sparse-embedding model and third-party embedding models for ingest, search and chat without provisioning ML nodes in a customer's own Elasticsearch deployment.

No counterpart

AI21 Labs sells these in a stack layer with no product recorded for Elastic yet — nothing on the other side to compare them against.

API service

AI21 Intelligent GatewayAPI service

A drop-in endpoint that sits in front of an agent's model calls and cuts token spend — adaptive routing, context compaction, trajectory-aware savings decisions and caching — while validating output quality against coding benchmarks.

Data service

AI21 Post-TrainingData service

A dedicated model-customization service in which AI21 trains specialized models on a client's own data, with methodology transfer so the client can run subsequent training rounds in-house.

Elastic sells these in a stack layer with no product recorded for AI21 Labs yet — nothing on the other side to compare them against.

Application

Elastic AI SOC EngineApplication

An AI security-operations layer that correlates alerts from a customer's existing security tools, prioritizes threats and guides response workflows without replacing their SIEM.

Elastic AIOpsApplication

GenAI- and ML-driven capability inside Elastic Observability that automatically detects, diagnoses and helps resolve operational issues, providing recommended actions for SREs.

Elastic LLM ObservabilityApplication

Monitoring capability inside Elastic Observability for generative-AI and agentic applications: performance, cost control, guardrail tracking and reliability for GenAI workloads.

Elastic SecurityApplication

Agentic security-operations platform unifying SIEM, XDR and native automation, with autonomous agents handling detection-to-response workflows and purpose-built AI skills for threat hunting, alert analysis and detection engineering; supports multiple LLMs including on-premises models.

Platform

Elastic AI AssistantPlatform

A conversational assistant embedded in Kibana that answers natural-language questions against a customer's own indexed data across Elastic's Observability, Security and Search solutions.