---
title: AI Agent Infrastructure Startups Reviews
meta_title: 'AI Agent Infrastructure Startups Reviews 2026: Details, Pricing, & Features
  | G2'
meta_description: Filter reviews by the users' company size, role or industry to find
  out how AI Agent Infrastructure Startups works for a business like yours.
date_modified: '2026-07-23'
parent_category:
  name: Artificial Intelligence
  url: https://www.g2.com/categories/artificial-intelligence
---

# AI Agent Infrastructure Startups Reviews
**Vendor:** AI Agent Infrastructure Startups  
**Category:** [AI Orchestration Software](https://www.g2.com/categories/ai-orchestration)
## About AI Agent Infrastructure Startups
The AI Agent Infrastructure Startups Landscape report, updated in May 2026, provides a comprehensive overview of the leading startups developing horizontal infrastructure for AI agents. This landscape is categorized into three primary sub-sectors: durable execution and workflow orchestration, observability and evaluation, and gateway/proxy services. Key Features and Functionality: 1. Durable Execution and Workflow Orchestration: - Temporal: Secured approximately $430 million in cumulative funding, with a $300 million Series D round in February 2026, valuing the company at $5 billion. Notable for 380% year-over-year revenue growth and over 20 million monthly installs. - Inngest: Raised around $34 million cumulatively, including a $20.5 million round in May 2025. Introduced Temporal-compatible workflows in February 2026. - Restate: Obtained $7 million in seed funding, launching commercially in March 2026 with a focus on lightweight workflows-as-code. 2. Observability and Evaluation: - Braintrust: Accumulated approximately $120 million in funding, with an $80 million Series B round, valuing the company at $800 million. Serves clients like Notion, Replit, Cloudflare, Ramp, and Dropbox. - LangSmith (LangChain Inc): Part of LangChain Inc's cumulative funding of over $125 million, offering native observability for LangChain and LangGraph stacks. - Helicone: Secured around $10 million in funding, operating as an open-source AI gateway and observability tool, and is a Y Combinator alumnus. - Langfuse: Acquired by ClickHouse in January 2026 as part of ClickHouse's $400 million Series D at a $15 billion valuation; continues to maintain its open-source code and active community. - AgentOps: Raised approximately $2.6 million in seed funding, partnered with Red Hat, and backed by 645 Ventures, Afore Capital, and Plug and Play. - Arize Phoenix: Part of Arize AI's cumulative funding exceeding $100 million, offering open-source observability within Arize's broader MLOps platform. 3. Gateway and Proxy Services: - LiteLLM (BerriAI): Raised around $15 million across seed and Series A rounds, achieving approximately 418 million monthly PyPI downloads as an OpenAI-compatible multi-vendor proxy. - Portkey: Secured about $10 million in funding, functioning as a gateway and observability hybrid with a strong presence in the Asia-Pacific region. - OpenRouter: Bootstrapped with undisclosed funding, specializing in multi-model aggregation and operating profitably. Primary Value and Solutions Provided: These startups are instrumental in building the foundational infrastructure necessary for the efficient operation of AI agents. By offering durable execution environments, comprehensive observability tools, and robust gateway services, they address critical challenges in AI agent deployment, such as ensuring reliable execution, monitoring performance, and facilitating seamless integration across various platforms. Their innovations enable businesses to deploy AI agents more effectively, leading to enhanced automation, improved decision-making processes, and streamlined operations.






- [View AI Agent Infrastructure Startups pricing details and edition comparison](https://www.g2.com/products/ai-agent-infrastructure-startups/reviews?section=pricing&secure%5Bexpires_at%5D=2026-07-25+16%3A43%3A20+-0500&secure%5Bsession_id%5D=ef740fa6-1160-4e42-919d-a19692a0bba3&secure%5Btoken%5D=b6b50ca2de8887d016da03d8f67464cd69a1e4c16d436428ae1702e1fa6759f6&format=llm_user)

## AI Agent Infrastructure Startups Features
**Workflow Design & Integration - AI Orchestration**
- Dependency Management
- Workflow Coordination
- Multi-Provider API Connectivity
- Multi-Step Workflow Creation
- Enterprise System Integration
- Real-Time Data Pipelines

**Performance Optimization & Analytics - AI Orchestration**
- Workflow Performance Dashboards
- Workflow Reporting
- Resource Utilization Monitoring
- Computational Resource Management
- Dynamic Scaling
- Component Monitoring

**Governance & Compliance Controls - AI Orchestration**
- Regulatory Compliance
- Governance Policy Enforcement
- Role-Based Access Control
- Audit Trail Management
- Security Protocols