What Coxwave does

Coxwave is a Seoul-headquartered AI infrastructure company that builds product analytics and observability tooling for conversational AI products and AI agents, alongside an end-to-end AI transformation consulting practice. The company's flagship product, Coxwave Align (marketed as the analytics engine for Gen-AI products), analyzes user behavior and feedback from conversational AI interactions to deliver quantitative evaluation and continuous product improvement, and is being extended in 2026 into AI Agent Reliability and Governance with real-time behavior monitoring and anomaly detection. Underlying technology combines proprietary components including GraphRAG with knowledge graph integration, domain-adaptive embedding, autonomous agents with self-recovery loops, standardized data modeling, and an MLOps feedback loop; Align is delivered both via a self-serve platform at tryalign.ai and through enterprise deployments. The company operates a parallel consulting arm, Coxwave AX, that delivers end-to-end AI strategy, development, QA, and optimization engagements for global enterprises across consulting, technology, telecommunications, education, e-commerce, and government.

The business is monetized through two streams: SaaS subscription for the Align platform (quote-based enterprise pricing, monthly billing cadence) and professional services revenue from AI transformation consulting. Go-to-market blends product-led growth via the self-serve platform with enterprise field sales targeting design-partner accounts; notable named customers include PwC (Audit Studio, achieving a 78% reduction in audit cycle time from two weeks to three days), Microsoft (Contoso Super Store personalized shopping agent), Meta (Llama Playground on-device government document AI), Lightstorm (Cognitive Network AI Twin), Fast campus (Cami AI tutor with 87% satisfaction), and ezpmp (Lead X exhibition chatbot). Coxwave maintains strategic technology partnerships with Anthropic, NVIDIA, and OpenAI, contributes to the Microsoft Copilot open-source ecosystem, and was selected for Korea's MSS Scale-Up TIPS R&D program. The company is venture-backed with $8.6 million raised to date across a January 2024 seed round ($3.5M) and a January 2026 Pre-Series A ($5M), and was founded in 2021 by Seoul National University data mining lab colleagues, having previously exited two B2C generative AI products (Hama and Enterpix) to Sandol Metalab in 2023 in what was Korea's first generative AI product M&A.

Name

Coxwave

Legal name

Coxwave Co., Ltd.

Website

https://coxwave.com

Company type

Private

Founded year

2021

Operating status

Operating

Headcount range

11–50 employees

Short description

Coxwave builds AI product analytics and agent observability through its Coxwave Align platform, tracking conversational AI behavior, metrics, feedback, and evaluations for AI-native companies and global enterprises. It also runs Coxwave AX, an end-to-end AI transformation consulting practice serving clients including PwC, Microsoft, and Meta.

Ownership category

akta.pro rank

Product category

AI Product Analytics and Observability

NAICS

Software Publishers (5132), Computer Systems Design and Related Services (54151), Computer Systems Design Services (541512), Computer Systems Design and Related Services (5415), Software Publishers (513210)

SIC

Services-Computer Programming Services (7371), Services-Computer Integrated Systems Design (7373), Services-Management Consulting Services (8742)

akta.pro primary industry

AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF)

akta.pro secondary industries

AI Governance, Risk & Compliance (GRC) Platforms (HDAAAMAA), Industry/Domain Analytics Solutions & Accelerators (BPAEAHAK)

Keywords

• AI product analytics
• Conversational AI observability
• AI agent governance
• AI transformation consulting
• LLM monitoring platform

Headquarters

HQ city

Seoul

HQ country

South Korea

HQ region

Asia

Offices3 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations

Revenue model

1. Align Platform Subscription: SaaS subscription model for Coxwave Align analytics platform providing AI product analytics, real-time monitoring, and governance capabilities for conversational AI products.
2. AI Transformation (AX) Consulting: End-to-end consulting services from AI strategy and planning to development, deployment, and optimization. Serves enterprises including PwC, Meta, Microsoft across diverse industries including e-commerce, public sector, and professional services.

Pricing tiers

Go-to-market motion3 records

Distribution channels3 records

Marketing channels4 records

Core offering

Coxwave builds and sells Coxwave Align, an analytics and reliability/governance platform for generative AI and AI agent products that analyzes user behavior, conversational feedback, and LLM prompts/metrics to deliver actionable product improvement insights and real-time monitoring. The company also delivers AI transformation (AX) consulting and the edutap.ai AI tutor agent, serving enterprises such as PwC, Microsoft, Meta, Lightstorm, and Fast campus.

Product overview

Coxwave is a Seoul-based AI company offering a two-part portfolio: Coxwave Align (at tryalign.ai) is an AI product analytics platform that analyzes user behavior and conversational feedback to optimize generative AI products, expanding into AI Agent Reliability and Governance with real-time monitoring and anomaly detection. Coxwave AX (at ax.coxwave.com) is an end-to-end AI transformation consulting service spanning AI strategy, product development, QA, and long-term growth partnerships, serving global enterprises including PwC, Microsoft, and Meta. Both offerings share underlying AI technology including RAG, autonomous agents, and MLOps capabilities.

Differentiator

Problem solved

Functional benefit

Brands

• Align: AI product analytics platform for conversational AI services that analyzes user behavior and feedback to deliver actionable insights for continuous product improvement and performance at scale.
• Coxwave AX
• edutap.ai

Products and services

• Coxwave Align Analytics engine for generative AI products that analyzes user behavior and conversational feedback to deliver actionable insights for continuous product improvement, with extension into AI agent reliability and governance including real-time behavior monitoring, anomaly detection, and rapid intervention.
• Coxwave AX End-to-end AI transformation consulting service that helps organizations build and scale AI solutions from initial strategy and product development to deployment and operational optimization, serving global enterprises across industries such as telecommunications, e-commerce, consulting, government, and education.
• edutap.ai AI tutor agent platform for online education that watches lecture videos with students and provides real-time Q&A, with demonstrated outcomes of 87% satisfaction and 40,000+ interactions at Fast campus.

Quantifiable outcome

• 78% reduction in audit cycle time from 2 weeks to 3 days for PwC
• +4 more outcomes

Named customers6 records

Segments7 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability12 records

Feature6 records

Partnerships

Three partnerships are on record, tiered core.

• AnthropiccoreTechnology or Integration · 29 January 2024Strategic technology partnership for AI agent reliability and governance. Anthropic's CPO Mike Krieger stated that Coxwave plays a critical role in the post-deployment phase of ensuring AI models work as companies intend. Coxwave provides real-time monitoring and governance for Claude-based deployments.
• NVIDIAcoreTechnology or Integration · 29 January 2024Technology partnership for embedding model accuracy and custom information retrieval. Coxwave's technology validated through NVIDIA collaboration. Joint presentation at COMEUP 2025 showcasing partnership achievements.
• OpenAIcoreStrategic or Co-development Partner · 29 January 2024Co-hosted multi-agent workflow hackathon in January 2026. Collaboration on multi-agent technology innovation. Partnership validates Coxwave's capabilities in AI agent development and governance.

Scale indicators6 records

Recent moves6 records

Expansion highlights6 records

Broad incumbents

• DataRobot: DataRobot is an enterprise AI platform with MLOps and AI governance capabilities; it competes at the broader enterprise AI monitoring and governance layer where Coxwave's Agent Reliability and Governance offering sits.
• Weights & Biases: Weights & Biases is a broader ML/LLM experiment tracking, evaluation, and MLOps platform that overlaps with Coxwave Align's monitoring and feedback loop capabilities as part of a wider ML lifecycle offering.

Direct peers

• Arize AI: Arize AI is a direct competitor offering AI observability and LLM evaluation/observability platform used by enterprises to monitor generative AI applications in production, addressing the same post-deployment monitoring use case as Coxwave Align.
• LangSmith (LangChain): LangSmith is LangChain's LLM observability, evaluation, and debugging platform for developers building LLM applications; it competes directly with Coxwave Align on prompt/feedback tracking and LLM product analytics.
• Helicone: Helicone is an open-source LLM observability platform offering logging, tracing, and evaluation for generative AI applications; it targets the same AI-native developer persona as Coxwave Align with PLG-style onboarding.
• WhyLabs: WhyLabs provides an AI observability and monitoring platform for LLMs and ML models, including drift, quality, and security monitoring, overlapping directly with Coxwave Align's AI Agent Reliability and Governance positioning.
• Patronus AI: Patronus AI offers an LLM evaluation and safety platform that helps enterprises test, monitor, and ensure quality of generative AI outputs, addressing the same AI evaluation and reliability needs as Coxwave Align.
• Galileo (formerly Raga AI): Galileo provides an evaluation and observability platform purpose-built for LLM and agent applications, including hallucination and quality monitoring, making it a direct comparable to Coxwave Align's analytics and governance capabilities.

Others

• SambaNova Systems: Although primarily a foundation model and AI infrastructure provider, SambaNova's enterprise AI agent platform and partnership ecosystem intersect with Coxwave's AI transformation consulting and agent reliability offerings at the enterprise buyer level.

Emerging players

• Confident AI (DeepEval): Confident AI provides an open-source LLM evaluation framework (DeepEval) with a cloud platform for testing generative AI applications; it overlaps with Coxwave's evaluation and monitoring use cases but is earlier-stage and developer-focused.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/coxwave

Revenue estimate

Valuation estimate

Number of profiles

Profiles5 records

Funding overview

Funding rounds3 records

Investors8 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Coxwave