TechnologySoftware Engineering

How Datadog Uses OpenAI Codex for System-Level Code Review Across 1,000+ Engineers

Datadog integrated OpenAI Codex into live PR review workflows, catching 22% of incidents that passed human review and enabling 1,000+ engineers with AI-powered system-level code analysis.

Impact

~22%

Incidents Preventable by AI

1,000+

Engineers Using Codex

Challenge

Needed to scale code review beyond senior engineers. Static analysis tools were shallow and noisy, frequently ignored by developers.

Solution

Integrated OpenAI Codex for automatic PR review across major repositories, analyzing code changes within broader system context to surface architectural risks.

Tools & Technologies

What Leaders Say

For me, a Codex comment feels like the smartest engineer I have worked with and who has infinite time to find bugs.

Brad Carter, Engineering Manager, AI DevX Lead, Datadog
Get the full context.

Sign up to read complete case studies, access detailed metrics, and unlock all use cases.

Full Story

Datadog needed to scale code review beyond senior engineers who understand system architecture and interconnected risks. Traditional static analysis tools provided shallow, noisy suggestions that engineers often ignored.

Datadog integrated OpenAI Codex into live development workflows, automatically reviewing pull requests across major repositories. The system analyzes code changes within broader system context rather than in isolation — surfacing risks that human reviewers miss.

Codex identified more than 10 cases (approximately 22% of incidents examined) where AI feedback would have prevented issues that passed human review. Over 1,000 engineers now use Codex regularly for code review.

Similar Cases

B
BambooHR
tens of thousands
employee questions answered

BambooHR built an AI-powered HR assistant using Cohere's Embed and Rerank models to answer employee questions accurately, saving HR teams thousands of hours while handling sensitive data securely.

TechnologyCRCohere RerankCECohere Embed
P
Pfizer
93%
database reduction

Pfizer achieved a 93% database reduction and 20% cost avoidance by migrating their global SAP environment to S/4HANA on IBM Power10 infrastructure.

PharmaceuticalsTechnologyICIBM ConsultingIPIBM Power Virtual Server
C
Confluent
15,000+
hours saved monthly

Confluent, a data streaming platform company with 2,000+ employees and 4,000+ customers, deployed Glean to solve the knowledge fragmentation that came with rapid growth from 250 to 2,000+ employees across 20+ systems. Glean indexed the company's full tool stack — Slack, Salesforce, Confluence, and more — enabling instant knowledge retrieval across all teams. The result: 15,000+ hours saved monthly, a 13% increase in support team satisfaction, and over 70% employee adoption.

TechnologyGGlean
C
Classmethod
up to 90%
reduction in development time

Classmethod, a leading Japanese cloud integrator, deployed Claude Code across its engineering teams to address chronic developer shortages. The tool automated code generation, review, and testing workflows, reducing development time by up to 90% on specific tasks and cutting code review time by 80%.

TechnologyCCClaude Code
L
Lusha
300%
increase in outbound leads

Lusha is a B2B sales intelligence platform with 1.5 million users and a database of over 200 million business contacts. By deploying Elasticsearch as both a full-text search engine and a vector database for AI-powered lead recommendations, Lusha helps customers generate 300% more leads, achieve conversion rates up to 10x higher, and realize return on investment of up to 1,000%.

TechnologyEElasticsearch
N
Nextdoor
2–3x
engineering productivity improvement

Nextdoor, the neighborhood social network, deployed Glean as a unified Work AI layer embedded directly into the tools employees already use. Rather than mandating adoption, the team built a self-reinforcing learning loop of Slack channels, live office hours, and quick-win storytelling that turned early experimentation into company-wide AI habits — with engineering productivity gains of 2–3x and RevOps workflows shrinking from hours to minutes.

TechnologyGGlean
A
Apollo
35%
increase in meeting bookings

Apollo integrated Claude 3.5 Haiku into its sales engagement platform to power intelligent, personalized messaging and prospect research at scale. The AI-driven features help sales teams write highly effective outreach without requiring technical expertise, generating over 5 million Claude-powered messaging actions per month. Customers using Claude-powered messaging saw a 35% boost in meeting bookings and a 15% increase in retention rates.

TechnologyC3Claude 3.5 Haiku
H
Hostinger
Minutes vs. days
website creation time

Hostinger partnered with Anthropic to build Hostinger Horizons, an AI-powered platform that converts natural language prompts into complete, functional websites and applications. The solution eliminates the steep learning curve of traditional web builders, enabling non-technical users to create professional online presences in minutes instead of days.

TechnologyCClaude