# The AI Engineering Report 2026 is now available! Read the latest research:

[The acceleration whiplash](https://www.faros.ai/research/ai-acceleration-whiplash)

WHY Faros

## In the past year, Faros won 92% of head-to-head enterprise POCs. Here’s why.

### Developer Productivity Frameworks

- Standard frameworks (DORA, SPACE, DevEx)
- Proprietary frameworks & benchmarks
- Tool telemetry & developer surveys

### Actionability and Recommendations

- AI chart summarization
- Automated notifications and alerts
- Problem diagnosis & fix guidance
- AI productivity consultant - chat
- Causal analysis over correlation

### Enterprise Implementation

- Rapid POC and onboarding
- Complete tool ecosystem coverage
- Non-standard deployments support
- Affordable SaaS and on-prem integrations
- Forward Deployed Engineers for your success
- Executive Business Reviews

### Data Fidelity and Trustworthiness

- Maintains accurate org charts
- Correct attribution across team changes
- Prevents historical data distortion
- Bias reduction techniques

### Customizability

- Custom metrics and dashboards
- Custom use cases
- Query UI for easy metric configuration
- Natural language query builder
- Pre-aggregated joins & computed fields
- Raw SQL on disconnected tables
- Data export to 3rd party tools

## The essentials

## Faros vs. DX FAQ

- What is Faros?
- How does Faros compare to DX?
- Why do enterprises choose Faros over DX?
- What key pain points does Faros solve better than DX?
- How does the Atlassian acquisition of DX affect my decision?
- How long does it take to get Faros up and running compared to DX?

## AI IS ONLY AS GOOD AS ITS CONTEXT.

Give it yours.

[Request Demo](https://www.faros.ai/contact-us)