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

## acceleration whiplash

The definitive data on AI's engineering impact. What's working, what's breaking, and what leaders need to do next.

- Engineering throughput is up
- Bugs, incidents, and rework are rising faster
- Two years of data from 22,000 developers across 4,000 teams

[Get the report](https://www.faros.ai/research/ai-acceleration-whiplash)

## Build and scale your next-gen workforce

### Prove AI value and ROI

Measure the impact of AI on productivity with causal analysis that separates signal from noise.

### Drive systematic adoption

Turn casual users into power users with deep usage insights and gamification.

### Safeguard code quality

Monitor acceptance, rework, and defect rates from AI-generated code.

### Optimize AI tooling investments

Compare tool effectiveness and identify the bottlenecks erasing gains.

## How AI leaders use Faros

### Know your baseline, benchmark AI gains

You can’t improve what you don't measure.

Faros baselines your velocity, quality, and developer satisfaction so the moment you add tools, swap models, or expand licenses, you see exactly what's changed.

### Correlate AI usage to business value

Deploying AI coding tools is easy. Proving they work is hard.

Our intelligent attribution separates real AI-driven gains from coincidence, then translates them into ROI dollars.

### Safeguard code quality and security

AI-generated code is growing fastest in your most critical repos.

Faros monitors the repos where AI adoption is accelerating, flagging quality issues, rework, and vulnerabilities before they compound.

### Stay ahead of the AI tooling curve

Yesterday’s best tool isn't guaranteed to be today’s.

Faros lets you continuously evaluate new options against your benchmarks so your stack never falls behind.

### “The data in Faros is so good that it works at every level, whether its my CEO or an engineer. We centralize our outcome-based metrics to understand where we are today and how to get to where we want to go."
Vineeta Puranik
Chief Technology Officer, SmartBear

[View case study](https://www.faros.ai/blog/smartbear-software-engineering-scales-to-support-rapid-growth-by-measuring-outcomes-with-faros)

## Everything you need to lead an enterprise AI transformation

### AI Tool Comparison

Run data-driven A/B tests to compare different AI tools, models, and autonomous agents.

### AI Impact Insights

Causal analysis pinpoints the impact of AI coding assistants on lead time, code quality, incidents, and your security posture.

### Analytics Frameworks

Dashboards, benchmarks, and workflows with the right metrics and milestones for every rollout stage.

### The Context Engine

Give AI agents your institutional knowledge so they succeed in complex codebases.

### Automated Guardrails

Real-time monitoring of code quality, rework rates, and security vulnerabilities against established thresholds.

## Problems we solve

### Run engineering faster with AI that knows how you design, implement, test, and ship product

Developer productivity

### Turn engineering bottlenecks into breakthroughs

Unify all organizational knowledge about people, process, and tools to create faster and more efficient development workflows.

### AI Impact & Transformation

Measure AI’s impact on productivity, quality, and developer experience to unlock the strategies with the highest velocity returns.

### Context for AI Agents

Produce code that ships without rework with AI that learns from past PRs, tickets, and architectural decisions.

### Predictable Roadmap Delivery

Turn commitments into shipped products.

Land what you planned with a shared, real-time view of every AI-enabled team's progress, plus forecasting that flags emerging risk.

## Explore more use cases

## Context for the work you do every day

Engineering context powers the use cases that help your organization transform as fast as AI evolves.

### Get Started

## AI IS ONLY AS GOOD AS ITS CONTEXT.

Give it yours.

[REQUEST A DEMO](https://www.faros.ai/contact-us)