AI ENGINEERING REPORT 2026

AI ENGINEERING REPORT 2026

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
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

Turn AI investments into proven returns

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

Context for AI Agents

Turn agents into reliable and dependable engineers

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.

HOW IT WORKS

The Path
TO AI
IMPACT

1. Connect
Integrate with any AI tool, any SDLC, any workflow—in days, not months.
2. Learn
Faros builds a knowledge graph of how your teams build and deliver software.
3. Deliver
Context flows to developers and AI agents: specs, decisions, dependencies, when they need it.
4. Prove
Continuous measurement shows leaders the impact, so you can show ROI and justify investment.
Our Secret Sauce

Engineering context,
applied everywhere

In the code

Write code that sails through reviews by embedding your organization’s tribal knowledge in every AI agent. 

In the transformation

Trial, scale, and optimize AI with context showing where tools are needed, underused, or adding risk.

In the Boardroom

Prove AI’s productivity impact with real data, and make the case for smarter—not smaller—budgets.

In the platform

Understand your team's execution challenges and enablement needs. Unified across tools, accurate to how you work.

In the code

Write code that sails through reviews by embedding your organization’s tribal knowledge in every AI agent. 

What's Different

Why engineering leaders choose Faros

Complete Context

A unified model of how you work, so AI is held to the same standards as your best engineers.

Real Solutions

Get productivity gains, not relocated friction. We bring the people, process, and technology to unblock AI.

Proven Impact

Measurement and guardrails that prove impact, so leadership sees the value, not just the spend.

Enterprise-Grade

Handles thousands of engineers with enterprise-grade security, backed by a team customers love.

Business Results

Quantifiable Impact

10x
Higher PR velocity
40%
Fewer failed outcomes
1 Day
To value in POC
WHO PARTNERS WITH US

Empowering the world’s
leading software teams

"With Faros, when something changes in our productivity, we can understand why it happened and take action to help teams be more successful."

Ben Cochran
VP of Developer Enablement
,
Autodesk

“Faros has become essential in communicating our value clearly and securing buy-in at the executive level. Today, I articulate our engineering vision and track north star metrics seamlessly.”

Mustafa Furniturewala
SVP of Engineering
,
Coursera

"The data in Faros is so good that whether my CEO looks at it or a team member looks at it, it's not an issue. I use the insights to make sure we're using our resources effectively."

Vineeta Puranik
Chief Technology Officer
,
SmartBear

"The best part about Faros is having the right data when I need it and where I need it. Instead of compiling spreadsheets, I can focus my time on value-added work."

Rachna Kamath
Chief of Staff to the CTO
,
Vimeo
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

PUT Your CONTEXT TO WORK

See the platform in action.