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Developer experience & platform engineering

engineer
exceptional
experiences

Great engineering organizations depend on seamless developer experiences. Faros provides contextualized insight to help transform with AI, improve productivity, and delight engineers.

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Outcomes we deliver

Build a world-class engineering engine

Accelerate velocity and efficiency

Measure, rank, and fix the bottlenecks slowing down your SDLC.

Turn feedback into
action

Correlate surveys with metrics to validate developer feedback.

Empower team
autonomy

Give teams self-serve metrics and insights to drive local improvements.

Optimize DevEx
ROI

Quantify the impact of platform investments on productivity.

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
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context changes everything

How developer productivity and platform engineers use Faros

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Unify your engineering data

Every enterprise is different: unique stack, unique business context.

Faros connects across your bespoke CI/CD pipelines, on-prem systems, and custom tooling to create one accurate, unified view of your engineering organization.

Bridge the gap between sentiment and systems

Survey data is subjective. System data lacks empathy. To truly improve developer experience, you must connect the two.

Faros overlays qualitative feedback with quantitative telemetry to pinpoint the real root causes of cognitive load and prove exactly where friction lives.

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Isolate and eliminate systemic friction

When efficiency is the goal, superficial measurement won't cut it. There's a better way to maximize output and minimize waste.

Faros holistically analyzes developer inner loops, outer loops, and sentiment—so you can pinpoint what’s slowing developers down and how to fix it.

Benchmark productivity at scale

We understand that "good" looks different across unique stacks, geographies, and workflows. But you still need consistent metrics.

Faros delivers trusted, enterprise-ready benchmarks, normalized across teams, to give you fair, apples-to-apples visibility—built on frameworks like DORA, SPACE, DevEx, Stanford research, and more.

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"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
Smiling man with a beard and medium-length hair, featured on the Faros AI website.
Smiling man with a beard and medium-length hair, featured on the Faros AI website.
what you get

Everything you need remove friction and elevate team health

Holistic Benchmarking

Launch instantly with industry-standard frameworks to baseline global performance.

Hundreds of metrics

Built-in heatmaps, adoption trackers, and alerts tied to KPIs give you instant clarity.

Self-Serve Analytics

Custom reporting, LLM-powered data exploration, and instant answers in Slack and Teams.

Extensible Data Model

Ingest and map custom attributes from any tool—cloud or on-prem—to reflect your specific reality.

Automated AI Insights

Receive proactive, AI-driven alerts on bottlenecks, anomalies, and risks—delivered right where you work.

Enterprise-Grade Security

We design with data privacy, information security, and legal compliance at the very top of our priorities.

Problems we solve

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

TOKEN INTELLIGENCE

Trace every AI dollar to the outcomes it shipped

Understand where token spend is going across every team and tool, classify it by efficiency, and act on what’s working.

AI Transformation

Turn AI investments into proven returns

Measure AI’s impact on productivity, quality, and developer experience and implement the interventions with the highest returns.

Lifecycle phases of software delivery showing DORA metrics: deployment frequency, lead time, change failure rate, and availability.
Context for AI Agents

Start every task with the context it needs

Produce accurate code with curated context gleaned from past PRs, tickets, and architectural decisions.

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developer productivity

Fix bottlenecks and improve how engineering runs

Unify all engineering data about people, agents, processes, and tools to create smoother and faster development workflows.

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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.

Learn how to lead with context

Token Intelligence: The missing operating layer for AI

Introduction to Token Intelligence: trace what your AI spend is actually producing

How to measure engineering productivity in 2026

Developer sentiment surveys made sense before AI. Now they're misleading you.

Faros customer success story - Fortune 100 financial services. Red background, white illustration of a bank.

A Fortune 100 bank uses Faros to measure AI impact and drive a 20% throughput increase

Faros case study industrial technology and software leader

An industrial technology leader lays the foundation for AI transformation with Faros

Monorepo vs Polyrepo: What the PR benchmark data actually shows

Best Jellyfish Alternative for Enterprise Engineering Teams

Get Started

AI IS ONLY AS GOOD AS ITS CONTEXT.

Give it yours.

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