AI Engineering Adoption

Adoption Measurement

Adoption Measurement

Track the real ROI of your AI investment.

AI adoption needs measurement, not assumptions. We track speed, quality, workflow bottlenecks, so teams can see what is working, improve how they use AI, and adjust the setup when the investment is not paying off.

Adoption Measurement

Why measure with Callstack

Prove where AI is paying off.

We connect adoption, delivery, and quality signals so leadership can see what is working. Weak workflows, prompting patterns, and tool setups become easier to fix.

See where AI helps.

Look at delivery and quality signals instead of anecdotes.

Find the patterns that work.

Compare teams and workflows to see where gains are real.

Fix what is not working.

Spot weak workflows, poor prompting patterns, and tool setups that need to change.

Prove where the spend is worth it.

Leadership gets a clearer view of ROI across teams, tools, and workflows.

Services

Measure where AI improves delivery.

Use Cases

Adoption Dashboard

Track AI adoption, usage quality, and delivery impact across teams in one live view.

Engineering Benchmarks

Compare your teams against internal baselines and benchmarks drawn from other Callstack client environments.

Prompt & Pattern Diagnostics

Surface prompting patterns, workflow bottlenecks, and failure modes that quietly reduce output quality.

AI ROI Measurement

Connect AI usage signals to delivery outcomes so leadership can see where the investment is paying off.

Quality Signals

Monitor code quality, review outcomes, and defect rates on AI-assisted work so velocity gains do not hide regressions.

Adoption Measurement

See where AI is paying off.

We instrument adoption, code quality, and delivery signals together, so you stop relying on anecdotes to justify the AI spend.

Measure ROI

Assess → Implement → Improve

Connect AI usage to delivery impact.

Assess

We audit tooling, workflows, adoption, and ROI. Leadership gets a clear rollout plan.

See the baseline before rollout starts
Get a plan with cost and timing
1-2 WEEKS

Implement

We set up tools, agents, and standards. Pilot first, then roll out wider.

Set up tools, agents, and training
Prove it in a pilot, then scale
2-6 WEEKS

Improve

We keep the setup current as adoption grows. Your champions lead day to day.

Tune the workflow as usage grows
Keep pace with tools and models
ALWAYS ON

Manifesto

When the way software is built changes, 
we help companies adopt it.

AI-native teams run on a system, not only on tools. Agents move the work forward. Experts make the calls that shape the outcome.

Learn Callstack Delivery Model

Case studies

What shipping at AI speed looks like

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10 years of React Native → Now in your AI stack

See where AI is paying off.

We instrument adoption, code quality, and delivery signals together, so you stop relying on anecdotes to justify the AI spend.

Measure ROI

Why teams bet on Callstack

From billion-user apps to React Native core, this is why teams choose Callstack when they need to move fast and get it right.

Rocket ascending into a blue night sky with digital binary code forming its smoke trail.

10 years in React Native. Now shaping agentic engineering.

For a decade, we have helped define how teams ship with React Native. Now we are helping shape how they work with agents.

Founded in 2016 ·Backed by Viking Global Investors

React Foundation members. Core Contributors.

We are founding members of React Foundation and Core Contributors to React Native. You get direct access to people close to the decisions shaping the frameworks you use.

Open source since 2016. Our code runs in your app.

We contribute to React Native and maintain libraries across its ecosystem. Our code runs in apps used by millions of people every day.

39M+

Downloads / month

67K+

GitHub stars

300+

React Native commits

100+ Enterprise clients with 7B+ users.

We work with teams shipping at real scale. You get a partner used to high-stakes products, not learning on your roadmap.

Agent Conf. The conference for the Agentic era.

The conference we built for the shift from writing code to orchestrating agents.

Gradient background blending white, light blue, and purple shades with smooth transitions.Man wearing glasses and a Stanford sweatshirt speaking into a microphone during a presentation.

We are Codex Ambassadors.

We run meetups, workshops, and hands-on 
sessions that help teams learn Codex 
and apply it in real work.

Rocket ascending into a blue night sky with digital binary code forming its smoke trail.

10 years in React Native. Now shaping agentic engineering.

For a decade, we have helped define how teams ship with React Native. Now we are helping shape how they work with agents.

Founded in 2016 ·Backed by Viking Global Investors

React Foundation members. Core Contributors.

We are founding members of React Foundation and Core Contributors to React Native. You get direct access to people close to the decisions shaping the frameworks you use.

Open source since 2016. Our code runs in your app.

We contribute to React Native and maintain libraries across its ecosystem. Our code runs in apps used by millions of people every day.

39M+

Downloads / month

67K+

GitHub stars

300+

React Native commits

100+ Enterprise clients with 7B+ users.

We work with teams shipping at real scale. You get a partner used to high-stakes products, not learning on your roadmap.

Agent Conf. The conference for the Agentic era.

The conference we built for the shift from writing code to orchestrating agents.

Gradient background blending white, light blue, and purple shades with smooth transitions.Man wearing glasses and a Stanford sweatshirt speaking into a microphone during a presentation.

We are Codex Ambassadors.

We run meetups, workshops, and hands-on 
sessions that help teams learn Codex 
and apply it in real work.

Open Source

Want to build it on your own?

We open-source the tools behind our delivery model.
Use them, fork them, or let us run them for you.

Skill Gym

Prove your agent skills work before you ship them

1500
downloads / month
React Native Evals

A benchmark suite for evaluating how coding models solve real React Native tasks

91
stars
Reassure

Performance testing companion for React and React Native

1438
stars
React Native Testing Library

Simple and complete React Native testing utilities that encourage good testing practices

9460312
downloads / month

Insights

Worth your time, by engineers.

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