Copilot Adoption

Copilot tells you the licenses are active. Hivel tells you they're working.

Translate Copilot adoption into business metrics: time saved, code quality, review efficiency, and engineering ROI. Get presentation-ready reports that justify the spend to your CFO and your board.

From license usage to financial impact, in four views.

Translate adoption into time, dollars, and quality gains

Measure time saved, code quality improvements, and review efficiency across teams. Hivel converts adoption metrics into financial insights and presentation-ready reports that justify AI investment to finance, the board, and procurement.

See exactly where Copilot accelerates delivery, and where it doesn't

Compare AI-assisted code with manually written code on cycle time, throughput, and rework. Find where Copilot accelerates work and where it's filling gaps. Optimize workflows where the data points.

Identify power users, surface gaps, scale what works

Surface developers extracting the most value from Copilot. Uncover underutilized features that need training. Personalize onboarding so every new seat reaches power-user status faster. Maximize ROI across every team.

Know where you stand against the market

Benchmark your team's AI efficiency against industry peers. See where you lead and where you trail. Track trends over time to refine strategy and stay ahead of competitors making the same investment.

Four tabs. Every angle on engineering effort.

Cohort drill-down

Drill into any cohort to see which developers are in it: name, team, and Copilot usage percentage.

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Language and pattern view

See which languages and code patterns benefit most from Copilot. Direct enablement effort toward where AI assistance actually lands.

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ROI report export

Generate a presentation-ready ROI report in one click. Time saved, dollars saved, productivity lift. Ready for the board deck.

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Adoption over time

Track whether your power-user cohort is growing or inactive seats are holding. Renewal-readiness signal in a single chart.

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Hivel × Freshworks Case Study Card
Freshworks NASDAQ: FRSH

How Freshworks measured AI impact across 1,500 engineers — in real time

The Challenge

No standard way to measure AI adoption across 1,500 engineers
Couldn't tell which AI tools were helping vs just running
Surveys were the only answer — slow, expensive, inaccurate
1,500+ Engineers · AI ROI Measurement · NASDAQ: FRSH
40% Increase in engineering throughput
50% Reduction in rework and maintenance
25% More features released in key business units
10% Improvement in time-to-market

Frequently asked questions

How is Hivel different from GitHub Copilot's built-in dashboard?

Copilot reports IDE activity: suggestions accepted, active users, language usage. Hivel translates that into business outcomes: time saved, dollars saved, delivery impact. What CFOs and boards need to see, not what developers see in their editor.

How does Hivel calculate ROI in dollar terms?

Hivel combines AI code volume with your team's fully-loaded engineering cost to estimate time saved and dollar value generated. The methodology is transparent and configurable, so finance and engineering can agree on assumptions before the number reaches the board.

Can we see Copilot usage by team, repo, or language?

Yes. Filter adoption views by team, repository, and time range. Break down by language to see where Copilot has the strongest impact. Compare cohorts side by side to identify enablement gaps.

Trusted by 1000+ Engineering Teams

Vaibhav Bansal
V.P. Engineering
"Hivel has been phenomenal in helping us present our progress to leadership. Its insights into leading indicators have empowered our team leads to enhance review efficiency and ship features faster. Now, we are able to show the impact of our process changes, clearly identify areas of opportunity, and bring in a data-driven culture without spending time pulling manual reports."
Murali Swaminathan
Chief Technology Officer
"We were looking for a unique solution to understand engineering productivity and efficiency, with a single tool that could give leaders complete visibility. We evaluated other comparable tools, but none were comprehensive enough. When we came across Hivel, it checked all the boxes for measuring developer productivity across both AI and non-AI workflows."
Derek Mackie
Director of Engineering
"Using Hivel shone a light on the non-standard aspects of our work, emphasizing the need for crucial adjustments. The insights from Hivel helped us recognize areas for improvement, particularly in managing cycle times and streamlining development workflows. This guidance has been instrumental in our efforts to enhance operational efficiency and productivity."
Leonardo Pinheiro Ferrari
Chief Technology Officer
"Thanks to Hivel, we've seen a staggering 157% improvement in our deployment frequency. By identifying and addressing inefficiencies, and adopting best practices, we've significantly accelerated our progress. Hivel has been instrumental in our journey to operational excellence."
Chris Callander
Senior Engineering Manager
"Hivel has been instrumental in identifying areas for enhancement and guiding our strategic improvements. It has significantly contributed to our journey toward greater operational efficiency. The Activity and Dev360 features in Hivel have been particularly valuable for providing feedback to engineers during 1-1's, enhancing our communication and development practices."
Shiro Theuri
Chief Technology Officer
"Before Hivel, understanding our engineering team's dynamics was a game of guesswork. Now, with Hivel's clear dashboards and insights, our leaders have the clarity and time-saving tools they need to excel. It's been transformative in streamlining our operations."
Koti Reddy
Chief Technology Officer
"Incorporating Hivel into our daily operations has been a game-changer. It's not just a tool; it's a part of our strategic decision-making process, trusted by our leaders at every level. The impact on our engineering efficiency is undeniable and deeply valued."
Manoj Awasthi
Chief Technology Officer
"It has been great to partner with Hivel to get access to insights that help leaders at all levels gain visibility into bottlenecks and challenges that the teams face, build actionable plan to resolve them and track the progress over time. And thanks for the fantastic support!"
Ameen M
Engineering Manager
"Hivel has made a huge difference to how I manage my teams. Before every one-on-one or appraisal, I rely on it to dive into developer metrics and drive truly meaningful conversations. It helps me spot rework patterns, reward high performers, and benchmark our teams even against our US counterparts. The dashboards are intuitive, insightful, and honestly far more actionable than anything we get from Jira."
Paras Sood
Associate Director
"Hivel's insights have been pivotal in refining our engineering processes, elevating both efficiency and the developer experience. We're now making smarter decisions, faster, thanks to Hivel."
Vaibhav Bansal
V.P. Engineering
"Hivel has been phenomenal in helping us present our progress to leadership. Its insights into leading indicators have empowered our team leads to enhance review efficiency and ship features faster. Now, we are able to show the impact of our process changes, clearly identify areas of opportunity, and bring in a data-driven culture without spending time pulling manual reports."
Murali Swaminathan
Chief Technology Officer
“We were looking for a unique solution to understand engineering productivity and efficiency, with a single tool that could give leaders complete visibility. We evaluated other comparable tools, but none were comprehensive enough. When we came across Hivel, it checked all the boxes for measuring developer productivity across both AI and non-AI workflows.”
Vaibhav Bansal
V.P. Engineering
"Hivel has been phenomenal in helping us present our progress to leadership. Its insights into leading indicators have empowered our team leads to enhance review efficiency and ship features faster. Now, we are able to show the impact of our process changes, clearly identify areas of opportunity, and bring in a data-driven culture without spending time pulling manual reports."
Derek Mackie
Director of Engineering
"Using Hivel shone a light on the non-standard aspects of our work, emphasizing the need for crucial adjustments. The insights from Hivel helped us recognize areas for improvement, particularly in managing cycle times and streamlining development workflows. This guidance has been instrumental in our efforts to enhance operational efficiency and productivity."
Leonardo Pinheiro Ferrari
Chief Technology Officer
"Thanks to Hivel, we've seen a staggering 157% improvement in our deployment frequency. By identifying and addressing inefficiencies, and adopting best practices, we've significantly accelerated our progress. Hivel has been instrumental in our journey to operational excellence."

"The only tool our entire leadership team actually trusts"

- CTO, Enterprise
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