How a 1,500-Employee Organization Went Live with AI-Native People Analytics in Under 14 Days

Executive Summary

A fast-growing mid-market organization with a lean HR team (three people and no dedicated analytics staff) urgently needed a people analytics solution that delivered rapid time-to-value and ongoing expert support. Leveraging Included’s unique run-and-operate model, they signed a contract and were generating actionable insights and customized QBRs in less than two weeks, all while preserving budget and internal headcount. This enabled their CHRO and CFO to immediately see tangible ROI and approve full funding.


Customer Snapshot

A 1,500-employee services firm with a lean HR team (three people) and no dedicated analytics staff. They were evaluating modern, AI-driven people analytics to meet an executive mandate for better data-driven workforce decisions.

The Challenge

Tight timelines & budget pressures

Leadership required proof of concept within weeks, yet traditional deployments took months and six-figure budgets.

Resource constraints

The small HR team lacked the bandwidth for lengthy implementations or bespoke metric development.

Executive expectations

The CFO and CHRO demanded both speed and rigor –pilots needed to show immediate ROI to unlock further funding.

The Turning Point

Included has a proven playbook for customers using Workday, as was the case for this company. By connecting to their Workday instance out-of-the-box, Included ingested historical and current HR data within 7 days, demonstrating its flexibility and ability to handle unique data structures.

" Customer Quote
I expected a months-long process… Getting up and running in 14 days with expert support felt like magic. Our CHRO was thrilled with the initial insights and customized QBRs, and our CFO approved full funding the next week. "

— Senior HR Business Partner

⠀⠀(anonymized)

The Outcome
Go-live and immediate value in 14 days

From contract signing to dashboard access in under two weeks.

Immediate insights and customized QBRs

The AI agent surfaced key attrition drivers and hiring pipeline bottlenecks in the first week. Within 7 days of going live, they received a fully customized QBR delivered to them.

Significant budget savings

Less than half the cost of a legacy competitor who failed to deliver value and win the customer’s business.

Continued expert support

Monthly consulting hours accelerated adoption, enabling the HR team to quickly build custom metrics without needing to hire internal analytics staff. This showcased the power of getting a complete solution, not just a platform.

Under 14-day ROI

Unlocking broader organizational rollout due to the rapid demonstration of value.

IMPACT HIGHLIGHTS

98% faster deployment

compared to legacy, pre-AI era, software for people analytics solutions

Expert support

and working hours eliminated the need for additional headcount

Saved $$$

by buying Included for a better price than the legacy offering

<14-day ROI,

unlocking broader organizational rollout

Customized QBR

delivered within 7 days of going live

Flexibility and configurability

to meet unique data and reporting needs

Ready to make an impact?

Discover how Included can transform your people data into actionable insights and business strategy.